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Copyright (C) 2017 J. Patrick Hall, jphall@gwu.edu

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Linear Regression Starter Kit for Kaggle House Prices

Imports and inits





In [1]:



    


import h2o
from h2o.estimators.glm import H2OGeneralizedLinearEstimator
from h2o.estimators.glrm import H2OGeneralizedLowRankEstimator
from h2o.grid.grid_search import H2OGridSearch 
h2o.init(max_mem_size='12G') # give h2o as much memory as possible
h2o.no_progress() # turn off h2o progress bars

import numpy as np
import pandas as pd

import matplotlib as plt
%matplotlib inline



    


















    






Checking whether there is an H2O instance running at http://localhost:54321..... not found.
Attempting to start a local H2O server...
  Java Version: java version "1.8.0_112"; Java(TM) SE Runtime Environment (build 1.8.0_112-b16); Java HotSpot(TM) 64-Bit Server VM (build 25.112-b16, mixed mode)
  Starting server from /Users/phall/anaconda/lib/python3.5/site-packages/h2o/backend/bin/h2o.jar
  Ice root: /var/folders/tc/0ss1l73113j3wdyjsxmy1j2r0000gn/T/tmpive8wwq9
  JVM stdout: /var/folders/tc/0ss1l73113j3wdyjsxmy1j2r0000gn/T/tmpive8wwq9/h2o_phall_started_from_python.out
  JVM stderr: /var/folders/tc/0ss1l73113j3wdyjsxmy1j2r0000gn/T/tmpive8wwq9/h2o_phall_started_from_python.err
  Server is running at http://127.0.0.1:54321
Connecting to H2O server at http://127.0.0.1:54321... successful.










    







H2O cluster uptime:
01 secs


H2O cluster timezone:
America/New_York


H2O data parsing timezone:
UTC


H2O cluster version:
3.18.0.11


H2O cluster version age:
3 hours and 37 minutes 


H2O cluster name:
H2O_from_python_phall_08mo8c


H2O cluster total nodes:
1


H2O cluster free memory:
10.67 Gb


H2O cluster total cores:
8


H2O cluster allowed cores:
8


H2O cluster status:
accepting new members, healthy


H2O connection url:
http://127.0.0.1:54321


H2O connection proxy:
None


H2O internal security:
False


H2O API Extensions:
XGBoost, Algos, AutoML, Core V3, Core V4


Python version:
3.5.2 final

Import data





In [2]:



    


train = h2o.import_file('../../03_regression/data/train.csv')
test = h2o.import_file('../../03_regression/data/test.csv')

# bug fix - from Keston
dummy_col = np.random.rand(test.shape[0])
test = test.cbind(h2o.H2OFrame(dummy_col))
cols = test.columns
cols[-1] = 'SalePrice'
test.columns = cols
print(train.shape)
print(test.shape)



    


















    






(1460, 81)
(1459, 81)

Determine data types





In [3]:



    


def get_type_lists(frame=train, rejects=['Id', 'SalePrice']):

    """Creates lists of numeric and categorical variables.
    
    :param frame: The frame from which to determine types.
    :param rejects: Variable names not to be included in returned lists.
    :return: Tuple of lists for numeric and categorical variables in the frame.
    
    """
    
    nums, cats = [], []
    for key, val in frame.types.items():
        if key not in rejects:
            if val == 'enum':
                cats.append(key)
            else: 
                nums.append(key)
                
    print('Numeric =', nums)                
    print()
    print('Categorical =', cats)
    
    return nums, cats



    











In [4]:



    


original_nums, cats = get_type_lists()



    


















    






Numeric = ['OverallQual', 'KitchenAbvGr', 'YrSold', 'LotArea', 'PoolArea', 'BsmtHalfBath', 'TotRmsAbvGrd', 'OverallCond', 'YearBuilt', 'ScreenPorch', 'MoSold', 'OpenPorchSF', 'BsmtFinSF2', '1stFlrSF', 'TotalBsmtSF', 'YearRemodAdd', 'GrLivArea', 'EnclosedPorch', 'GarageYrBlt', 'BsmtFinSF1', 'BsmtUnfSF', 'GarageArea', 'LotFrontage', 'MasVnrArea', 'BedroomAbvGr', '3SsnPorch', '2ndFlrSF', 'LowQualFinSF', 'MSSubClass', 'GarageCars', 'MiscVal', 'BsmtFullBath', 'FullBath', 'HalfBath', 'WoodDeckSF', 'Fireplaces']

Categorical = ['ExterCond', 'RoofStyle', 'BsmtCond', 'LotShape', 'Foundation', 'Heating', 'KitchenQual', 'BsmtFinType2', 'HouseStyle', 'Fence', 'MSZoning', 'Street', 'LandContour', 'HeatingQC', 'GarageType', 'Exterior2nd', 'FireplaceQu', 'CentralAir', 'SaleCondition', 'RoofMatl', 'GarageQual', 'LandSlope', 'BsmtFinType1', 'SaleType', 'BsmtExposure', 'Exterior1st', 'PavedDrive', 'Functional', 'MasVnrType', 'GarageCond', 'MiscFeature', 'Alley', 'PoolQC', 'BsmtQual', 'Neighborhood', 'Condition2', 'Utilities', 'BldgType', 'Condition1', 'ExterQual', 'GarageFinish', 'Electrical', 'LotConfig']

Split into to train and validation (before doing data prep!!!)





In [5]:



    


train, valid = train.split_frame([0.7], seed=12345)
print(train.shape)
print(valid.shape)



    


















    






(1001, 81)
(459, 81)

Impute numeric missing





In [6]:



    


# median usually better than mean
# (_ signifies temporary throw-away variable, used to suppress output)
_ = train[['MasVnrArea', 'GarageYrBlt', 'LotFrontage']].impute(method='median')
_ = valid[['MasVnrArea', 'GarageYrBlt', 'LotFrontage']].impute(method='median')
_ = test[['BsmtHalfBath', 'BsmtFinSF1', 'BsmtFullBath', 'BsmtFinSF2', 'BsmtUnfSF', 'MasVnrArea', 
          'GarageYrBlt', 'LotFrontage', 'GarageCars', 'TotalBsmtSF', 'GarageArea']].impute(method='median')

Encode categorical vars using shrunken averages

http://helios.mm.di.uoa.gr/~rouvas/ssi/sigkdd/sigkdd.vol3.1/barreca.ps





In [7]:



    


def target_encoder(training_frame, test_frame, x, y, lambda_=0.15, threshold=150, test=False):

    """ Applies simple target encoding to categorical variables.

    :param training_frame: Training frame which to create target means and to be encoded.
    :param test_frame: Test frame to be encoded using information from training frame.
    :param x: Name of input variable to be encoded.
    :param y: Name of target variable to use for encoding.
    :param lambda_: Balance between level mean and overall mean for small groups.
    :param threshold: Number below which a level is considered small enough to be shrunken.
    :param test: Whether or not to print the row_val_dict for testing purposes.
    :return: Tuple of encoded variable from train and test set as H2OFrames.

    """

    # convert to pandas
    trdf = training_frame.as_data_frame().loc[:, [x,y]] # df
    tss = test_frame.as_data_frame().loc[:, x]          # series


    # create dictionary of level:encode val

    encode_name = x + '_Tencode'
    overall_mean = trdf[y].mean()
    row_val_dict = {}

    for level in trdf[x].unique():
        level_df = trdf[trdf[x] == level][y]
        level_n = level_df.shape[0]
        level_mean = level_df.mean()
        if level_n >= threshold:
            row_val_dict[level] = level_mean
        else:
            row_val_dict[level] = ((1 - lambda_) * level_mean) +\
                                  (lambda_ * overall_mean)

    row_val_dict[np.nan] = overall_mean # handle missing values

    if test:
        print(row_val_dict)

    # apply the transform to training data
    trdf[encode_name] = trdf[x].apply(lambda i: row_val_dict[i])

    # apply the transform to test data
    tsdf = pd.DataFrame(columns=[x, encode_name])
    tsdf[x] = tss
    tsdf.loc[:, encode_name] = overall_mean # handle previously unseen values
    # handle values that are seen in tsdf but not row_val_dict
    for i, col_i in enumerate(tsdf[x]):
        try:
            row_val_dict[col_i]
        except:
            # a value that appeared in tsdf isn't in the row_val_dict so just
            # make it the overall_mean
            row_val_dict[col_i] = overall_mean
    tsdf[encode_name] = tsdf[x].apply(lambda i: row_val_dict[i])


    # convert back to H2O

    trdf = h2o.H2OFrame(trdf[encode_name].as_matrix())
    trdf.columns = [encode_name]

    tsdf = h2o.H2OFrame(tsdf[encode_name].as_matrix())
    tsdf.columns = [encode_name]

    return (trdf, tsdf)

Execute encoding





In [8]:



    


total = len(cats)
for i, var in enumerate(cats):
    
    tr_enc, _ = target_encoder(train, test, var, 'SalePrice')
    v_enc, ts_enc = target_encoder(valid, test, var, 'SalePrice')
    
    print('Encoding: ' + var + ' (' + str(i+1) + '/' + str(total) + ') ...')

    train = train.cbind(tr_enc)
    valid = valid.cbind(v_enc)
    test = test.cbind(ts_enc)    
    
print('Done.')



    


















    






Encoding: ExterCond (1/43) ...
Encoding: RoofStyle (2/43) ...
Encoding: BsmtCond (3/43) ...
Encoding: LotShape (4/43) ...
Encoding: Foundation (5/43) ...
Encoding: Heating (6/43) ...
Encoding: KitchenQual (7/43) ...
Encoding: BsmtFinType2 (8/43) ...
Encoding: HouseStyle (9/43) ...
Encoding: Fence (10/43) ...
Encoding: MSZoning (11/43) ...
Encoding: Street (12/43) ...
Encoding: LandContour (13/43) ...
Encoding: HeatingQC (14/43) ...
Encoding: GarageType (15/43) ...
Encoding: Exterior2nd (16/43) ...
Encoding: FireplaceQu (17/43) ...
Encoding: CentralAir (18/43) ...
Encoding: SaleCondition (19/43) ...
Encoding: RoofMatl (20/43) ...
Encoding: GarageQual (21/43) ...
Encoding: LandSlope (22/43) ...
Encoding: BsmtFinType1 (23/43) ...
Encoding: SaleType (24/43) ...
Encoding: BsmtExposure (25/43) ...
Encoding: Exterior1st (26/43) ...
Encoding: PavedDrive (27/43) ...
Encoding: Functional (28/43) ...
Encoding: MasVnrType (29/43) ...
Encoding: GarageCond (30/43) ...
Encoding: MiscFeature (31/43) ...
Encoding: Alley (32/43) ...
Encoding: PoolQC (33/43) ...
Encoding: BsmtQual (34/43) ...
Encoding: Neighborhood (35/43) ...
Encoding: Condition2 (36/43) ...
Encoding: Utilities (37/43) ...
Encoding: BldgType (38/43) ...
Encoding: Condition1 (39/43) ...
Encoding: ExterQual (40/43) ...
Encoding: GarageFinish (41/43) ...
Encoding: Electrical (42/43) ...
Encoding: LotConfig (43/43) ...
Done.

One-hot encode categorical variables





In [9]:



    


# one-hot encode training frame
train_cats_df = train[cats].as_data_frame()
train_cats_df_dummies = pd.get_dummies(train_cats_df)

# one-hot encode validation frame
valid_cats_df = valid[cats].as_data_frame()
valid_cats_df_dummies = pd.get_dummies(valid_cats_df)

# keep only the same new columns in the encoded new frames
# (they different b/c of different levels in variables)
train_diff_cols = list(set(train_cats_df_dummies.columns) - set(valid_cats_df_dummies.columns))
valid_diff_cols = list(set(valid_cats_df_dummies.columns) - set(train_cats_df_dummies.columns))
train_cats_df_dummies.drop(train_diff_cols, axis=1, inplace=True)
valid_cats_df_dummies.drop(valid_diff_cols, axis=1, inplace=True)

# check that columns are actually the same in both frames
print(train_cats_df_dummies.shape)
print(valid_cats_df_dummies.shape)
print(all(train_cats_df_dummies.columns == valid_cats_df_dummies.columns))

# one-hot encode test frame
test_cats_df = test[cats].as_data_frame()
test_cats_df_dummies = pd.get_dummies(test_cats_df)

# keep only the same new columns in train and valid encoded frames
# (they different b/c of different levels in variables)
# remove columns in train and valid encoded frames not in encoded test frame
# remember encoded train and valid now have same columns
# so only need to check for train OR valid, not both
train_diff_cols = list(set(train_cats_df_dummies.columns) - set(test_cats_df_dummies.columns))
train_cats_df_dummies.drop(train_diff_cols, axis=1, inplace=True)
valid_cats_df_dummies.drop(train_diff_cols, axis=1, inplace=True)

# check that columns are actually the same in encoded train and valid frames
print(train_cats_df_dummies.shape)
print(valid_cats_df_dummies.shape)
print(all(train_cats_df_dummies.columns == valid_cats_df_dummies.columns))

# now remove columns in encoded test not in encoded train and valid
# (they different b/c of different levels in variables)
train_diff_cols = list(set(test_cats_df_dummies.columns) - set(train_cats_df_dummies.columns))
test_cats_df_dummies.drop(train_diff_cols, axis=1, inplace=True)

# check that columns are actually the same in all encoded frames
print(train_cats_df_dummies.shape)
print(valid_cats_df_dummies.shape)
print(test_cats_df_dummies.shape)
print(all(train_cats_df_dummies.columns == valid_cats_df_dummies.columns) and all(valid_cats_df_dummies.columns == test_cats_df_dummies.columns))

# convert to h2o
train_one_hot = h2o.H2OFrame(train_cats_df_dummies.as_matrix())
train_one_hot.columns = list(train_cats_df_dummies.columns)
train = train.cbind(train_one_hot)

valid_one_hot = h2o.H2OFrame(valid_cats_df_dummies.as_matrix())
valid_one_hot.columns = list(valid_cats_df_dummies.columns)
valid = valid.cbind(valid_one_hot)

test_one_hot = h2o.H2OFrame(test_cats_df_dummies.as_matrix())
test_one_hot.columns = list(test_cats_df_dummies.columns)
test = test.cbind(test_one_hot)



    


















    






(1001, 216)
(459, 216)
True
(1001, 211)
(459, 211)
True
(1001, 211)
(459, 211)
(1459, 211)
True

Redefine numerics and explore





In [10]:



    


encoded_nums, cats = get_type_lists(frame=train)



    


















    






Numeric = ['OverallQual', 'KitchenAbvGr', 'SaleCondition_Tencode', 'FireplaceQu_Tencode', 'Condition1_Artery', 'YrSold', 'Utilities_Tencode', 'BsmtExposure_Tencode', 'PavedDrive_N', 'LotShape_Tencode', 'GarageType_Detchd', 'Exterior1st_BrkFace', 'GarageFinish_Unf', 'Exterior2nd_AsbShng', 'Exterior2nd_Stucco', 'BldgType_Duplex', 'Neighborhood_BrDale', 'ExterQual_TA', 'LotShape_IR2', 'Exterior2nd_Stone', 'RoofMatl_Tencode', 'Street_Tencode', 'LandContour_Low', 'Neighborhood_NridgHt', 'TotalBsmtSF', 'RoofStyle_Hip', 'BsmtFinType1_Tencode', 'HouseStyle_1Story', 'GarageCond_Po', 'BldgType_2fmCon', 'YearRemodAdd', 'GrLivArea', 'EnclosedPorch', 'Foundation_PConc', 'Neighborhood_NPkVill', 'RoofStyle_Flat', 'HeatingQC_TA', 'Neighborhood_Blmngtn', 'FireplaceQu_Gd', 'BsmtFinType2_Tencode', 'LotShape_Reg', 'Exterior1st_HdBoard', 'HeatingQC_Fa', 'Alley_Pave', 'BsmtFinType1_BLQ', 'LotFrontage', 'Heating_GasA', 'GarageCond_TA', 'Neighborhood_Somerst', 'HouseStyle_SFoyer', 'Neighborhood_ClearCr', 'Functional_Tencode', 'Alley_Tencode', 'Functional_Typ', 'GarageQual_Gd', 'GarageCars', 'BldgType_Twnhs', 'LotShape_IR1', 'HeatingQC_Gd', 'KitchenQual_Gd', 'ExterCond_TA', 'Electrical_Tencode', 'Foundation_Stone', 'BsmtFinType2_GLQ', 'Electrical_FuseP', 'Heating_Grav', 'LotConfig_Corner', 'Neighborhood_CollgCr', 'MiscFeature_Othr', 'Electrical_FuseA', 'FullBath', 'GarageFinish_Fin', 'Fireplaces', 'Neighborhood_Mitchel', 'Exterior1st_AsbShng', 'LandSlope_Mod', 'SaleType_ConLw', 'FireplaceQu_Po', 'BsmtQual_Tencode', 'LotArea', 'Exterior2nd_BrkFace', 'BsmtFinType2_ALQ', 'RoofMatl_CompShg', 'BsmtHalfBath', 'HouseStyle_Tencode', 'Neighborhood_NoRidge', 'GarageCond_Tencode', 'Foundation_BrkTil', 'Exterior2nd_Tencode', 'Exterior1st_Stucco', 'MiscVal', 'BsmtFinSF2', 'LotConfig_FR2', 'Fence_Tencode', 'KitchenQual_Ex', 'Neighborhood_Tencode', 'YearBuilt', 'LandSlope_Sev', 'Heating_Tencode', 'LandContour_HLS', 'Neighborhood_OldTown', 'SaleType_Tencode', 'Exterior2nd_VinylSd', 'SaleType_ConLD', 'GarageType_Tencode', 'SaleType_ConLI', 'Heating_GasW', 'LandContour_Tencode', 'Neighborhood_Veenker', 'Foundation_Tencode', 'LandSlope_Tencode', 'Neighborhood_Edwards', 'BsmtQual_Ex', 'BedroomAbvGr', 'Electrical_SBrkr', 'BsmtFinType2_BLQ', 'PavedDrive_Y', 'PoolQC_Tencode', 'SaleCondition_Family', 'BsmtFinType1_ALQ', 'BsmtQual_Fa', 'SaleType_WD', 'LandContour_Bnk', '3SsnPorch', 'LandContour_Lvl', 'Neighborhood_SWISU', 'HeatingQC_Tencode', 'PavedDrive_Tencode', 'HalfBath', 'Fence_GdPrv', 'HeatingQC_Ex', 'RoofMatl_Tar&Grv', 'LotConfig_CulDSac', 'HouseStyle_1.5Unf', 'BsmtFullBath', 'GarageQual_Fa', 'ExterCond_Gd', 'BsmtQual_TA', 'Functional_Maj2', 'SaleCondition_Alloca', 'Condition1_PosA', 'GarageCond_Gd', 'GarageQual_TA', 'FireplaceQu_Fa', 'KitchenQual_Tencode', 'Condition2_Tencode', 'BsmtFinType1_Rec', 'ExterCond_Tencode', 'GarageFinish_Tencode', 'RoofStyle_Gambrel', 'Exterior1st_CemntBd', 'MSZoning_C (all)', 'Condition1_PosN', 'Exterior2nd_MetalSd', 'RoofStyle_Gable', 'GarageType_BuiltIn', 'Electrical_FuseF', 'Condition1_RRAe', 'TotRmsAbvGrd', 'LowQualFinSF', 'SaleType_New', 'RoofStyle_Shed', 'Functional_Maj1', 'MoSold', 'Neighborhood_NWAmes', 'MasVnrType_BrkCmn', 'Exterior2nd_CmentBd', '1stFlrSF', 'GarageCond_Fa', 'BsmtFinType2_Rec', 'GarageType_Attchd', 'MiscFeature_Shed', 'BsmtExposure_Av', 'SaleCondition_Normal', 'Condition1_Norm', 'BsmtFinType2_LwQ', 'GarageQual_Po', 'Neighborhood_NAmes', 'GarageArea', 'Functional_Min1', 'LotConfig_Tencode', 'OpenPorchSF', 'Condition1_Feedr', 'ExterQual_Ex', 'BsmtUnfSF', 'GarageType_CarPort', 'LandSlope_Gtl', 'Functional_Mod', 'FireplaceQu_Ex', 'MSZoning_RM', 'RoofStyle_Tencode', '2ndFlrSF', 'Exterior2nd_Wd Sdng', 'BsmtCond_Gd', 'BsmtCond_Po', 'MiscFeature_Tencode', 'Neighborhood_StoneBr', 'MasVnrType_None', 'Neighborhood_Sawyer', 'BldgType_TwnhsE', 'ExterQual_Gd', 'KitchenQual_Fa', 'Foundation_CBlock', 'BsmtCond_Tencode', 'Neighborhood_Crawfor', 'GarageType_Basment', 'Condition2_Artery', 'Fence_GdWo', 'MSSubClass', 'BsmtFinType1_LwQ', 'SaleCondition_Partial', 'Exterior1st_VinylSd', 'CentralAir_Y', 'Condition1_Tencode', 'Street_Grvl', 'PavedDrive_P', 'GarageCond_Ex', 'BsmtFinType2_Unf', 'HouseStyle_2.5Unf', 'Neighborhood_Gilbert', 'BsmtFinSF1', 'PoolArea', 'CentralAir_Tencode', 'SaleType_COD', 'GarageFinish_RFn', 'FireplaceQu_TA', 'GarageQual_Tencode', 'OverallCond', 'BldgType_1Fam', 'SaleCondition_Abnorml', 'ScreenPorch', 'Exterior1st_BrkComm', 'Exterior2nd_Brk Cmn', 'SaleType_Oth', 'BsmtExposure_Gd', 'GarageYrBlt', 'Alley_Grvl', 'BldgType_Tencode', 'ExterQual_Tencode', 'KitchenQual_TA', 'CentralAir_N', 'Neighborhood_SawyerW', 'MSZoning_Tencode', 'BsmtFinType1_Unf', 'Condition1_RRAn', 'Neighborhood_IDOTRR', 'Condition2_Norm', 'MiscFeature_Gar2', 'SaleType_CWD', 'Neighborhood_BrkSide', 'HouseStyle_SLvl', 'RoofMatl_WdShngl', 'BsmtExposure_No', 'MSZoning_FV', 'BsmtFinType1_GLQ', 'Exterior1st_WdShing', 'MasVnrArea', 'Exterior1st_Tencode', 'Exterior2nd_HdBoard', 'MSZoning_RL', 'BsmtQual_Gd', 'LotShape_IR3', 'Exterior2nd_Plywood', 'BsmtExposure_Mn', 'MasVnrType_BrkFace', 'Neighborhood_Timber', 'Foundation_Slab', 'MSZoning_RH', 'Exterior2nd_Wd Shng', 'BsmtCond_Fa', 'BsmtCond_TA', 'HouseStyle_1.5Fin', 'Exterior1st_MetalSd', 'Fence_MnWw', 'Exterior1st_Plywood', 'MasVnrType_Stone', 'Fence_MnPrv', 'Street_Pave', 'Functional_Min2', 'Utilities_AllPub', 'Exterior1st_Wd Sdng', 'ExterQual_Fa', 'HouseStyle_2Story', 'ExterCond_Fa', 'MasVnrType_Tencode', 'WoodDeckSF', 'GarageType_2Types', 'Exterior2nd_AsphShn', 'Neighborhood_MeadowV', 'LotConfig_Inside']

Categorical = ['LotShape', 'KitchenQual', 'LandContour', 'SaleCondition', 'RoofMatl', 'PoolQC', 'BsmtQual', 'SaleType', 'GarageCond', 'Utilities', 'GarageQual', 'Condition1', 'BsmtFinType2', 'CentralAir', 'Fence', 'Heating', 'MSZoning', 'Exterior1st', 'RoofStyle', 'BsmtExposure', 'Alley', 'LandSlope', 'ExterQual', 'Foundation', 'HouseStyle', 'GarageType', 'Functional', 'HeatingQC', 'Exterior2nd', 'BsmtFinType1', 'PavedDrive', 'MasVnrType', 'Neighborhood', 'Electrical', 'LotConfig', 'ExterCond', 'BsmtCond', 'GarageFinish', 'Street', 'FireplaceQu', 'MiscFeature', 'Condition2', 'BldgType']

















In [11]:



    


print('Imputed and encoded numeric training data:')
train[encoded_nums].describe() #79 numeric columns w/ no missing
print('--------------------------------------------------------------------------------')
print('Imputed and encoded numeric validation data:')
valid[encoded_nums].describe() #79 numeric columns w/ no missing
print('--------------------------------------------------------------------------------')
print('Imputed and encoded numeric test data:')
test[encoded_nums].describe() #79 numeric columns w/ no missing



    


















    






Imputed and encoded numeric training data:
Rows:1001
Cols:290












    










       OverallQual       KitchenAbvGr      SaleCondition_Tencode  FireplaceQu_Tencode  Condition1_Artery   YrSold            Utilities_Tencode  BsmtExposure_Tencode  PavedDrive_N       LotShape_Tencode  GarageType_Detchd  Exterior1st_BrkFace  GarageFinish_Unf  Exterior2nd_AsbShng  Exterior2nd_Stucco  BldgType_Duplex    Neighborhood_BrDale  ExterQual_TA       LotShape_IR2        Exterior2nd_Stone   RoofMatl_Tencode  Street_Tencode    LandContour_Low    Neighborhood_NridgHt  TotalBsmtSF       RoofStyle_Hip     BsmtFinType1_Tencode  HouseStyle_1Story  GarageCond_Po       BldgType_2fmCon    YearRemodAdd      GrLivArea         EnclosedPorch     Foundation_PConc  Neighborhood_NPkVill  RoofStyle_Flat      HeatingQC_TA      Neighborhood_Blmngtn  FireplaceQu_Gd    BsmtFinType2_Tencode  LotShape_Reg      Exterior1st_HdBoard  HeatingQC_Fa        Alley_Pave          BsmtFinType1_BLQ  LotFrontage       Heating_GasA       GarageCond_TA      Neighborhood_Somerst  HouseStyle_SFoyer   Neighborhood_ClearCr  Functional_Tencode  Alley_Tencode     Functional_Typ    GarageQual_Gd       GarageCars        BldgType_Twnhs      LotShape_IR1       HeatingQC_Gd       KitchenQual_Gd     ExterCond_TA       Electrical_Tencode  Foundation_Stone    BsmtFinType2_GLQ   Electrical_FuseP    Heating_Grav        LotConfig_Corner  Neighborhood_CollgCr  MiscFeature_Othr     Electrical_FuseA    FullBath          GarageFinish_Fin   Fireplaces        Neighborhood_Mitchel  Exterior1st_AsbShng  LandSlope_Mod      SaleType_ConLw       FireplaceQu_Po     BsmtQual_Tencode  LotArea           Exterior2nd_BrkFace  BsmtFinType2_ALQ    RoofMatl_CompShg   BsmtHalfBath        HouseStyle_Tencode  Neighborhood_NoRidge  GarageCond_Tencode  Foundation_BrkTil  Exterior2nd_Tencode  Exterior1st_Stucco  MiscVal           BsmtFinSF2        LotConfig_FR2      Fence_Tencode     KitchenQual_Ex     Neighborhood_Tencode  YearBuilt         LandSlope_Sev      Heating_Tencode   LandContour_HLS    Neighborhood_OldTown  SaleType_Tencode  Exterior2nd_VinylSd  SaleType_ConLD      GarageType_Tencode  SaleType_ConLI      Heating_GasW        LandContour_Tencode  Neighborhood_Veenker  Foundation_Tencode  LandSlope_Tencode  Neighborhood_Edwards  BsmtQual_Ex        BedroomAbvGr      Electrical_SBrkr  BsmtFinType2_BLQ    PavedDrive_Y      PoolQC_Tencode    SaleCondition_Family  BsmtFinType1_ALQ   BsmtQual_Fa         SaleType_WD       LandContour_Bnk    3SsnPorch         LandContour_Lvl   Neighborhood_SWISU  HeatingQC_Tencode  PavedDrive_Tencode  HalfBath           Fence_GdPrv        HeatingQC_Ex      RoofMatl_Tar&Grv    LotConfig_CulDSac  HouseStyle_1.5Unf   BsmtFullBath       GarageQual_Fa      ExterCond_Gd       BsmtQual_TA       Functional_Maj2     SaleCondition_Alloca  Condition1_PosA     GarageCond_Gd       GarageQual_TA     FireplaceQu_Fa     KitchenQual_Tencode  Condition2_Tencode  BsmtFinType1_Rec   ExterCond_Tencode  GarageFinish_Tencode  RoofStyle_Gambrel   Exterior1st_CemntBd  MSZoning_C (all)    Condition1_PosN    Exterior2nd_MetalSd  RoofStyle_Gable   GarageType_BuiltIn  Electrical_FuseF    Condition1_RRAe     TotRmsAbvGrd      LowQualFinSF      SaleType_New       RoofStyle_Shed       Functional_Maj1     MoSold           Neighborhood_NWAmes  MasVnrType_BrkCmn  Exterior2nd_CmentBd  1stFlrSF          GarageCond_Fa       BsmtFinType2_Rec   GarageType_Attchd  MiscFeature_Shed    BsmtExposure_Av    SaleCondition_Normal  Condition1_Norm   BsmtFinType2_LwQ   GarageQual_Po       Neighborhood_NAmes  GarageArea        Functional_Min1     LotConfig_Tencode  OpenPorchSF      Condition1_Feedr   ExterQual_Ex       BsmtUnfSF         GarageType_CarPort  LandSlope_Gtl      Functional_Mod      FireplaceQu_Ex     MSZoning_RM        RoofStyle_Tencode  2ndFlrSF         Exterior2nd_Wd Sdng  BsmtCond_Gd        BsmtCond_Po         MiscFeature_Tencode  Neighborhood_StoneBr  MasVnrType_None    Neighborhood_Sawyer  BldgType_TwnhsE    ExterQual_Gd      KitchenQual_Fa      Foundation_CBlock  BsmtCond_Tencode  Neighborhood_Crawfor  GarageType_Basment  Condition2_Artery    Fence_GdWo         MSSubClass       BsmtFinType1_LwQ   SaleCondition_Partial  Exterior1st_VinylSd  CentralAir_Y       Condition1_Tencode  Street_Grvl         PavedDrive_P       GarageCond_Ex       BsmtFinType2_Unf   HouseStyle_2.5Unf   Neighborhood_Gilbert  BsmtFinSF1       PoolArea          CentralAir_Tencode  SaleType_COD       GarageFinish_RFn   FireplaceQu_TA     GarageQual_Tencode  OverallCond       BldgType_1Fam     SaleCondition_Abnorml  ScreenPorch       Exterior1st_BrkComm  Exterior2nd_Brk Cmn  SaleType_Oth         BsmtExposure_Gd   GarageYrBlt       Alley_Grvl          BldgType_Tencode  ExterQual_Tencode  KitchenQual_TA    CentralAir_N        Neighborhood_SawyerW  MSZoning_Tencode  BsmtFinType1_Unf   Condition1_RRAn     Neighborhood_IDOTRR  Condition2_Norm   MiscFeature_Gar2    SaleType_CWD         Neighborhood_BrkSide  HouseStyle_SLvl    RoofMatl_WdShngl    BsmtExposure_No   MSZoning_FV        BsmtFinType1_GLQ   Exterior1st_WdShing  MasVnrArea        Exterior1st_Tencode  Exterior2nd_HdBoard  MSZoning_RL       BsmtQual_Gd        LotShape_IR3        Exterior2nd_Plywood  BsmtExposure_Mn    MasVnrType_BrkFace  Neighborhood_Timber  Foundation_Slab     MSZoning_RH         Exterior2nd_Wd Shng  BsmtCond_Fa         BsmtCond_TA       HouseStyle_1.5Fin  Exterior1st_MetalSd  Fence_MnWw          Exterior1st_Plywood  MasVnrType_Stone  Fence_MnPrv        Street_Pave        Functional_Min2     Utilities_AllPub  Exterior1st_Wd Sdng  ExterQual_Fa        HouseStyle_2Story  ExterCond_Fa        MasVnrType_Tencode  WoodDeckSF        GarageType_2Types   Exterior2nd_AsphShn  Neighborhood_MeadowV  LotConfig_Inside   




type   int               int               real                   real                 int                 int               real               real                  int                real              int                int                  int               int                  int                 int                int                  int                int                 int                 real              real              int                int                   int               int               real                  int                int                 int                int               int               int               int               int                   int                 int               int                   int               real                  int               int                  int                 int                 int               real              int                int                int                   int                 int                   real                real              int               int                 int               int                 int                int                int                int                real                int                 int                int                 int                 int               int                   int                  int                 int               int                int               int                   int                  int                int                  int                real              int               int                  int                 int                int                 real                int                   real                int                real                 int                 int               int               int                real              int                real                  int               int                real              int                int                   real              int                  int                 real                int                 int                 real                 int                   real                real               int                   int                int               int               int                 int               real              int                   int                int                 int               int                int               int               int                 real               real                int                int                int               int                 int                int                 int                int                int                int               int                 int                   int                 int                 int               int                real                 real                int                real               real                  int                 int                  int                 int                int                  int               int                 int                 int                 int               int               int                int                  int                 int              int                  int                int                  int               int                 int                int                int                 int                int                   int               int                int                 int                 int               int                 real               int              int                int                int               int                 int                int                 int                int                real               int              int                  int                int                 real                 int                   int                int                  int                int               int                 int                real              int                   int                 int                  int                int              int                int                    int                  int                real                int                 int                int                 int                int                 int                   int              int               real                int                int                int                real                int               int               int                    int               int                  int                  int                  int               real              int                 real              real               int               int                 int                   real              int                int                 int                  int               int                 int                  int                   int                int                 int               int                int                int                  real              real                 int                  int               int                int                 int                  int                int                 int                  int                 int                 int                  int                 int               int                int                  int                 int                  int               int                int                int                 int               int                  int                 int                int                 real                int               int                 int                  int                   int                


mins   2.0               0.0               115832.04385614386     141462.34885614386   0.0                 2006.0            144200.79385614386 167645.4123076923     0.0                163944.593856143850.0                0.0                  0.0               0.0                  0.0                 0.0                0.0                  0.0                0.0                 0.0                 143775.79385614386146350.103856143860.0                0.0                   0.0               0.0               150410.4464877228     0.0                0.0                 0.0                1950.0            480.0             0.0               0.0               0.0                   0.0                 0.0               0.0                   0.0               154536.9355228105     0.0               0.0                  0.0                 0.0                 0.0               21.0              0.0                0.0                0.0                   0.0                 0.0                   110059.12718947718  128075.200999001  0.0               0.0                 0.0               0.0                 0.0                0.0                0.0                0.0                84275.79385614386   0.0                 0.0                0.0                 0.0                 0.0               0.0                   0.0                  0.0                 0.0               0.0                0.0               0.0                   0.0                  0.0                0.0                  0.0                121216.120939477161300.0            0.0                  0.0                 0.0                0.0                 118907.2224275724   0.0                   112070.79385614386  0.0                129978.2396894772    0.0                 0.0               0.0               0.0                141306.738141858140.0                109690.79385614386    1875.0            0.0                93469.96052281052 0.0                0.0                   125968.293856143860.0                  0.0                 125174.96052281052  0.0                 0.0                 145140.16285614387   0.0                   121726.89385614388  181486.5182747485  0.0                   0.0                0.0               0.0               0.0                 0.0               182171.959040959050.0                   0.0                0.0                 0.0               0.0                0.0               0.0               0.0                 135668.69902855766 129253.89464979465  0.0                0.0                0.0               0.0                 0.0                0.0                 0.0                0.0                0.0                0.0               0.0                 0.0                   0.0                 0.0                 0.0               0.0                124936.94820396997   108075.79385614386  0.0                122047.1494116994  141354.57177033494    0.0                 0.0                  0.0                 0.0                0.0                  0.0               0.0                 0.0                 0.0                 3.0               0.0               0.0                0.0                  0.0                 1.0              0.0                  0.0                0.0                  480.0             0.0                 0.0                0.0                0.0                 0.0                0.0                   0.0               0.0                0.0                 0.0                 0.0               0.0                 176473.2899159664  0.0              0.0                0.0                0.0               0.0                 0.0                0.0                 0.0                0.0                161577.2224275724  0.0              0.0                  0.0                0.0                 140375.79385614386   0.0                   0.0                0.0                  0.0                0.0               0.0                 0.0                84275.79385614386 0.0                   0.0                 0.0                  0.0                20.0             0.0                0.0                    0.0                  0.0                134468.29385614386  0.0                 0.0                0.0                 0.0                0.0                 0.0                   0.0              0.0               119608.23368665233  0.0                0.0                0.0                96813.29385614386   2.0               0.0               0.0                    0.0               0.0                  0.0                  0.0                  0.0               1908.0            0.0                 138273.46052281052116078.96885614384 0.0               0.0                 0.0                   78614.79385614386 0.0                0.0                 0.0                  0.0               0.0                 0.0                  0.0                   0.0                0.0                 0.0               0.0                0.0                0.0                  0.0               78325.79385614386    0.0                  0.0               0.0                0.0                 0.0                  0.0                0.0                 0.0                  0.0                 0.0                 0.0                  0.0                 0.0               0.0                0.0                  0.0                 0.0                  0.0               0.0                0.0                0.0                 0.0               0.0                  0.0                 0.0                0.0                 155578.6188811189   0.0               0.0                 0.0                  0.0                   0.0                


mean   6.14485514485514451.046953046953047 181541.32494458588     200266.80114860163   0.0279720279720279722007.828171828172 182178.65314071544 182844.62529074325    0.06293706293706294181993.927863245660.257742257742257730.03396603396603397  0.41758241758241760.011988011988011988 0.0159840159840159840.037962037962037960.01098901098901099  0.6163836163836164 0.0289710289710289720.003996003996003996182033.94005549894182203.5349842964 0.020979020979020980.05194805194805195   1063.23876123876130.2017982017982018185645.79515235015    0.4965034965034965 0.0049950049950049950.018981018981018981985.138861138861 1519.801198801198821.2577422577422580.45154845154845150.004995004995004995  0.0089910089910089920.29370629370629370.011988011988011988  0.2597402597402597184056.7578759402     0.62137862137862140.15584415584415584  0.0289710289710289720.0309690309690309680.096903096903096970.59975669099758 0.9820179820179821 0.916083916083916  0.058941058941058944  0.0269730269730269720.022977022977022976  182576.2453368809   180171.385468627270.932067932067932 0.0079920079920079921.79320679320679320.0299700299700299720.344655344655344640.163836163836163840.4035964035964036 0.8771228771228772 182952.64128239392  0.0029970029970029970.009990009990009990.0019980019980019980.0059940059940059940.17982017982017980.1018981018981019    0.00099900099900099880.0589410589410589441.57442557442557440.249750249750249760.62037962037962040.03896103896103896   0.012987012987012988 0.042957042957042960.00099900099900099880.00999000999000999182245.4127874123810628.2627372627380.015984015984015984 0.0089910089910089920.983016983016983  0.059940059940059943183188.25635258848  0.027972027972027972  186002.74671607115  0.09490509490509491183994.52609268852   0.01498501498501498639.68431568431568541.64935064935065 0.03496503496503497177450.870309760150.07292707292707293182171.95904095905    1972.29870129870120.00999000999000999182323.579859551040.037962037962037960.06993006993006994   181180.3311701286 0.35264735264735264  0.005994005994005994185255.62265751234  0.0039960039960039960.006993006993006993182186.73299732237   0.005994005994005994  183119.90242260243  182145.0556687069  0.07392607392607392   0.085914085914085922.871128871128871 0.92007992007992010.0179820179820179840.9170829170829171182802.8256832079 0.00999000999000999   0.141858141858141860.0239760239760239760.87012987012987010.049950049950049953.45654345654345670.89110889110889110.014985014985014986182409.7085632649  182908.18055950044  0.381618381618381630.039960039960039960.51348651348651350.0069930069930069930.067932067932067940.0069930069930069930.426573426573426560.035964035964035970.1048951048951049 0.43856143856143860.0029970029970029970.008991008991008992  0.0069930069930069930.0069930069930069930.90509490509490510.02197802197802198180810.97023994988   182224.44204037724  0.09490509490509491182637.23505924645 185712.87216180423    0.0069930069930069930.04195804195804196  0.0069930069930069930.010989010989010990.14485514485514486  0.77422577422577420.0579420579420579440.0169830169830169840.0059940059940059946.512487512487512 5.92507492507492550.079920079920079920.00099900099900099880.0089910089910089926.3626373626373620.052947052947052944 0.010989010989010990.04195804195804196  1172.08891108891110.0229770229770229760.035964035964035970.6123876123876124 0.0309690309690309680.150849150849150850.8161838161838162    0.87512487512487510.032967032967032970.0019980019980019980.14685314685314685 477.468531468531470.024975024975024976181772.16118142597 44.924075924075920.050949050949050950.03896103896103896575.99000999001   0.0059940059940059940.9470529470529471 0.0069930069930069930.018981018981018980.14185814185814186182159.0086938536  341.78721278721280.12987012987012986  0.033966033966033970.000999000999000999181198.1922414748    0.01998001998001998   0.5714285714285714 0.053946053946053944 0.079920079920079920.33866133866133870.0229770229770229760.4305694305694306 184043.119007665660.03696303696303696   0.0139860139860139860.00099900099900099880.0349650349650349757.087912087912090.044955044955044950.08291708291708291    0.35764235764235763  0.9410589410589411 182645.11776425372  0.0049950049950049950.019980019980019980.0009990009990009990.8681318681318682 0.0049950049950049950.05194805194805195   445.59940059940063.3766233766233764182822.70708043204  0.033966033966033970.284715284715284730.22377622377622378186018.3297154893   5.583416583416583 0.83316683316683320.07792207792207792    14.7632367632367640.000999000999000999 0.002997002997002997 0.00099900099900099880.09590409590409591978.734522560336 0.027972027972027972182849.79797600003181095.69602749898 0.50049950049950050.0589410589410589440.04295704295704296   183387.926401819980.3006993006993007 0.0169830169830169840.023976023976023976 0.989010989010989 0.0009990009990009990.00199800199800199760.03296703296703297   0.050949050949050950.0009990009990009990.64935064935064930.044955044955044950.2957042957042957 0.01898101898101898  106.91146881287727183565.71379414792   0.14185814185814186  0.79320679320679320.426573426573426560.0049950049950049950.1028971028971029   0.077922077922077920.31368631368631367 0.028971028971028972 0.0169830169830169840.0129870129870129880.022977022977022976 0.0299700299700299720.91008991008991010.1088911088911089 0.14685314685314685  0.0029970029970029970.07592407592407592  0.09690309690309690.1108891108891109 0.995004995004995  0.0229770229770229760.999000999000999 0.13686313686313686  0.0059940059940059940.3016983016983017 0.017982017982017984180574.40004970055  91.07392607392607 0.0039960039960039960.000999000999000999 0.01098901098901099   0.7132867132867133 


maxs   10.0              3.0               260380.61674771016     306119.08332982805   1.0                 2010.0            182216.631         243510.2073978105     1.0                220137.097304419731.0                1.0                  1.0               1.0                  1.0                 1.0                1.0                  1.0                1.0                 1.0                 669075.7938561438 182383.5220883534 1.0                1.0                   6110.0            1.0               236446.98648648648    1.0                1.0                 1.0                2010.0            5642.0            552.0             1.0               1.0                   1.0                 1.0               1.0                   1.0               218122.46052281052    1.0               1.0                  1.0                 1.0                 1.0               313.0             1.0                1.0                1.0                   1.0                 1.0                   185063.6387995713   182171.959040959051.0               1.0                 4.0               1.0                 1.0                1.0                1.0                1.0                187738.31270358307  1.0                 1.0                1.0                 1.0                 1.0               1.0                   1.0                  1.0                 3.0               1.0                3.0               1.0                   1.0                  1.0                1.0                  1.0                312352.66653056245164660.0          1.0                  1.0                 1.0                2.0                 210965.119205298    1.0                   188146.75027262812  1.0                298475.79385614384   1.0                 15500.0           1127.0            1.0                182171.959040959051.0                329868.35814185813    2010.0            1.0                185483.958141858171.0                1.0                   263880.6876061438 1.0                  1.0                 243875.5455802818   1.0                 1.0                 215016.8662245649    1.0                   226465.82743362832  200379.84385614385 1.0                   1.0                8.0               1.0               1.0                 1.0               443825.793856143841.0                   1.0                1.0                 1.0               1.0                508.0             1.0               1.0                 216426.0           187523.8671023965   2.0                1.0                1.0               1.0                 1.0                1.0                 3.0                1.0                1.0                1.0               1.0                 1.0                   1.0                 1.0                 1.0               1.0                305958.0876917603    269469.54385614384  1.0                185708.33940774488 243708.832            1.0                 1.0                  1.0                 1.0                1.0                  1.0               1.0                 1.0                 1.0                 14.0              528.0             1.0                1.0                  1.0                 12.0             1.0                  1.0                1.0                  4692.0            1.0                 1.0                1.0                1.0                 1.0                1.0                   1.0               1.0                1.0                 1.0                 1418.0            1.0                 215932.78135614388 523.0            1.0                1.0                2153.0            1.0                 1.0                1.0                 1.0                1.0                248325.79385614384 2065.0           1.0                  1.0                1.0                 239825.79385614384   1.0                   1.0                1.0                  1.0                1.0               1.0                 1.0                212500.143856143841.0                   1.0                 1.0                  1.0                190.0            1.0                1.0                    1.0                  1.0                219155.3393106893   1.0                 1.0                1.0                 1.0                1.0                 1.0                   5644.0           738.0             186782.0            1.0                1.0                1.0                222252.04385614384  9.0               1.0               1.0                    440.0             1.0                  1.0                  1.0                  1.0               2010.0            1.0                 187595.7541966427 348876.58744588745 1.0               1.0                 1.0                   204495.203856143871.0                1.0                 1.0                  1.0               1.0                 1.0                  1.0                   1.0                1.0                 1.0               1.0                1.0                1.0                  1378.0            250025.79385614384   1.0                  1.0               1.0                1.0                 1.0                  1.0                1.0                 1.0                  1.0                 1.0                 1.0                  1.0                 1.0               1.0                1.0                  1.0                 1.0                  1.0               1.0                1.0                1.0                 1.0               1.0                  1.0                 1.0                1.0                 256064.3778767624   736.0             1.0                 1.0                  1.0                   1.0                


sigma  1.35351246909513320.225373482897182924904.825355766643     24220.265190439717   0.16497509877791622 1.31698350576063031201.565692600516  24443.64548833232     0.2429711197549310221926.2581711746460.437609983321333160.18123232284875357  0.49340708289459060.10888592129446238  0.1254761162303637  0.191200006687872680.1043030243047673   0.486509309973929160.16780893945150885 0.06311906197034287 15980.2063757640462541.57596669904930.143385635819772980.22203310856424385   450.468353978460870.401542978069301133760.024871504866    0.5002377057337464 0.07053385694136521 0.1365260438134813820.606836203107406520.2774292995626 61.04442237008638 0.49789567170251630.07053385694136521   0.09444088584443137 0.45568667925489070.10888592129446238   0.43871121762217627125.754339386596     0.48528599557631730.3628888420554036   0.16780893945150882 0.1733203970684352  0.295973646800521122.7496663701105320.132952336107056340.277400520819714670.23563208084316006   0.16208555849219963 0.14990506486282734   9673.472750816663   9252.69549005405  0.25175507816252560.08908458865630989 0.73497877941734220.17058985638337087 0.4754933291791864 0.370311853889217450.490863578753866160.3284602165957300516469.48508284952   0.05469011785513898 0.099499245726286280.04467666052878164 0.07722717115132449 0.38422957672772620.30266548135919563   0.0316069770620507   0.23563208084316006 0.553809800116696 0.433084792578125  0.64167301310266720.19359886229138712   0.1132747493096711   0.202861645346889440.0316069770620507   0.0994992457262862849068.18360107548 9442.373107111374 0.12547611623036373  0.09444088584443137 0.129272149789847270.24577143121932704 21247.33154021499   0.16497509877791622   10671.42984932999   0.2932303121848353630224.673393447134   0.12155338240964245 516.2493547150991 148.918386783089740.1837830889288342 11076.4607161218  0.2601467348946046 51529.93244080358     29.8730260990025760.099499245726286288588.039549532368 0.191200006687872680.2551566089774966    25459.9304787338730.4780329324591398   0.07722717115132449 34065.80911242866   0.06311906197034287 0.0833729509556244  11064.930655592712   0.07722717115132448   39735.24037714125   1835.4154172265207 0.2617813410643901    0.2803772255576202 0.80521774966503590.27130498264203260.13295233610705634 0.275894693892220611861.8012299129770.09949924572628628   0.349078993719392770.1530508916164013  0.33632853449697530.2179506767654037529.83605804459362 0.31165825695923590.12155338240964245 35398.540443061385 15415.629575665143  0.500221729058003  0.195963257784714350.500067927453793 0.08337295095562439 0.251755078162525570.0833729509556244  0.5204355357324736 0.186293571293522360.306571384812760970.49645898971770920.05469011785513898 0.09444088584443137   0.0833729509556244  0.0833729509556244  0.29323031218483530.1466849805415793649556.81599252628    6389.719881512636   0.2932303121848353 9945.861000354018  41548.00781303608     0.0833729509556244  0.20059352491484425  0.0833729509556244  0.1043030243047673 0.35213066324306946  0.41830016133755550.23375063773038277 0.12927214978984727 0.07722717115132448 1.587480364002624749.51948485817861 0.271304982642032570.0316069770620507   0.09444088584443137 2.67681950033293 0.22403974244273311  0.1043030243047673 0.20059352491484425  392.4739572085174 0.14990506486282734 0.186293571293522360.487448862555236230.1733203970684352  0.358080686747802970.3875278340684991    0.33074251222153070.178639547447053040.04467666052878164 0.3541363966222441  209.922579201812540.1561269495494752  10669.040225587913 63.018745066608790.2200036327009134 0.19359886229138712444.457507417863160.07722717115132448 0.224039742442733110.0833729509556244  0.136526043813481380.3490789937193927 20695.37765547134  432.90859505942320.3363285344969753   0.181232322848753570.0316069770620507  5900.127068841758    0.14000142713701028   0.495119033306998970.22602414270805915  0.271304982642032570.47349108354203060.14990506486282734 0.4954034471262543 10415.5288163923980.18876537720770628   0.11749125841608729 0.0316069770620507   0.1837830889288342 42.221277381626720.207309003608195870.2758946938922206     0.4795456557659927   0.2356320808431600613080.75973520576   0.07053385694136521 0.1400014271370103 0.0316069770620507  0.338516479057381470.07053385694136521 0.22203310856424385   467.173265887122843.98791894358056 15828.294334486282  0.181232322848753570.451504312112457950.4169821649352954 11950.130371967638  1.08870781906107170.37301321845058140.2681829187738808     54.16981527671003 0.0316069770620507   0.05469011785513898  0.0316069770620507   0.294606868204403524.0757519967241040.16497509877791622 13615.68412825508552277.89924581869  0.5002496879057   0.23563208084316006 0.20286164534688944   22616.4199503314960.458791358342232170.12927214978984727 0.1530508916164013   0.10430302430476730.0316069770620507  0.04467666052878164  0.17863954744705304   0.2200036327009134 0.0316069770620507  0.47741185356260050.207309003608195870.456586824680178970.13652604381348138  179.4411497100248 29589.150408848316   0.34907899371939277  0.40520834911660720.4948263805145668 0.07053385694136523 0.30397631223764526  0.2681829187738808 0.46422246552972585 0.16780893945150882  0.12927214978984727 0.11327474930967109 0.14990506486282734  0.17058985638337087 0.28619589778347960.311658256959235940.3541363966222441   0.05469011785513898 0.265009000280689    0.29597364680052110.314151728773388540.070533856941365210.14990506486282734 0.03160697706205070.34387461413973297  0.07722717115132448 0.459224468955121030.13295233610705634 32873.17832435439   120.050441604646040.06311906197034287 0.0316069770620507   0.1043030243047673    0.45245252426446547


zeros  0                 1                 0                      0                    973                 0                 0                  0                     938                0                 743                967                  583               989                  985                 963                990                  384                972                 997                 0                 0                 980                949                   25                799               0                     504                996                 982                0                 0                 867               549               996                   992                 707               989                   741               0                     379               845                  972                 970                 904               0                 18                 84                 942                   974                 978                   0                   0                 68                993                 48                971                 656                837                597                123                0                   998                 991                999                 995                 821               899                   1000                 942                 6                 751                466               962                   988                  958                1000                 991                0                 0                 985                  992                 17                 943                 0                   973                   0                   906                0                    986                 969               894               966                0                 928                0                     0                 991                0                 963                931                   0                 648                  995                 0                   997                 994                 0                    995                   0                   0                  927                   915                4                 80                983                 83                0                 991                   859                977                 130               951                985               109               986                 0                  0                   626                961                487               994                 933                994                 586                965                896                562               998                 992                   994                 994                 95                979                0                    0                   906                0                  0                     994                 959                  994                 990                856                  226               943                 984                 995                 0                 984               921                1000                 992                 0                948                  990                959                  0                 978                 965                388                970                 850                184                   125               968                999                 854                 48                976                 0                  460              950                962                78                995                 53                 994                 982                859                0                  572              871                  967                1000                0                    981                   429                947                  921                662               978                 570                0                 964                   987                 1000                 966                0                956                918                    643                  59                 0                   996                 981                1000                132                996                 949                   326              995               0                   967                716                777                0                   0                 167               923                    921               1000                 998                  1000                 905               0                 973                 0                 0                  500               942                 958                   0                 700                984                 977                  11                1000                999                  968                   950                1000                351               956                705                982                  570               0                    859                  207               574                996                 898                  923                687                 972                  984                 988                 978                  971                 90                892                854                  998                 925                  904               890                5                  978                 1                 864                  995                 699                983                 0                   523               997                 1000                 990                   287                


missing0                 0                 0                      0                    0                   0                 0                  0                     0                  0                 0                  0                    0                 0                    0                   0                  0                    0                  0                   0                   0                 0                 0                  0                     0                 0                 0                     0                  0                   0                  0                 0                 0                 0                 0                     0                   0                 0                     0                 0                     0                 0                    0                   0                   0                 0                 0                  0                  0                     0                   0                     0                   0                 0                 0                   0                 0                   0                  0                  0                  0                  0                   0                   0                  0                   0                   0                 0                     0                    0                   0                 0                  0                 0                     0                    0                  0                    0                  0                 0                 0                    0                   0                  0                   0                   0                     0                   0                  0                    0                   0                 0                 0                  0                 0                  0                     0                 0                  0                 0                  0                     0                 0                    0                   0                   0                   0                   0                    0                     0                   0                  0                     0                  0                 0                 0                   0                 0                 0                     0                  0                   0                 0                  0                 0                 0                   0                  0                   0                  0                  0                 0                   0                  0                   0                  0                  0                  0                 0                   0                     0                   0                   0                 0                  0                    0                   0                  0                  0                     0                   0                    0                   0                  0                    0                 0                   0                   0                   0                 0                 0                  0                    0                   0                0                    0                  0                    0                 0                   0                  0                  0                   0                  0                     0                 0                  0                   0                   0                 0                   0                  0                0                  0                  0                 0                   0                  0                   0                  0                  0                  0                0                    0                  0                   0                    0                     0                  0                    0                  0                 0                   0                  0                 0                     0                   0                    0                  0                0                  0                      0                    0                  0                   0                   0                  0                   0                  0                   0                     0                0                 0                   0                  0                  0                  0                   0                 0                 0                      0                 0                    0                    0                    0                 0                 0                   0                 0                  0                 0                   0                     0                 0                  0                   0                    0                 0                   0                    0                     0                  0                   0                 0                  0                  0                    0                 0                    0                    0                 0                  0                   0                    0                  0                   0                    0                   0                   0                    0                   0                 0                  0                    0                   0                    0                 0                  0                  0                   0                 0                    0                   0                  0                   0                   0                 0                   0                    0                     0                  


0      7.0               1.0               177020.8800489596      182171.95904095905   0.0                 2008.0            182216.631         167645.4123076923     0.0                165131.570739549850.0                0.0                  0.0               0.0                  0.0                 0.0                0.0                  0.0                0.0                 0.0                 181235.93597560975182383.5220883534 0.0                0.0                   856.0             0.0               236446.98648648648    0.0                0.0                 0.0                2003.0            1710.0            0.0               1.0               0.0                   0.0                 0.0               0.0                   0.0               185630.71806674337    1.0               0.0                  0.0                 0.0                 0.0               65.0              1.0                1.0                0.0                   0.0                 0.0                   185063.6387995713   182171.959040959051.0               0.0                 2.0               0.0                 0.0                0.0                1.0                1.0                187738.31270358307  0.0                 0.0                0.0                 0.0                 0.0               1.0                   0.0                  0.0                 2.0               0.0                0.0               0.0                   0.0                  0.0                0.0                  0.0                200924.0538641686 8450.0            0.0                  0.0                 1.0                0.0                 210965.119205298    0.0                   188146.75027262812  0.0                216626.90934844193   0.0                 0.0               0.0               0.0                182171.959040959050.0                197940.3021894772     2003.0            0.0                183201.273652085450.0                0.0                   174574.412169919641.0                  0.0                 203664.60358890705  0.0                 0.0                 182282.48766816143   0.0                   226465.82743362832  181982.57594936708 0.0                   0.0                3.0               1.0               0.0                 1.0               182171.959040959050.0                   0.0                0.0                 1.0               0.0                0.0               1.0               0.0                 216426.0           187523.8671023965   1.0                0.0                1.0               0.0                 0.0                0.0                 1.0                0.0                0.0                0.0               0.0                 0.0                   0.0                 0.0                 1.0               0.0                212221.98514851485   182525.73333333337  0.0                185708.33940774488 200494.42807017543    0.0                 0.0                  0.0                 0.0                0.0                  1.0               0.0                 0.0                 0.0                 8.0               0.0               0.0                0.0                  0.0                 2.0              0.0                  0.0                0.0                  856.0             0.0                 0.0                1.0                0.0                 0.0                1.0                   1.0               0.0                0.0                 0.0                 548.0             0.0                 176473.2899159664  61.0             0.0                0.0                150.0             0.0                 1.0                0.0                 0.0                0.0                171522.79741935484 854.0            0.0                  0.0                0.0                 182171.95904095905   0.0                   0.0                0.0                  0.0                1.0               0.0                 0.0                184737.951701427  0.0                   0.0                 0.0                  0.0                60.0             0.0                0.0                    1.0                  1.0                185776.46347031964  0.0                 0.0                0.0                 1.0                0.0                 0.0                   706.0            0.0               186782.0            0.0                1.0                0.0                188334.07174392935  5.0               1.0               0.0                    0.0               0.0                  0.0                  0.0                  0.0               2003.0            0.0                 187595.7541966427 229333.4454277286  0.0               0.0                 0.0                   192391.802267002520.0                0.0                 0.0                  1.0               0.0                 0.0                  0.0                   0.0                0.0                 1.0               0.0                1.0                0.0                  196.0             216859.72905027933   0.0                  1.0               1.0                0.0                 0.0                  0.0                1.0                 0.0                  0.0                 0.0                 0.0                  0.0                 1.0               0.0                0.0                  0.0                 0.0                  0.0               0.0                1.0                0.0                 1.0               0.0                  0.0                 1.0                0.0                 203515.30891719743  0.0               0.0                 0.0                  0.0                   1.0                


1      6.0               1.0               177020.8800489596      204076.0357142857    0.0                 2007.0            182216.631         243510.2073978105     0.0                165131.570739549850.0                0.0                  0.0               0.0                  0.0                 0.0                0.0                  1.0                0.0                 0.0                 181235.93597560975182383.5220883534 0.0                0.0                   1262.0            0.0               161782.77448994666    1.0                0.0                 0.0                1976.0            1262.0            0.0               0.0               0.0                   0.0                 0.0               0.0                   0.0               185630.71806674337    1.0               0.0                  0.0                 0.0                 0.0               80.0              1.0                1.0                0.0                   0.0                 0.0                   185063.6387995713   182171.959040959051.0               0.0                 2.0               0.0                 0.0                0.0                0.0                1.0                187738.31270358307  0.0                 0.0                0.0                 0.0                 0.0               0.0                   0.0                  0.0                 2.0               0.0                1.0               0.0                   0.0                  0.0                0.0                  0.0                200924.0538641686 9600.0            0.0                  0.0                 1.0                1.0                 178321.97183098592  0.0                   188146.75027262812  0.0                155721.17213200592   0.0                 0.0               0.0               1.0                182171.959040959050.0                218575.79385614384    1976.0            0.0                183201.273652085450.0                0.0                   174574.412169919640.0                  0.0                 203664.60358890705  0.0                 0.0                 182282.48766816143   1.0                   150397.2807424594   181982.57594936708 0.0                   0.0                3.0               1.0               0.0                 1.0               182171.959040959050.0                   1.0                0.0                 1.0               0.0                0.0               1.0               0.0                 216426.0           187523.8671023965   0.0                0.0                1.0               0.0                 0.0                0.0                 0.0                0.0                0.0                0.0               0.0                 0.0                   0.0                 0.0                 1.0               0.0                139811.59481037923   182525.73333333337  0.0                185708.33940774488 200494.42807017543    0.0                 0.0                  0.0                 0.0                1.0                  1.0               0.0                 0.0                 0.0                 6.0               0.0               0.0                0.0                  0.0                 5.0              0.0                  0.0                0.0                  1262.0            0.0                 0.0                1.0                0.0                 0.0                1.0                   0.0               0.0                0.0                 0.0                 460.0             0.0                 178818.25814185815 0.0              1.0                0.0                284.0             0.0                 1.0                0.0                 0.0                0.0                171522.79741935484 0.0              0.0                  0.0                0.0                 182171.95904095905   0.0                   1.0                0.0                  0.0                0.0               0.0                 1.0                184737.951701427  0.0                   0.0                 0.0                  0.0                20.0             0.0                0.0                    0.0                  1.0                147024.16052281053  0.0                 0.0                0.0                 1.0                0.0                 0.0                   978.0            0.0               186782.0            0.0                1.0                1.0                188334.07174392935  8.0               1.0               0.0                    0.0               0.0                  0.0                  0.0                  1.0               1976.0            0.0                 187595.7541966427 144619.2755267423  1.0               0.0                 0.0                   192391.802267002520.0                0.0                 0.0                  1.0               0.0                 0.0                  0.0                   0.0                0.0                 0.0               0.0                0.0                0.0                  0.0               155330.24861804862   0.0                  1.0               1.0                0.0                 0.0                  0.0                0.0                 0.0                  0.0                 0.0                 0.0                  0.0                 1.0               0.0                1.0                  0.0                 0.0                  0.0               0.0                1.0                0.0                 1.0               0.0                  0.0                 0.0                0.0                 155578.6188811189   298.0             0.0                 0.0                  0.0                   0.0                


2      7.0               1.0               177020.8800489596      204076.0357142857    0.0                 2008.0            182216.631         187129.27013819513    0.0                209450.394202898550.0                0.0                  0.0               0.0                  0.0                 0.0                0.0                  0.0                0.0                 0.0                 181235.93597560975182383.5220883534 0.0                0.0                   920.0             0.0               236446.98648648648    0.0                0.0                 0.0                2002.0            1786.0            0.0               1.0               0.0                   0.0                 0.0               0.0                   0.0               185630.71806674337    0.0               0.0                  0.0                 0.0                 0.0               68.0              1.0                1.0                0.0                   0.0                 0.0                   185063.6387995713   182171.959040959051.0               0.0                 2.0               0.0                 1.0                0.0                1.0                1.0                187738.31270358307  0.0                 0.0                0.0                 0.0                 0.0               1.0                   0.0                  0.0                 2.0               0.0                1.0               0.0                   0.0                  0.0                0.0                  0.0                200924.0538641686 11250.0           0.0                  0.0                 1.0                0.0                 210965.119205298    0.0                   188146.75027262812  0.0                216626.90934844193   0.0                 0.0               0.0               0.0                182171.959040959050.0                197940.3021894772     2001.0            0.0                183201.273652085450.0                0.0                   174574.412169919641.0                  0.0                 203664.60358890705  0.0                 0.0                 182282.48766816143   0.0                   226465.82743362832  181982.57594936708 0.0                   0.0                3.0               1.0               0.0                 1.0               182171.959040959050.0                   0.0                0.0                 1.0               0.0                0.0               1.0               0.0                 216426.0           187523.8671023965   1.0                0.0                1.0               0.0                 0.0                0.0                 1.0                0.0                0.0                0.0               0.0                 0.0                   0.0                 0.0                 1.0               0.0                212221.98514851485   182525.73333333337  0.0                185708.33940774488 200494.42807017543    0.0                 0.0                  0.0                 0.0                0.0                  1.0               0.0                 0.0                 0.0                 6.0               0.0               0.0                0.0                  0.0                 9.0              0.0                  0.0                0.0                  920.0             0.0                 0.0                1.0                0.0                 0.0                1.0                   1.0               0.0                0.0                 0.0                 608.0             0.0                 176473.2899159664  42.0             0.0                0.0                434.0             0.0                 1.0                0.0                 0.0                0.0                171522.79741935484 866.0            0.0                  0.0                0.0                 182171.95904095905   0.0                   0.0                0.0                  0.0                1.0               0.0                 0.0                184737.951701427  0.0                   0.0                 0.0                  0.0                60.0             0.0                0.0                    1.0                  1.0                185776.46347031964  0.0                 0.0                0.0                 1.0                0.0                 0.0                   486.0            0.0               186782.0            0.0                1.0                1.0                188334.07174392935  5.0               1.0               0.0                    0.0               0.0                  0.0                  0.0                  0.0               2001.0            0.0                 187595.7541966427 229333.4454277286  0.0               0.0                 0.0                   192391.802267002520.0                0.0                 0.0                  1.0               0.0                 0.0                  0.0                   0.0                0.0                 0.0               0.0                1.0                0.0                  162.0             216859.72905027933   0.0                  1.0               1.0                0.0                 0.0                  1.0                1.0                 0.0                  0.0                 0.0                 0.0                  0.0                 1.0               0.0                0.0                  0.0                 0.0                  0.0               0.0                1.0                0.0                 1.0               0.0                  0.0                 1.0                0.0                 203515.30891719743  0.0               0.0                 0.0                  0.0                   1.0                


3      8.0               1.0               177020.8800489596      204076.0357142857    0.0                 2008.0            182216.631         207605.41721854304    0.0                209450.394202898550.0                0.0                  0.0               0.0                  0.0                 0.0                0.0                  0.0                0.0                 0.0                 181235.93597560975182383.5220883534 0.0                0.0                   1145.0            0.0               236446.98648648648    0.0                0.0                 0.0                2000.0            2198.0            0.0               1.0               0.0                   0.0                 0.0               0.0                   0.0               185630.71806674337    0.0               0.0                  0.0                 0.0                 0.0               84.0              1.0                1.0                0.0                   0.0                 0.0                   185063.6387995713   182171.959040959051.0               0.0                 3.0               0.0                 1.0                0.0                1.0                1.0                187738.31270358307  0.0                 0.0                0.0                 0.0                 0.0               0.0                   0.0                  0.0                 2.0               0.0                1.0               0.0                   0.0                  0.0                0.0                  0.0                200924.0538641686 14260.0           0.0                  0.0                 1.0                0.0                 210965.119205298    1.0                   188146.75027262812  0.0                216626.90934844193   0.0                 0.0               0.0               1.0                182171.959040959050.0                329868.35814185813    2000.0            0.0                183201.273652085450.0                0.0                   174574.412169919641.0                  0.0                 203664.60358890705  0.0                 0.0                 182282.48766816143   0.0                   226465.82743362832  181982.57594936708 0.0                   0.0                4.0               1.0               0.0                 1.0               182171.959040959050.0                   0.0                0.0                 1.0               0.0                0.0               1.0               0.0                 216426.0           187523.8671023965   1.0                0.0                1.0               0.0                 0.0                0.0                 1.0                0.0                0.0                0.0               0.0                 0.0                   0.0                 0.0                 1.0               0.0                212221.98514851485   182525.73333333337  0.0                185708.33940774488 200494.42807017543    0.0                 0.0                  0.0                 0.0                0.0                  1.0               0.0                 0.0                 0.0                 9.0               0.0               0.0                0.0                  0.0                 12.0             0.0                  0.0                0.0                  1145.0            0.0                 0.0                1.0                0.0                 1.0                1.0                   1.0               0.0                0.0                 0.0                 836.0             0.0                 178818.25814185815 84.0             0.0                0.0                490.0             0.0                 1.0                0.0                 0.0                0.0                171522.79741935484 1053.0           0.0                  0.0                0.0                 182171.95904095905   0.0                   0.0                0.0                  0.0                1.0               0.0                 0.0                184737.951701427  0.0                   0.0                 0.0                  0.0                60.0             0.0                0.0                    1.0                  1.0                185776.46347031964  0.0                 0.0                0.0                 1.0                0.0                 0.0                   655.0            0.0               186782.0            0.0                1.0                1.0                188334.07174392935  5.0               1.0               0.0                    0.0               0.0                  0.0                  0.0                  0.0               2000.0            0.0                 187595.7541966427 229333.4454277286  0.0               0.0                 0.0                   192391.802267002520.0                0.0                 0.0                  1.0               0.0                 0.0                  0.0                   0.0                0.0                 0.0               0.0                1.0                0.0                  350.0             216859.72905027933   0.0                  1.0               1.0                0.0                 0.0                  0.0                1.0                 0.0                  0.0                 0.0                 0.0                  0.0                 1.0               0.0                0.0                  0.0                 0.0                  0.0               0.0                1.0                0.0                 1.0               0.0                  0.0                 1.0                0.0                 203515.30891719743  192.0             0.0                 0.0                  0.0                   0.0                


4      5.0               1.0               177020.8800489596      182171.95904095905   0.0                 2009.0            182216.631         167645.4123076923     0.0                209450.394202898550.0                0.0                  1.0               0.0                  0.0                 0.0                0.0                  1.0                0.0                 0.0                 181235.93597560975182383.5220883534 0.0                0.0                   796.0             0.0               236446.98648648648    0.0                0.0                 0.0                1995.0            1362.0            0.0               0.0               0.0                   0.0                 0.0               0.0                   0.0               185630.71806674337    0.0               0.0                  0.0                 0.0                 0.0               85.0              1.0                1.0                0.0                   0.0                 0.0                   185063.6387995713   182171.959040959051.0               0.0                 2.0               0.0                 1.0                0.0                0.0                1.0                187738.31270358307  0.0                 0.0                0.0                 0.0                 0.0               0.0                   0.0                  0.0                 1.0               0.0                0.0               1.0                   0.0                  0.0                0.0                  0.0                200924.0538641686 14115.0           0.0                  0.0                 1.0                0.0                 149995.43881027232  0.0                   188146.75027262812  0.0                216626.90934844193   0.0                 700.0             0.0               0.0                154576.6979101979 0.0                157653.37334332333    1993.0            0.0                183201.273652085450.0                0.0                   174574.412169919641.0                  0.0                 203664.60358890705  0.0                 0.0                 182282.48766816143   0.0                   185142.46052281052  181982.57594936708 0.0                   0.0                1.0               1.0               0.0                 1.0               182171.959040959050.0                   0.0                0.0                 1.0               0.0                320.0             1.0               0.0                 216426.0           187523.8671023965   1.0                0.0                1.0               0.0                 0.0                0.0                 1.0                0.0                0.0                0.0               0.0                 0.0                   0.0                 0.0                 1.0               0.0                139811.59481037923   182525.73333333337  0.0                185708.33940774488 141354.57177033494    0.0                 0.0                  0.0                 0.0                0.0                  1.0               0.0                 0.0                 0.0                 5.0               0.0               0.0                0.0                  0.0                 10.0             0.0                  0.0                0.0                  796.0             0.0                 0.0                1.0                1.0                 0.0                1.0                   1.0               0.0                0.0                 0.0                 480.0             0.0                 176473.2899159664  30.0             0.0                0.0                64.0              0.0                 1.0                0.0                 0.0                0.0                171522.79741935484 566.0            0.0                  0.0                0.0                 151058.18256582128   0.0                   1.0                0.0                  0.0                0.0               0.0                 0.0                184737.951701427  0.0                   0.0                 0.0                  0.0                50.0             0.0                0.0                    1.0                  1.0                185776.46347031964  0.0                 0.0                0.0                 1.0                0.0                 0.0                   732.0            0.0               186782.0            0.0                0.0                0.0                188334.07174392935  5.0               1.0               0.0                    0.0               0.0                  0.0                  0.0                  0.0               1993.0            0.0                 187595.7541966427 144619.2755267423  1.0               0.0                 0.0                   192391.802267002520.0                0.0                 0.0                  1.0               0.0                 0.0                  0.0                   0.0                0.0                 1.0               0.0                1.0                0.0                  0.0               216859.72905027933   0.0                  1.0               1.0                0.0                 0.0                  0.0                0.0                 0.0                  0.0                 0.0                 0.0                  0.0                 1.0               1.0                0.0                  0.0                 0.0                  0.0               1.0                1.0                0.0                 1.0               0.0                  0.0                 0.0                0.0                 155578.6188811189   40.0              0.0                 0.0                  0.0                   1.0                


5      8.0               1.0               177020.8800489596      225928.18076923076   0.0                 2007.0            182216.631         207605.41721854304    0.0                165131.570739549850.0                0.0                  0.0               0.0                  0.0                 0.0                0.0                  0.0                0.0                 0.0                 181235.93597560975182383.5220883534 0.0                0.0                   1686.0            0.0               236446.98648648648    1.0                0.0                 0.0                2005.0            1694.0            0.0               1.0               0.0                   0.0                 0.0               0.0                   1.0               185630.71806674337    1.0               0.0                  0.0                 0.0                 0.0               75.0              1.0                1.0                1.0                   0.0                 0.0                   185063.6387995713   182171.959040959051.0               0.0                 2.0               0.0                 0.0                0.0                1.0                1.0                187738.31270358307  0.0                 0.0                0.0                 0.0                 0.0               0.0                   0.0                  0.0                 2.0               0.0                1.0               0.0                   0.0                  0.0                0.0                  0.0                312352.6665305624510084.0           0.0                  0.0                 1.0                0.0                 178321.97183098592  0.0                   188146.75027262812  0.0                216626.90934844193   0.0                 0.0               0.0               0.0                182171.959040959050.0                214617.5167374998     2004.0            0.0                183201.273652085450.0                0.0                   174574.412169919641.0                  0.0                 203664.60358890705  0.0                 0.0                 182282.48766816143   0.0                   226465.82743362832  181982.57594936708 0.0                   1.0                3.0               1.0               0.0                 1.0               182171.959040959050.0                   0.0                0.0                 1.0               0.0                0.0               1.0               0.0                 216426.0           187523.8671023965   0.0                0.0                1.0               0.0                 0.0                0.0                 1.0                0.0                0.0                0.0               0.0                 0.0                   0.0                 0.0                 1.0               0.0                212221.98514851485   182525.73333333337  0.0                185708.33940774488 200494.42807017543    0.0                 0.0                  0.0                 0.0                0.0                  1.0               0.0                 0.0                 0.0                 7.0               0.0               0.0                0.0                  0.0                 8.0              0.0                  0.0                0.0                  1694.0            0.0                 0.0                1.0                0.0                 1.0                1.0                   1.0               0.0                0.0                 0.0                 636.0             0.0                 176473.2899159664  57.0             0.0                0.0                317.0             0.0                 1.0                0.0                 0.0                0.0                171522.79741935484 0.0              0.0                  0.0                0.0                 182171.95904095905   0.0                   0.0                0.0                  0.0                1.0               0.0                 0.0                184737.951701427  0.0                   0.0                 0.0                  0.0                20.0             0.0                0.0                    1.0                  1.0                185776.46347031964  0.0                 0.0                0.0                 1.0                0.0                 0.0                   1369.0           0.0               186782.0            0.0                1.0                0.0                188334.07174392935  5.0               1.0               0.0                    0.0               0.0                  0.0                  0.0                  0.0               2004.0            0.0                 187595.7541966427 229333.4454277286  0.0               0.0                 0.0                   192391.802267002520.0                0.0                 0.0                  1.0               0.0                 0.0                  0.0                   0.0                0.0                 0.0               0.0                1.0                0.0                  186.0             216859.72905027933   0.0                  1.0               0.0                0.0                 0.0                  0.0                0.0                 0.0                  0.0                 0.0                 0.0                  0.0                 1.0               0.0                0.0                  0.0                 0.0                  1.0               0.0                1.0                0.0                 1.0               0.0                  0.0                 0.0                0.0                 256064.3778767624   255.0             0.0                 0.0                  0.0                   1.0                


6      7.0               2.0               153108.76116383614     204076.0357142857    1.0                 2008.0            182216.631         167645.4123076923     0.0                165131.570739549851.0                1.0                  1.0               0.0                  0.0                 0.0                0.0                  1.0                0.0                 0.0                 181235.93597560975182383.5220883534 0.0                0.0                   952.0             0.0               172096.88704318937    0.0                0.0                 0.0                1950.0            1774.0            205.0             0.0               0.0                   0.0                 0.0               0.0                   0.0               185630.71806674337    1.0               0.0                  0.0                 0.0                 0.0               51.0              1.0                1.0                0.0                   0.0                 0.0                   153787.09385614385  182171.959040959050.0               0.0                 2.0               0.0                 0.0                1.0                0.0                1.0                129502.64385614384  0.0                 0.0                0.0                 0.0                 0.0               0.0                   0.0                  0.0                 2.0               0.0                2.0               0.0                   0.0                  0.0                0.0                  0.0                141930.004555808646120.0            0.0                  0.0                 1.0                0.0                 149995.43881027232  0.0                   188146.75027262812  1.0                153754.05472570908   0.0                 0.0               0.0               0.0                182171.959040959050.0                133772.61742757243    1931.0            0.0                183201.273652085450.0                1.0                   174574.412169919640.0                  0.0                 133017.2480620155   0.0                 0.0                 182282.48766816143   0.0                   136922.75385614386  181982.57594936708 0.0                   0.0                2.0               0.0               0.0                 1.0               182171.959040959050.0                   0.0                0.0                 1.0               0.0                0.0               1.0               0.0                 157465.01829268291 187523.8671023965   0.0                0.0                0.0               0.0                 0.0                0.0                 0.0                1.0                0.0                1.0               0.0                 0.0                   0.0                 0.0                 0.0               0.0                139811.59481037923   182525.73333333337  0.0                185708.33940774488 141354.57177033494    0.0                 0.0                  0.0                 0.0                0.0                  1.0               0.0                 1.0                 0.0                 8.0               0.0               0.0                0.0                  0.0                 4.0              0.0                  0.0                0.0                  1022.0            0.0                 0.0                0.0                0.0                 0.0                0.0                   0.0               0.0                0.0                 0.0                 468.0             1.0                 176473.2899159664  0.0              0.0                0.0                952.0             0.0                 1.0                0.0                 0.0                1.0                171522.79741935484 752.0            0.0                  0.0                0.0                 182171.95904095905   0.0                   1.0                0.0                  0.0                0.0               0.0                 0.0                184737.951701427  0.0                   0.0                 0.0                  0.0                50.0             0.0                0.0                    0.0                  1.0                134468.29385614386  0.0                 0.0                0.0                 1.0                0.0                 0.0                   0.0              0.0               186782.0            0.0                0.0                1.0                131334.2021894772   5.0               1.0               1.0                    0.0               0.0                  0.0                  0.0                  0.0               1931.0            0.0                 187595.7541966427 144619.2755267423  1.0               0.0                 0.0                   135492.298433608641.0                0.0                 0.0                  1.0               0.0                 0.0                  0.0                   0.0                0.0                 1.0               0.0                0.0                0.0                  0.0               174764.54385614386   0.0                  0.0               0.0                0.0                 0.0                  0.0                0.0                 0.0                  0.0                 0.0                 1.0                  0.0                 1.0               1.0                0.0                  0.0                 0.0                  0.0               0.0                1.0                0.0                 1.0               0.0                  0.0                 0.0                0.0                 155578.6188811189   90.0              0.0                 0.0                  0.0                   1.0                


7      5.0               1.0               177020.8800489596      182171.95904095905   0.0                 2008.0            182216.631         167645.4123076923     0.0                165131.570739549851.0                0.0                  1.0               0.0                  0.0                 0.0                0.0                  1.0                0.0                 0.0                 181235.93597560975182383.5220883534 0.0                0.0                   1040.0            1.0               150410.4464877228     1.0                0.0                 0.0                1965.0            1040.0            0.0               0.0               0.0                   0.0                 0.0               0.0                   0.0               185630.71806674337    1.0               1.0                  0.0                 0.0                 0.0               70.0              1.0                1.0                0.0                   0.0                 0.0                   185063.6387995713   182171.959040959051.0               0.0                 1.0               0.0                 0.0                0.0                0.0                1.0                187738.31270358307  0.0                 0.0                0.0                 0.0                 0.0               0.0                   0.0                  0.0                 1.0               0.0                0.0               0.0                   0.0                  0.0                0.0                  0.0                141930.0045558086411200.0           0.0                  0.0                 1.0                0.0                 178321.97183098592  0.0                   188146.75027262812  0.0                169688.48681389034   0.0                 0.0               0.0               0.0                182171.959040959050.0                143540.98922651424    1965.0            0.0                183201.273652085450.0                0.0                   174574.412169919640.0                  0.0                 133017.2480620155   0.0                 0.0                 182282.48766816143   0.0                   150397.2807424594   181982.57594936708 0.0                   0.0                3.0               1.0               0.0                 1.0               182171.959040959050.0                   0.0                0.0                 1.0               0.0                0.0               1.0               0.0                 216426.0           187523.8671023965   0.0                0.0                1.0               0.0                 0.0                0.0                 1.0                0.0                0.0                1.0               0.0                 0.0                   0.0                 0.0                 1.0               0.0                139811.59481037923   182525.73333333337  1.0                185708.33940774488 141354.57177033494    0.0                 0.0                  0.0                 0.0                0.0                  0.0               0.0                 0.0                 0.0                 5.0               0.0               0.0                0.0                  0.0                 2.0              0.0                  0.0                0.0                  1040.0            0.0                 0.0                0.0                0.0                 0.0                1.0                   1.0               0.0                0.0                 0.0                 384.0             0.0                 176473.2899159664  0.0              0.0                0.0                134.0             0.0                 1.0                0.0                 0.0                0.0                222601.05940594056 0.0              0.0                  0.0                0.0                 182171.95904095905   0.0                   1.0                1.0                  0.0                0.0               0.0                 1.0                184737.951701427  0.0                   0.0                 0.0                  0.0                20.0             0.0                0.0                    0.0                  1.0                185776.46347031964  0.0                 0.0                0.0                 1.0                0.0                 0.0                   906.0            0.0               186782.0            0.0                0.0                0.0                188334.07174392935  5.0               1.0               0.0                    0.0               0.0                  0.0                  0.0                  0.0               1965.0            0.0                 187595.7541966427 144619.2755267423  1.0               0.0                 0.0                   192391.802267002520.0                0.0                 0.0                  1.0               0.0                 0.0                  0.0                   0.0                0.0                 1.0               0.0                0.0                0.0                  0.0               162189.70512820513   1.0                  1.0               0.0                0.0                 0.0                  0.0                0.0                 0.0                  0.0                 0.0                 0.0                  0.0                 1.0               0.0                0.0                  0.0                 0.0                  0.0               0.0                1.0                0.0                 1.0               0.0                  0.0                 0.0                0.0                 155578.6188811189   0.0               0.0                 0.0                  0.0                   1.0                


8      9.0               1.0               260380.61674771016     225928.18076923076   0.0                 2006.0            182216.631         167645.4123076923     0.0                209450.394202898550.0                0.0                  0.0               0.0                  0.0                 0.0                0.0                  0.0                0.0                 0.0                 181235.93597560975182383.5220883534 0.0                1.0                   1175.0            1.0               236446.98648648648    0.0                0.0                 0.0                2006.0            2324.0            0.0               1.0               0.0                   0.0                 0.0               0.0                   1.0               185630.71806674337    0.0               0.0                  0.0                 0.0                 0.0               85.0              1.0                1.0                0.0                   0.0                 0.0                   185063.6387995713   182171.959040959051.0               0.0                 3.0               0.0                 1.0                0.0                0.0                1.0                187738.31270358307  0.0                 0.0                0.0                 0.0                 0.0               0.0                   0.0                  0.0                 3.0               1.0                2.0               0.0                   0.0                  0.0                0.0                  0.0                312352.6665305624511924.0           0.0                  0.0                 1.0                0.0                 210965.119205298    0.0                   188146.75027262812  0.0                153754.05472570908   0.0                 0.0               0.0               0.0                182171.959040959051.0                301677.8909715284     2005.0            0.0                183201.273652085450.0                0.0                   263880.6876061438 0.0                  0.0                 243875.5455802818   0.0                 0.0                 182282.48766816143   0.0                   226465.82743362832  181982.57594936708 0.0                   1.0                4.0               1.0               0.0                 1.0               182171.959040959050.0                   0.0                0.0                 0.0               0.0                0.0               1.0               0.0                 216426.0           187523.8671023965   0.0                0.0                1.0               0.0                 0.0                0.0                 1.0                0.0                0.0                0.0               0.0                 0.0                   0.0                 0.0                 1.0               0.0                305958.0876917603    182525.73333333337  0.0                185708.33940774488 243708.832            0.0                 0.0                  0.0                 0.0                0.0                  0.0               1.0                 0.0                 0.0                 11.0              0.0               1.0                0.0                  0.0                 7.0              0.0                  0.0                0.0                  1182.0            0.0                 0.0                0.0                0.0                 0.0                0.0                   1.0               0.0                0.0                 0.0                 736.0             0.0                 176473.2899159664  21.0             0.0                1.0                177.0             0.0                 1.0                0.0                 0.0                0.0                222601.05940594056 1142.0           0.0                  0.0                0.0                 182171.95904095905   0.0                   0.0                0.0                  0.0                0.0               0.0                 0.0                184737.951701427  0.0                   0.0                 0.0                  0.0                60.0             0.0                1.0                    0.0                  1.0                185776.46347031964  0.0                 0.0                0.0                 1.0                0.0                 0.0                   998.0            0.0               186782.0            0.0                0.0                0.0                188334.07174392935  5.0               1.0               0.0                    0.0               0.0                  0.0                  0.0                  0.0               2005.0            0.0                 187595.7541966427 348876.58744588745 0.0               0.0                 0.0                   192391.802267002520.0                0.0                 0.0                  1.0               0.0                 0.0                  0.0                   0.0                0.0                 1.0               0.0                1.0                1.0                  286.0             155487.09385614385   0.0                  1.0               0.0                0.0                 0.0                  0.0                0.0                 0.0                  0.0                 0.0                 1.0                  0.0                 1.0               0.0                0.0                  0.0                 0.0                  1.0               0.0                1.0                0.0                 1.0               0.0                  0.0                 1.0                0.0                 256064.3778767624   147.0             0.0                 0.0                  0.0                   1.0                


9      5.0               1.0               177020.8800489596      182171.95904095905   0.0                 2008.0            182216.631         167645.4123076923     0.0                220137.097304419731.0                0.0                  1.0               0.0                  0.0                 0.0                0.0                  1.0                1.0                 0.0                 181235.93597560975182383.5220883534 0.0                0.0                   912.0             1.0               161782.77448994666    1.0                0.0                 0.0                1962.0            912.0             0.0               0.0               0.0                   0.0                 1.0               0.0                   0.0               185630.71806674337    0.0               1.0                  0.0                 0.0                 0.0               70.59975669099757 1.0                1.0                0.0                   0.0                 0.0                   185063.6387995713   182171.959040959051.0               0.0                 1.0               0.0                 0.0                0.0                0.0                1.0                187738.31270358307  0.0                 0.0                0.0                 0.0                 0.0               0.0                   0.0                  0.0                 1.0               0.0                0.0               0.0                   0.0                  0.0                0.0                  0.0                141930.0045558086412968.0           0.0                  0.0                 1.0                0.0                 178321.97183098592  0.0                   188146.75027262812  0.0                172512.37104060987   0.0                 0.0               0.0               0.0                182171.959040959050.0                143540.98922651424    1962.0            0.0                183201.273652085450.0                0.0                   174574.412169919640.0                  0.0                 133017.2480620155   0.0                 0.0                 182282.48766816143   0.0                   150397.2807424594   181982.57594936708 0.0                   0.0                2.0               1.0               0.0                 1.0               182171.959040959050.0                   1.0                0.0                 1.0               0.0                0.0               1.0               0.0                 141464.28231292518 187523.8671023965   0.0                0.0                0.0               0.0                 0.0                0.0                 1.0                0.0                0.0                1.0               0.0                 0.0                   0.0                 0.0                 1.0               0.0                139811.59481037923   182525.73333333337  0.0                185708.33940774488 141354.57177033494    0.0                 0.0                  0.0                 0.0                0.0                  0.0               0.0                 0.0                 0.0                 4.0               0.0               0.0                0.0                  0.0                 9.0              0.0                  0.0                0.0                  912.0             0.0                 0.0                0.0                0.0                 0.0                1.0                   1.0               0.0                0.0                 0.0                 352.0             0.0                 176473.2899159664  0.0              0.0                0.0                175.0             0.0                 1.0                0.0                 0.0                0.0                222601.05940594056 0.0              0.0                  0.0                0.0                 182171.95904095905   0.0                   1.0                1.0                  0.0                0.0               0.0                 1.0                184737.951701427  0.0                   0.0                 0.0                  0.0                20.0             0.0                0.0                    0.0                  1.0                185776.46347031964  0.0                 0.0                0.0                 1.0                0.0                 0.0                   737.0            0.0               186782.0            0.0                0.0                0.0                188334.07174392935  6.0               1.0               0.0                    176.0             0.0                  0.0                  0.0                  0.0               1962.0            0.0                 187595.7541966427 144619.2755267423  1.0               0.0                 0.0                   192391.802267002520.0                0.0                 0.0                  1.0               0.0                 0.0                  0.0                   0.0                0.0                 1.0               0.0                0.0                0.0                  0.0               162189.70512820513   0.0                  1.0               0.0                0.0                 1.0                  0.0                0.0                 0.0                  0.0                 0.0                 0.0                  0.0                 1.0               0.0                0.0                  0.0                 0.0                  0.0               0.0                1.0                0.0                 1.0               0.0                  0.0                 0.0                0.0                 155578.6188811189   140.0             0.0                 0.0                  0.0                   1.0                













    






--------------------------------------------------------------------------------
Imputed and encoded numeric validation data:
Rows:459
Cols:290












    










       OverallQual       KitchenAbvGr       SaleCondition_Tencode  FireplaceQu_Tencode  Condition1_Artery  YrSold            Utilities_Tencode     BsmtExposure_Tencode  PavedDrive_N        LotShape_Tencode  GarageType_Detchd  Exterior1st_BrkFace  GarageFinish_Unf  Exterior2nd_AsbShng  Exterior2nd_Stucco  BldgType_Duplex     Neighborhood_BrDale  ExterQual_TA      LotShape_IR2        Exterior2nd_Stone   RoofMatl_Tencode  Street_Tencode    LandContour_Low     Neighborhood_NridgHt  TotalBsmtSF       RoofStyle_Hip      BsmtFinType1_Tencode  HouseStyle_1Story  GarageCond_Po       BldgType_2fmCon     YearRemodAdd      GrLivArea        EnclosedPorch     Foundation_PConc   Neighborhood_NPkVill  RoofStyle_Flat      HeatingQC_TA       Neighborhood_Blmngtn  FireplaceQu_Gd     BsmtFinType2_Tencode  LotShape_Reg      Exterior1st_HdBoard  HeatingQC_Fa       Alley_Pave         BsmtFinType1_BLQ  LotFrontage       Heating_GasA       GarageCond_TA      Neighborhood_Somerst  HouseStyle_SFoyer  Neighborhood_ClearCr  Functional_Tencode  Alley_Tencode     Functional_Typ     GarageQual_Gd       GarageCars        BldgType_Twnhs     LotShape_IR1       HeatingQC_Gd       KitchenQual_Gd     ExterCond_TA      Electrical_Tencode  Foundation_Stone    BsmtFinType2_GLQ    Electrical_FuseP    Heating_Grav        LotConfig_Corner   Neighborhood_CollgCr  MiscFeature_Othr    Electrical_FuseA   FullBath          GarageFinish_Fin  Fireplaces        Neighborhood_Mitchel  Exterior1st_AsbShng  LandSlope_Mod      SaleType_ConLw      FireplaceQu_Po     BsmtQual_Tencode  LotArea           Exterior2nd_BrkFace  BsmtFinType2_ALQ   RoofMatl_CompShg   BsmtHalfBath       HouseStyle_Tencode  Neighborhood_NoRidge  GarageCond_Tencode  Foundation_BrkTil  Exterior2nd_Tencode  Exterior1st_Stucco  MiscVal           BsmtFinSF2       LotConfig_FR2       Fence_Tencode     KitchenQual_Ex      Neighborhood_Tencode  YearBuilt         LandSlope_Sev       Heating_Tencode   LandContour_HLS     Neighborhood_OldTown  SaleType_Tencode  Exterior2nd_VinylSd  SaleType_ConLD      GarageType_Tencode  SaleType_ConLI      Heating_GasW        LandContour_Tencode  Neighborhood_Veenker  Foundation_Tencode  LandSlope_Tencode  Neighborhood_Edwards  BsmtQual_Ex        BedroomAbvGr      Electrical_SBrkr  BsmtFinType2_BLQ    PavedDrive_Y      PoolQC_Tencode    SaleCondition_Family  BsmtFinType1_ALQ   BsmtQual_Fa         SaleType_WD       LandContour_Bnk    3SsnPorch        LandContour_Lvl    Neighborhood_SWISU  HeatingQC_Tencode  PavedDrive_Tencode  HalfBath           Fence_GdPrv        HeatingQC_Ex       RoofMatl_Tar&Grv    LotConfig_CulDSac  HouseStyle_1.5Unf   BsmtFullBath      GarageQual_Fa       ExterCond_Gd       BsmtQual_TA        Functional_Maj2     SaleCondition_Alloca  Condition1_PosA     GarageCond_Gd       GarageQual_TA     FireplaceQu_Fa      KitchenQual_Tencode  Condition2_Tencode  BsmtFinType1_Rec   ExterCond_Tencode  GarageFinish_Tencode  RoofStyle_Gambrel   Exterior1st_CemntBd  MSZoning_C (all)    Condition1_PosN     Exterior2nd_MetalSd  RoofStyle_Gable    GarageType_BuiltIn  Electrical_FuseF   Condition1_RRAe     TotRmsAbvGrd      LowQualFinSF     SaleType_New      RoofStyle_Shed      Functional_Maj1     MoSold           Neighborhood_NWAmes  MasVnrType_BrkCmn   Exterior2nd_CmentBd  1stFlrSF          GarageCond_Fa       BsmtFinType2_Rec   GarageType_Attchd  MiscFeature_Shed   BsmtExposure_Av    SaleCondition_Normal  Condition1_Norm   BsmtFinType2_LwQ   GarageQual_Po       Neighborhood_NAmes  GarageArea        Functional_Min1     LotConfig_Tencode  OpenPorchSF       Condition1_Feedr   ExterQual_Ex       BsmtUnfSF        GarageType_CarPort  LandSlope_Gtl     Functional_Mod      FireplaceQu_Ex      MSZoning_RM       RoofStyle_Tencode  2ndFlrSF         Exterior2nd_Wd Sdng  BsmtCond_Gd        BsmtCond_Po         MiscFeature_Tencode  Neighborhood_StoneBr  MasVnrType_None    Neighborhood_Sawyer  BldgType_TwnhsE    ExterQual_Gd       KitchenQual_Fa      Foundation_CBlock  BsmtCond_Tencode  Neighborhood_Crawfor  GarageType_Basment  Condition2_Artery   Fence_GdWo         MSSubClass       BsmtFinType1_LwQ   SaleCondition_Partial  Exterior1st_VinylSd  CentralAir_Y      Condition1_Tencode  Street_Grvl         PavedDrive_P       GarageCond_Ex       BsmtFinType2_Unf   HouseStyle_2.5Unf   Neighborhood_Gilbert  BsmtFinSF1        PoolArea          CentralAir_Tencode  SaleType_COD       GarageFinish_RFn   FireplaceQu_TA     GarageQual_Tencode  OverallCond      BldgType_1Fam      SaleCondition_Abnorml  ScreenPorch       Exterior1st_BrkComm  Exterior2nd_Brk Cmn  SaleType_Oth        BsmtExposure_Gd    GarageYrBlt       Alley_Grvl         BldgType_Tencode  ExterQual_Tencode  KitchenQual_TA    CentralAir_N      Neighborhood_SawyerW  MSZoning_Tencode  BsmtFinType1_Unf   Condition1_RRAn    Neighborhood_IDOTRR  Condition2_Norm   MiscFeature_Gar2    SaleType_CWD        Neighborhood_BrkSide  HouseStyle_SLvl     RoofMatl_WdShngl    BsmtExposure_No    MSZoning_FV        BsmtFinType1_GLQ   Exterior1st_WdShing  MasVnrArea       Exterior1st_Tencode  Exterior2nd_HdBoard  MSZoning_RL       BsmtQual_Gd        LotShape_IR3        Exterior2nd_Plywood  BsmtExposure_Mn   MasVnrType_BrkFace  Neighborhood_Timber  Foundation_Slab     MSZoning_RH         Exterior2nd_Wd Shng  BsmtCond_Fa         BsmtCond_TA        HouseStyle_1.5Fin  Exterior1st_MetalSd  Fence_MnWw          Exterior1st_Plywood  MasVnrType_Stone   Fence_MnPrv        Street_Pave        Functional_Min2     Utilities_AllPub  Exterior1st_Wd Sdng  ExterQual_Fa        HouseStyle_2Story  ExterCond_Fa       MasVnrType_Tencode  WoodDeckSF        GarageType_2Types   Exterior2nd_AsphShn  Neighborhood_MeadowV  LotConfig_Inside  




type   int               int                real                   real                 int                int               real                  real                  int                 real              int                int                  int               int                  int                 int                 int                  int               int                 int                 real              real              int                 int                   int               int                real                  int                int                 int                 int               int              int               int                int                   int                 int                int                   int                real                  int               int                  int                int                int               real              int                int                int                   int                int                   real                real              int                int                 int               int                int                int                int                int               real                int                 int                 int                 int                 int                int                   int                 int                int               int               int               int                   int                  int                int                 int                real              int               int                  int                int                int                real                int                   real                int                real                 int                 int               int              int                 real              int                 real                  int               int                 real              int                 int                   real              int                  int                 real                int                 int                 real                 int                   real                real               int                   int                int               int               int                 int               real              int                   int                int                 int               int                int              int                int                 real               real                int                int                int                int                 int                int                 int               int                 int                int                int                 int                   int                 int                 int               int                 real                 real                int                real               real                  int                 int                  int                 int                 int                  int                int                 int                int                 int               int              int               int                 int                 int              int                  int                 int                  int               int                 int                int                int                int                int                   int               int                int                 int                 int               int                 real               int               int                int                int              int                 int               int                 int                 int               real               int              int                  int                int                 real                 int                   int                int                  int                int                int                 int                real              int                   int                 int                 int                int              int                int                    int                  int               real                int                 int                int                 int                int                 int                   int               int               real                int                int                int                real                int              int                int                    int               int                  int                  int                 int                real              int                real              real               int               int               int                   real              int                int                int                  int               int                 int                 int                   int                 int                 int                int                int                int                  real             real                 int                  int               int                int                 int                  int               int                 int                  int                 int                 int                  int                 int                int                int                  int                 int                  int                int                int                int                 int               int                  int                 int                int                real                int               int                 int                  int                   int               


mins   1.0               1.0                143816.52450980392     133191.52450980392   0.0                2006.0            178193.4967320261     161376.63366336634    0.0                 163981.4191419142 0.0                0.0                  0.0               0.0                  0.0                 0.0                 0.0                  0.0               0.0                 0.0                 175904.0245098039295579.02450980392 0.0                 0.0                   0.0               0.0                146338.19117647057    0.0                0.0                 0.0                 1950.0            334.0            0.0               0.0                0.0                   0.0                 0.0                0.0                   0.0                145091.52450980392    0.0               0.0                  0.0                0.0                0.0               21.0              0.0                0.0                0.0                   0.0                0.0                   84954.02450980392   134607.547237076650.0                0.0                 0.0               0.0                0.0                0.0                0.0                0.0               100143.52450980392  0.0                 0.0                 0.0                 0.0                 0.0                0.0                   0.0                 0.0                0.0               0.0               0.0               0.0                   0.0                  0.0                0.0                 0.0                134771.7517825312 1491.0            0.0                  0.0                0.0                0.0                122402.59593837534  0.0                   118776.9411764706   0.0                106204.02450980392   0.0                 0.0               0.0              0.0                 133419.962009803920.0                 112866.7168174962     1872.0            0.0                 77729.02450980392 0.0                 0.0                   107734.024509803920.0                  0.0                 111434.07450980392  0.0                 0.0                 163075.56297134238   0.0                   110363.31736694677  175531.83179723503 0.0                   0.0                0.0               0.0               0.0                 0.0               178193.4967320261 0.0                   0.0                0.0                 0.0               0.0                0.0              0.0                0.0                 100679.02450980392 114840.96895424835  0.0                0.0                0.0                0.0                 0.0                0.0                 0.0               0.0                 0.0                0.0                0.0                 0.0                   0.0                 0.0                 0.0               0.0                 105130.89950980392   84954.02450980392   0.0                91754.02450980392  143948.79679144386    0.0                 0.0                  0.0                 0.0                 0.0                  0.0                0.0                 0.0                0.0                 2.0               0.0              0.0               0.0                 0.0                 1.0              0.0                  0.0                 0.0                  334.0             0.0                 0.0                0.0                0.0                0.0                0.0                   0.0               0.0                0.0                 0.0                 0.0               0.0                 165751.57330498463 0.0               0.0                0.0                0.0              0.0                 0.0               0.0                 0.0                 0.0               139864.02450980392 0.0              0.0                  0.0                0.0                 73479.02450980392    0.0                   0.0                0.0                  0.0                0.0                0.0                 0.0                78579.02450980392 0.0                   0.0                 0.0                 0.0                20.0             0.0                0.0                    0.0                  0.0               150223.0311764706   0.0                 0.0                0.0                 0.0                0.0                 0.0                   0.0               0.0               111601.52450980392  0.0                0.0                0.0                134853.20367647058  1.0              0.0                0.0                    0.0               0.0                  0.0                  0.0                 0.0                1900.0            0.0                128987.5661764706 91042.14950980392  0.0               0.0               0.0                   118217.357843137240.0                0.0                0.0                  0.0               0.0                 0.0                 0.0                   0.0                 0.0                 0.0                0.0                0.0                0.0                  0.0              96429.02450980392    0.0                  0.0               0.0                0.0                 0.0                  0.0               0.0                 0.0                  0.0                 0.0                 0.0                  0.0                 0.0                0.0                0.0                  0.0                 0.0                  0.0                0.0                0.0                0.0                 1.0               0.0                  0.0                 0.0                0.0                131576.52450980392  0.0               0.0                 0.0                  0.0                   0.0               


mean   6.0               1.0457516339869282 177335.48292323467     194587.7731541999    0.043572984749455342007.7886710239652178193.49673202608    178366.11043615703    0.058823529411764705176786.222382417040.281045751633986930.034858387799564274 0.40740740740740740.017429193899782137 0.02178649237472767 0.0305010893246187370.010893246187363835 0.62962962962962970.0261437908496732030.002178649237472767177969.71943483275178225.259312657550.0326797385620915050.054466230936819175  1044.76034858387790.1830065359477124 180031.3096223675     0.4989106753812636 0.0043572984749455340.0261437908496732031984.27015250544671506.00435729847523.47276688453159 0.424836601307189530.008714596949891068  0.0087145969498910680.291938997821350740.010893246187363835  0.261437908496732  180587.69974155238    0.66013071895424840.1437908496732026   0.043572984749455340.021786492374727670.111111111111111168.85751978891821 0.9694989106753813 0.8910675381263616 0.058823529411764705  0.021786492374727670.010893246187363835  178425.73264556366  176164.9969256838 0.9302832244008714 0.0130718954248366021.710239651416122 0.028322440087145970.3028322440087146 0.167755991285403060.396514161220043570.8801742919389978179083.6277286514   0.0065359477124183010.0087145969498910680.0021786492374727670.0021786492374727670.180827886710239640.10457516339869281   0.0021786492374727670.076252723311546841.54466230936819170.22222222222222220.59694989106753820.02178649237472767   0.015250544662309368 0.047930283224400870.0087145969498910680.02178649237472767179069.5994297065510273.8082788671020.0196078431372549   0.021786492374727670.9803921568627451 0.05228758169934641177648.76674783204  0.02832244008714597   184432.01265538894  0.1111111111111111 179728.60882139349   0.02178649237472767 51.78649237472767 57.235294117647060.026143790849673203173941.1787702735 0.058823529411764705178193.49673202613    1969.01960784313720.006535947712418301178371.048677858950.0261437908496732030.09368191721132897   177239.637024221450.3289760348583878   0.006535947712418301185134.53079371183  0.0021786492374727670.023965141612200435177854.22806185656   0.010893246187363835  179041.90369302404  177815.9926203597  0.05664488017429194   0.076252723311546842.85620915032679750.89978213507625270.0326797385620915050.9193899782135077178198.693960300120.02178649237472767   0.169934640522875820.0239651416122004350.86274509803921570.028322440087145973.30718954248366 0.9128540305010894 0.02178649237472767 180663.66151693795 179002.9605814003   0.385620915032679760.041394335511982570.494553376906318070.0087145969498910680.056644880174291940.0152505446623093680.42265795206971680.0261437908496732030.089324618736383450.457516339869281030.0043572984749455340.006535947712418301  0.0021786492374727670.0043572984749455340.88235294117647060.023965141612200435177298.28443120164   178197.18104147978  0.08278867102396514178484.55631381093 181122.03431372548    0.0087145969498910680.04139433551198257  0.0065359477124183010.0174291938997821370.1503267973856209   0.7973856209150327 0.06535947712418301 0.021786492374727670.0108932461873638356.529411764705882 5.6688453159041390.09150326797385620.0021786492374727670.0108932461873638356.2331154684095860.04357298474945534  0.0087145969498910680.0392156862745098   1141.99128540305010.0261437908496732030.0392156862745098 0.5599128540305011 0.0392156862745098 0.152505446623093680.8300653594771242    0.83660130718954250.028322440087145970.0021786492374727670.16993464052287582 463.1917211328976 0.013071895424836602178163.26637404418 50.4466230936819140.065359477124183010.02832244008714597548.15904139433550.0065359477124183010.94553376906318090.0174291938997821370.0108932461873638350.1655773420479303177381.1458157119  358.34422657952070.14596949891067537  0.067538126361655780.002178649237472767177409.66351972884   0.010893246187363835  0.6361655773420479 0.04357298474945534  0.074074074074074070.324618736383442240.0348583877995642740.4422657952069717 180413.2355397497 0.030501089324618737  0.0108932461873638350.0021786492374727670.0413943355119825756.481481481481480.063180827886710240.0915032679738562     0.3420479302832244   0.9215686274509803178617.62590029472  0.0021786492374727670.021786492374727670.0021786492374727670.8431372549019608 0.0130718954248366020.058823529411764705  439.366013071895451.411764705882353 179115.1849288735   0.0196078431372549 0.2984749455337691 0.19389978213507625184195.20382758768  5.5577342047930290.840958605664488  0.05010893246187364    15.7102396514161220.002178649237472767 0.008714596949891068 0.0043572984749455340.082788671023965141977.99530516431920.04793028322440087178649.14910504507174940.2994916485  0.50980392156862740.07843137254901960.034858387799564274  179328.326688453120.281045751633986930.0196078431372549 0.02832244008714597  0.99128540305010890.0021786492374727670.0043572984749455340.054466230936819175  0.0305010893246187370.0108932461873638350.6601307189542484 0.043572984749455340.2657952069716776 0.015250544662309368 96.68340611353712179651.10523303002   0.14161220043572983  0.77777777777777780.416122004357298460.0108932461873638350.08496732026143791  0.07843137254901960.28540305010893247 0.0196078431372549   0.0152505446623093680.0065359477124183010.032679738562091505 0.0326797385620915050.8714596949891068 0.098039215686274510.15904139433551198  0.0174291938997821370.06971677559912855  0.067538126361655780.100217864923747280.9978213507625272 0.0239651416122004351.0               0.1503267973856209   0.0174291938997821370.3115468409586057 0.02178649237472767176108.20460862629  101.159041394335520.0043572984749455340.004357298474945534 0.013071895424836602  0.7363834422657952


maxs   10.0              2.0                255001.6042717087      345181.5245098039    1.0                2010.0            178193.4967320261     252970.21398348815    1.0                 257372.274509803921.0                1.0                  1.0               1.0                  1.0                 1.0                 1.0                  1.0               1.0                 1.0                 296434.0245098039 178405.7096069869 1.0                 1.0                   3200.0            1.0                224699.7863950498     1.0                1.0                 1.0                 2009.0            3608.0           301.0             1.0                1.0                   1.0                 1.0                1.0                   1.0                194068.52450980392    1.0               1.0                  1.0                1.0                1.0               182.0             1.0                1.0                1.0                   1.0                1.0                   181312.14950980392  180974.444509803931.0                1.0                 4.0               1.0                1.0                1.0                1.0                1.0               184788.65617433417  1.0                 1.0                 1.0                 1.0                 1.0                1.0                   1.0                 1.0                3.0               1.0               3.0               1.0                   1.0                  1.0                1.0                 1.0                287410.74022408965215245.0          1.0                  1.0                1.0                1.0                221634.02450980392  1.0                   187300.52567237164  1.0                237481.8022875817    1.0                 8300.0            1474.0           1.0                 181956.919246646  1.0                 288359.0245098039     2009.0            1.0                 179414.4157303371 1.0                 1.0                   255001.6042717087 1.0                  1.0                 243247.1728431373   1.0                 1.0                 252389.99950980392   1.0                   222366.88205128204  219485.8426916221  1.0                   1.0                6.0               1.0               1.0                 1.0               180579.024509803921.0                   1.0                1.0                 1.0               1.0                407.0            1.0                1.0                 211491.75330396477 184063.06872037915  2.0                1.0                1.0                1.0                 1.0                1.0                 2.0               1.0                 1.0                1.0                1.0                 1.0                   1.0                 1.0                 1.0               1.0                 307728.635620915     302979.0245098039   1.0                197862.3578431373  223156.8495098039     1.0                 1.0                  1.0                 1.0                 1.0                  1.0                1.0                 1.0                1.0                 12.0              572.0            1.0               1.0                 1.0                 12.0             1.0                  1.0                 1.0                  3228.0            1.0                 1.0                1.0                1.0                1.0                1.0                   1.0               1.0                1.0                 1.0                 1248.0            1.0                 221371.6687405731  547.0             1.0                1.0                2336.0           1.0                 1.0               1.0                 1.0                 1.0               205162.1274859944  1611.0           1.0                  1.0                1.0                 188229.02450980392   1.0                   1.0                1.0                  1.0                1.0                1.0                 1.0                204324.734187223251.0                   1.0                 1.0                 1.0                190.0            1.0                1.0                    1.0                  1.0               311479.0245098039   1.0                 1.0                1.0                 1.0                1.0                 1.0                   1880.0            648.0             184861.02836879433  1.0                1.0                1.0                282791.5245098039   9.0              1.0                1.0                    480.0             1.0                  1.0                  1.0                 1.0                2009.0            1.0                183943.1995098039 311103.9129713424  1.0               1.0               1.0                   219311.6970098039 1.0                1.0                1.0                  1.0               1.0                 1.0                 1.0                   1.0                 1.0                 1.0                1.0                1.0                1.0                  1600.0           230256.21200980392   1.0                  1.0               1.0                1.0                 1.0                  1.0               1.0                 1.0                  1.0                 1.0                 1.0                  1.0                 1.0                1.0                1.0                  1.0                 1.0                  1.0                1.0                1.0                1.0                 1.0               1.0                  1.0                 1.0                1.0                243111.468058191    857.0             1.0                 1.0                  1.0                   1.0               


sigma  1.44173597447221110.2091739611899642625636.556448480504     26261.653007677996   0.204365779535131461.35306629720753452.5135516264537697e-1127626.169564810076    0.23555084889380104 21170.4226490213220.4500002378437404 0.18362117945411424  0.49188793859694330.1310069037882297   0.14614504277920642 0.172149173337855   0.10391394837112493  0.48343078205836830.15973691874197046 0.04667600280093366 12445.8724128997533866.01858558816230.17799099580759073 0.2271829775714029    412.081185132844440.3870937819534913727951.82176724416     0.5005443659750534 0.06593773367971356 0.15973691874197046 20.739310451691143537.104943660910661.3210181735312640.494857534844919230.09304576528310601   0.09304576528310601 0.4551504724840862 0.10391394837112493   0.439897395193242176894.848900014341     0.47418141866773310.3512603754441095   0.204365779535131460.146145042779206420.314612582626658520.3336957672701180.172149173337855040.311894398019551430.23555084889380104   0.146145042779206420.10391394837112493   8139.874204543357   9343.37774237094  0.254946964177438950.11370659234585333 0.77129431516622660.166073379628124680.459984616419216060.3740571514579301 0.489707208348205  0.325111959407647217731.970597652497  0.08066849729623203 0.09304576528310601 0.04667600280093366 0.04667600280093366 0.385295455743078550.30633911111302276   0.04667600280093366 0.2656916272579344 0.54459315902805590.41619332648094930.65156132576993160.14614504277920642   0.12268152211154956  0.213851833012183250.093045765283106   0.1461450427792064244973.30052212846 11072.9887857232240.13879966880587874  0.146145042779206420.138799668805878740.2228492452574714 21371.858060255647  0.16607337962812466   11807.813469454748  0.3146125826266585 26639.054892573466   0.14614504277920642 449.54109321577573185.24001065203290.15973691874197044 10548.08650865389 0.23555084889380104 47446.35307377432     30.8235159309202440.08066849729623203 7482.963820995197 0.15973691874197046 0.29170361506006576   25705.6486190496940.4703539008032539   0.08066849729623203 30435.668123888274  0.04667600280093366 0.15310743040467312 12704.54644175498    0.1039139483711249    37636.63649998418   9612.485004032436  0.23141501838140016   0.2656916272579344 0.83914830486512340.30061791608375680.17799099580759078 0.2725323152743117111.3469012372631 0.14614504277920642   0.375985163112035060.15310743040467312 0.34449171841051450.1660733796281246628.184579011387560.282356588091234540.14614504277920642 31183.876623648655 17370.731330504437  0.5091844194507408 0.199417862534865510.5005158549466561 0.09304576528310601 0.231415018381400160.12268152211154956 0.51612504260465520.15973691874197046 0.2855229272595246 0.4987354503190191 0.06593773367971356 0.08066849729623203   0.04667600280093366 0.06593773367971356 0.32254128344656410.15310743040467312 48579.93227209305    7675.71672468966    0.2758631966708999 12461.390436783056 32859.958768536344    0.09304576528310601 0.19941786253486551  0.08066849729623203 0.1310069037882297  0.3577814065762584   0.402386067699143870.24742876742245962 0.146145042779206420.1039139483711249  1.706878545585754546.660851634977130.28863805603392590.04667600280093366 0.10391394837112493 2.7620544236992080.20436577953513146  0.093045765283106   0.19431953632823026  373.0166882400161 0.15973691874197046 0.194319536328230240.4969390948644701 0.194319536328230260.359902396813744860.37598516311203506   0.37013245014901  0.166073379628124660.04667600280093366 0.37598516311203506 221.954985446370360.11370659234585333 11574.452561519602 72.74780631554772 0.247428767422459620.16607337962812466436.03582789669870.08066849729623203 0.22718297757140290.1310069037882297  0.10391394837112493 0.372106367160156913516.296484902436 444.58569991411460.3534608789584997   0.251225459740467670.04667600280093366 5663.060039991692    0.10391394837112493   0.481626727250485050.20436577953513146  0.2621771521888821 0.468743112389263360.18362117945411424 0.4971974812005726 13346.5506402785870.17214917333785504   0.1039139483711249  0.04667600280093366 0.1994178625348655142.516182190064540.243553370993828  0.2886380560339259     0.47491317281703105  0.269142543474526412058.531723299979  0.04667600280093366 0.146145042779206420.04667600280093366 0.364068118155211230.11370659234585333 0.23555084889380104   431.4241433973325 30.24604981500501219717.249202290564  0.138799668805878740.458088234626017050.3957826787506991 10759.770112055136  1.1646354111862860.366113716953193450.21840776811577012    59.1279137021035340.04667600280093366  0.093045765283106    0.06593773367971355 0.2758631966708999 23.8354067943704030.2138518330121832511313.68629107155246704.67697264016  0.50044932289701540.26914254347452640.18362117945411424   22954.50756787529 0.4500002378437404 0.138799668805878740.16607337962812466  0.093045765283106 0.04667600280093366 0.06593773367971356 0.2271829775714029    0.172149173337855   0.10391394837112493 0.474181418667733060.204365779535131460.442237721717322340.12268152211154956  183.006592418819 27697.042657464834   0.349032371003077    0.41619332648094930.493452096947616550.1039139483711249  0.279137295849318    0.26914254347452640.45209893909744425 0.13879966880587874  0.12268152211154958 0.08066849729623203 0.17799099580759078  0.17799099580759078 0.335055629886566840.2976921246503835 0.3661137169531934   0.1310069037882297  0.25494696417743895  0.251225459740467670.3006179160837569 0.046676002800933660.15310743040467312 0.0               0.3577814065762584   0.1310069037882297  0.463631012331890750.1461450427792064527404.304553567163  136.042805602811280.06593773367971355 0.06593773367971356  0.11370659234585333   0.4410745030942369


zeros  0                 0                  0                      0                    439                0                 0                     0                     432                 0                 330                443                  272               451                  449                 445                 454                  170               447                 458                 0                 0                 444                 434                   12                375                0                     230                457                 447                 0                 0                385               264                455                   455                 325                454                   339                0                     156               393                  439                449                408               0                 14                 50                 432                   449                454                   0                   0                 32                 453                 33                446                320                382                277                55                0                   456                 455                 458                 458                 376                411                   458                 424                3                 357               224               449                   452                  437                455                 449                0                 0                 450                  449                9                  435                0                   446                   0                   408                0                    449                 439               399              447                 0                 432                 0                     0                 456                 0                 447                 416                   0                 308                  456                 0                   458                 448                 0                    454                   0                   0                  433                   424                2                 46                444                 37                0                 449                   381                448                 63                446                451              40                 449                 0                  0                   287                440                232                455                 433                452                 270               447                 418                249                457                 456                   458                 457                 54                448                 0                    0                   421                0                  0                     455                 440                  456                 451                 390                  93                 429                 449                454                 0                 450              417               458                 454                 0                439                  455                 441                  0                 447                 441                202                441                389                78                    75                446                458                 381                 33                453                 0                  196               429                446                40               456                 25                451                 454                 383               0                  257              392                  428                458                 0                    454                   167                439                  425                310                443                 256                0                 445                   454                 458                 440                0                430                417                    302                  36                0                   458                 449                458                 72                 453                 432                   141               458               0                   450                322                370                0                   0                73                 436                    423               458                  455                  457                 421                0                 437                0                 0                  225               423               443                   0                 330                450                446                  4                 458                 457                 434                   445                 454                 156                439                337                452                  291              0                    394                  102               268                454                 420                  423               328                 450                  452                 456                 444                  444                 59                 414                386                  451                 427                  428                413                1                  448                 0                 390                  451                 316                449                0                   238               457                 457                  453                   121               


missing0                 0                  0                      0                    0                  0                 0                     0                     0                   0                 0                  0                    0                 0                    0                   0                   0                    0                 0                   0                   0                 0                 0                   0                     0                 0                  0                     0                  0                   0                   0                 0                0                 0                  0                     0                   0                  0                     0                  0                     0                 0                    0                  0                  0                 0                 0                  0                  0                     0                  0                     0                   0                 0                  0                   0                 0                  0                  0                  0                  0                 0                   0                   0                   0                   0                   0                  0                     0                   0                  0                 0                 0                 0                     0                    0                  0                   0                  0                 0                 0                    0                  0                  0                  0                   0                     0                   0                  0                    0                   0                 0                0                   0                 0                   0                     0                 0                   0                 0                   0                     0                 0                    0                   0                   0                   0                   0                    0                     0                   0                  0                     0                  0                 0                 0                   0                 0                 0                     0                  0                   0                 0                  0                0                  0                   0                  0                   0                  0                  0                  0                   0                  0                   0                 0                   0                  0                  0                   0                     0                   0                   0                 0                   0                    0                   0                  0                  0                     0                   0                    0                   0                   0                    0                  0                   0                  0                   0                 0                0                 0                   0                   0                0                    0                   0                    0                 0                   0                  0                  0                  0                  0                     0                 0                  0                   0                   0                 0                   0                  0                 0                  0                  0                0                   0                 0                   0                   0                 0                  0                0                    0                  0                   0                    0                     0                  0                    0                  0                  0                   0                  0                 0                     0                   0                   0                  0                0                  0                      0                    0                 0                   0                   0                  0                   0                  0                   0                     0                 0                 0                   0                  0                  0                  0                   0                0                  0                      0                 0                    0                    0                   0                  0                 0                  0                 0                  0                 0                 0                     0                 0                  0                  0                    0                 0                   0                   0                     0                   0                   0                  0                  0                  0                    0                0                    0                    0                 0                  0                   0                    0                 0                   0                    0                   0                   0                    0                   0                  0                  0                    0                   0                    0                  0                  0                  0                   0                 0                    0                   0                  0                  0                   0                 0                   0                    0                     0                 


0      7.0               1.0                147087.25059676045     219907.1857598039    0.0                2006.0            178193.4967320261     161376.63366336634    0.0                 194850.585660883051.0                0.0                  1.0               0.0                  0.0                 0.0                 0.0                  1.0               0.0                 0.0                 176671.8111111111 178405.7096069869 0.0                 0.0                   756.0             0.0                169309.44117647057    0.0                0.0                 0.0                 1970.0            1717.0           272.0             0.0                0.0                   0.0                 0.0                0.0                   1.0                182592.86046511628    0.0               0.0                  0.0                0.0                0.0               60.0              1.0                1.0                0.0                   0.0                0.0                   179857.76346604215  178193.4967320261 1.0                0.0                 3.0               0.0                1.0                1.0                1.0                1.0               184788.65617433417  0.0                 0.0                 0.0                 0.0                 1.0                0.0                   0.0                 0.0                1.0               0.0               1.0               0.0                   0.0                  0.0                0.0                 0.0                138313.571428571429550.0            0.0                  0.0                1.0                0.0                203633.455628685    0.0                   187300.52567237164  1.0                180267.3578431373    0.0                 0.0               0.0              0.0                 178193.4967320261 0.0                 216008.84593837537    1915.0            0.0                 179414.4157303371 0.0                 0.0                   170822.7626262626 0.0                  0.0                 142532.16792065662  0.0                 0.0                 175715.78281622913   0.0                   144486.10784313726  175531.83179723503 0.0                   0.0                3.0               1.0               0.0                 1.0               178193.4967320261 0.0                   1.0                0.0                 1.0               0.0                0.0              1.0                0.0                 158961.70308123247 184063.06872037915  0.0                0.0                0.0                0.0                 0.0                0.0                 1.0               0.0                 0.0                1.0                0.0                 0.0                   0.0                 0.0                 1.0               0.0                 211880.81318681315   178218.27472527474  0.0                180398.05693069307 143948.79679144386    0.0                 0.0                  0.0                 0.0                 0.0                  1.0                0.0                 0.0                0.0                 7.0               0.0              0.0               0.0                 0.0                 2.0              0.0                  0.0                 0.0                  961.0             0.0                 0.0                0.0                0.0                0.0                0.0                   1.0               0.0                0.0                 0.0                 642.0             0.0                 165751.57330498463 35.0              0.0                0.0                540.0            0.0                 1.0               0.0                 0.0                 0.0               171401.71038251367 756.0            0.0                  1.0                0.0                 178193.4967320261    0.0                   1.0                0.0                  0.0                0.0                0.0                 0.0                204324.734187223251.0                   0.0                 0.0                 0.0                70.0             0.0                0.0                    0.0                  1.0               181573.27604166663  0.0                 0.0                0.0                 1.0                0.0                 0.0                   216.0             0.0               184861.02836879433  0.0                0.0                0.0                185601.24938271605  5.0              1.0                1.0                    0.0               0.0                  0.0                  0.0                 0.0                1998.0            0.0                181805.66321243523143747.87889273357 0.0               0.0               0.0                   187920.610644257710.0                0.0                0.0                  1.0               0.0                 0.0                 0.0                   0.0                 0.0                 1.0                0.0                0.0                0.0                  0.0              154595.81798806478   0.0                  1.0               0.0                0.0                 0.0                  0.0               0.0                 0.0                  0.0                 0.0                 1.0                  0.0                 0.0                0.0                0.0                  0.0                 0.0                  0.0                0.0                1.0                0.0                 1.0               1.0                  0.0                 1.0                0.0                157482.0            0.0               0.0                 0.0                  0.0                   0.0               


1      7.0               1.0                171302.3622047244      205118.42900418595   0.0                2009.0            178193.4967320261     199413.65506535943    0.0                 194850.585660883050.0                0.0                  0.0               0.0                  0.0                 0.0                 0.0                  1.0               0.0                 0.0                 176671.8111111111 178405.7096069869 0.0                 0.0                   1107.0            0.0                169309.44117647057    0.0                0.0                 0.0                 1973.0            2090.0           228.0             0.0                0.0                   0.0                 0.0                0.0                   0.0                156634.52450980392    0.0               1.0                  0.0                0.0                0.0               68.85751978891821 1.0                1.0                0.0                   0.0                0.0                   179857.76346604215  178193.4967320261 1.0                0.0                 2.0               0.0                1.0                0.0                0.0                1.0               184788.65617433417  0.0                 0.0                 0.0                 0.0                 1.0                0.0                   0.0                 0.0                2.0               0.0               2.0               0.0                   0.0                  0.0                0.0                 0.0                206633.0314136125710382.0           0.0                  0.0                1.0                0.0                203633.455628685    0.0                   187300.52567237164  0.0                169568.25527903467   0.0                 350.0             32.0             0.0                 178193.4967320261 0.0                 184610.14950980392    1973.0            0.0                 179414.4157303371 0.0                 0.0                   170822.7626262626 0.0                  0.0                 201051.39688715953  0.0                 0.0                 175715.78281622913   0.0                   148549.72906403942  175531.83179723503 0.0                   0.0                3.0               1.0               1.0                 1.0               178193.4967320261 0.0                   1.0                0.0                 1.0               0.0                0.0              1.0                0.0                 211491.75330396477 184063.06872037915  1.0                0.0                1.0                0.0                 0.0                0.0                 1.0               0.0                 0.0                0.0                0.0                 0.0                   0.0                 0.0                 1.0               0.0                 140285.62820512822   178218.27472527474  0.0                180398.05693069307 201271.56721053383    0.0                 0.0                  0.0                 1.0                 0.0                  1.0                0.0                 0.0                0.0                 7.0               0.0              0.0               0.0                 0.0                 11.0             1.0                  0.0                 0.0                  1107.0            0.0                 0.0                1.0                1.0                0.0                1.0                   0.0               0.0                0.0                 0.0                 484.0             0.0                 165751.57330498463 204.0             0.0                0.0                216.0            0.0                 1.0               0.0                 0.0                 0.0               171401.71038251367 983.0            0.0                  0.0                0.0                 163465.69117647057   0.0                   0.0                0.0                  0.0                0.0                0.0                 1.0                181115.23         0.0                   0.0                 0.0                 0.0                60.0             0.0                0.0                    0.0                  1.0               197366.52450980392  0.0                 0.0                0.0                 0.0                0.0                 0.0                   859.0             0.0               184861.02836879433  0.0                1.0                1.0                185601.24938271605  6.0              1.0                0.0                    0.0               0.0                  0.0                  0.0                 0.0                1973.0            0.0                181805.66321243523143747.87889273357 1.0               0.0               0.0                   187920.610644257710.0                0.0                0.0                  1.0               0.0                 0.0                 0.0                   0.0                 0.0                 0.0                0.0                0.0                0.0                  240.0            167128.41844919784   1.0                  1.0               1.0                0.0                 0.0                  1.0               0.0                 0.0                  0.0                 0.0                 0.0                  0.0                 1.0                0.0                0.0                  0.0                 0.0                  1.0                0.0                1.0                0.0                 1.0               0.0                  0.0                 1.0                0.0                243111.468058191    235.0             0.0                 0.0                  0.0                   0.0               


2      5.0               2.0                171302.3622047244      205118.42900418595   1.0                2008.0            178193.4967320261     161376.63366336634    0.0                 163981.4191419142 0.0                0.0                  0.0               0.0                  0.0                 0.0                 0.0                  1.0               0.0                 0.0                 176671.8111111111 178405.7096069869 0.0                 0.0                   991.0             0.0                224699.7863950498     0.0                0.0                 1.0                 1950.0            1077.0           0.0               0.0                0.0                   0.0                 0.0                0.0                   0.0                182592.86046511628    1.0               0.0                  0.0                0.0                0.0               50.0              1.0                1.0                0.0                   0.0                0.0                   179857.76346604215  178193.4967320261 1.0                1.0                 1.0               0.0                0.0                0.0                0.0                1.0               184788.65617433417  0.0                 0.0                 0.0                 0.0                 1.0                0.0                   0.0                 0.0                1.0               0.0               2.0               0.0                   0.0                  0.0                0.0                 0.0                138313.571428571427420.0            0.0                  0.0                1.0                0.0                122402.59593837534  0.0                   187300.52567237164  1.0                151828.55059676044   0.0                 0.0               0.0              0.0                 178193.4967320261 0.0                 129965.77450980392    1939.0            0.0                 179414.4157303371 0.0                 0.0                   170822.7626262626 0.0                  0.0                 201051.39688715953  0.0                 0.0                 175715.78281622913   0.0                   144486.10784313726  175531.83179723503 0.0                   0.0                2.0               1.0               0.0                 1.0               178193.4967320261 0.0                   0.0                0.0                 1.0               0.0                0.0              1.0                0.0                 211491.75330396477 184063.06872037915  0.0                0.0                1.0                0.0                 0.0                1.0                 1.0               0.0                 0.0                1.0                0.0                 0.0                   0.0                 0.0                 0.0               0.0                 140285.62820512822   127029.02450980392  0.0                180398.05693069307 201271.56721053383    0.0                 0.0                  0.0                 0.0                 1.0                  1.0                0.0                 0.0                0.0                 5.0               0.0              0.0               0.0                 0.0                 1.0              0.0                  0.0                 0.0                  1077.0            0.0                 0.0                1.0                0.0                0.0                1.0                   0.0               0.0                0.0                 0.0                 205.0             0.0                 165751.57330498463 4.0               0.0                0.0                140.0            0.0                 1.0               0.0                 0.0                 0.0               171401.71038251367 0.0              0.0                  0.0                0.0                 178193.4967320261    0.0                   1.0                0.0                  0.0                0.0                0.0                 0.0                181115.23         0.0                   0.0                 1.0                 0.0                190.0            0.0                0.0                    0.0                  1.0               152316.52450980392  0.0                 0.0                0.0                 1.0                0.0                 0.0                   851.0             0.0               184861.02836879433  0.0                1.0                1.0                194951.1078431373   6.0              0.0                0.0                    0.0               0.0                  0.0                  0.0                 0.0                1939.0            0.0                128987.5661764706 143747.87889273357 1.0               0.0               0.0                   187920.610644257710.0                0.0                0.0                  0.0               0.0                 0.0                 1.0                   0.0                 0.0                 1.0                0.0                1.0                0.0                  0.0              151733.02861939298   0.0                  1.0               0.0                0.0                 0.0                  0.0               0.0                 0.0                  0.0                 0.0                 0.0                  0.0                 1.0                0.0                1.0                  0.0                 0.0                  0.0                0.0                1.0                0.0                 1.0               0.0                  0.0                 0.0                0.0                157482.0            0.0               0.0                 0.0                  0.0                   0.0               


3      7.0               1.0                171302.3622047244      178193.4967320261    0.0                2007.0            178193.4967320261     161376.63366336634    0.0                 163981.4191419142 1.0                0.0                  1.0               0.0                  0.0                 0.0                 0.0                  1.0               0.0                 0.0                 176671.8111111111 178405.7096069869 0.0                 0.0                   832.0             0.0                168970.16598267213    0.0                0.0                 0.0                 2001.0            854.0            0.0               0.0                0.0                   0.0                 0.0                0.0                   0.0                182592.86046511628    1.0               0.0                  0.0                0.0                0.0               51.0              1.0                1.0                0.0                   0.0                0.0                   179857.76346604215  178193.4967320261 1.0                0.0                 2.0               0.0                0.0                0.0                0.0                1.0               135344.4530812325   0.0                 0.0                 0.0                 0.0                 1.0                0.0                   0.0                 1.0                1.0               0.0               0.0               0.0                   0.0                  0.0                0.0                 0.0                138313.571428571426120.0            0.0                  0.0                1.0                0.0                122402.59593837534  0.0                   187300.52567237164  1.0                163767.73719637108   0.0                 0.0               0.0              0.0                 181956.919246646  0.0                 129965.77450980392    1929.0            0.0                 179414.4157303371 0.0                 0.0                   170822.7626262626 0.0                  0.0                 142532.16792065662  0.0                 0.0                 175715.78281622913   0.0                   144486.10784313726  175531.83179723503 0.0                   0.0                2.0               0.0               0.0                 1.0               178193.4967320261 0.0                   0.0                0.0                 1.0               0.0                0.0              1.0                0.0                 211491.75330396477 184063.06872037915  0.0                1.0                1.0                0.0                 0.0                1.0                 0.0               0.0                 0.0                1.0                0.0                 0.0                   0.0                 0.0                 1.0               0.0                 140285.62820512822   178218.27472527474  0.0                180398.05693069307 143948.79679144386    0.0                 0.0                  0.0                 0.0                 0.0                  1.0                0.0                 0.0                0.0                 5.0               0.0              0.0               0.0                 0.0                 7.0              0.0                  0.0                 0.0                  854.0             0.0                 0.0                0.0                0.0                0.0                1.0                   1.0               0.0                0.0                 0.0                 576.0             0.0                 165751.57330498463 112.0             0.0                0.0                832.0            0.0                 1.0               0.0                 0.0                 1.0               171401.71038251367 0.0              1.0                  0.0                0.0                 178193.4967320261    0.0                   1.0                0.0                  0.0                0.0                0.0                 0.0                181115.23         0.0                   0.0                 0.0                 0.0                45.0             0.0                0.0                    0.0                  1.0               181573.27604166663  0.0                 0.0                0.0                 1.0                0.0                 0.0                   0.0               0.0               184861.02836879433  0.0                0.0                0.0                185601.24938271605  8.0              1.0                0.0                    0.0               0.0                  0.0                  0.0                 0.0                1991.0            0.0                181805.66321243523143747.87889273357 1.0               0.0               0.0                   132608.827141382851.0                0.0                0.0                  1.0               0.0                 0.0                 1.0                   0.0                 0.0                 1.0                0.0                0.0                0.0                  0.0              154595.81798806478   0.0                  0.0               0.0                0.0                 0.0                  0.0               0.0                 0.0                  0.0                 0.0                 0.0                  0.0                 1.0                0.0                0.0                  0.0                 0.0                  0.0                0.0                1.0                0.0                 1.0               1.0                  0.0                 0.0                0.0                157482.0            48.0              0.0                 0.0                  0.0                   0.0               


4      6.0               1.0                171302.3622047244      205118.42900418595   0.0                2010.0            178193.4967320261     161376.63366336634    0.0                 194850.585660883050.0                0.0                  0.0               0.0                  0.0                 0.0                 0.0                  1.0               0.0                 0.0                 176671.8111111111 178405.7096069869 0.0                 0.0                   1004.0            0.0                169309.44117647057    1.0                0.0                 0.0                 1970.0            1004.0           0.0               0.0                0.0                   0.0                 0.0                0.0                   0.0                182592.86046511628    0.0               0.0                  0.0                0.0                0.0               68.85751978891821 1.0                1.0                0.0                   0.0                0.0                   179857.76346604215  178193.4967320261 1.0                0.0                 2.0               0.0                1.0                0.0                0.0                1.0               184788.65617433417  0.0                 0.0                 0.0                 0.0                 0.0                0.0                   0.0                 0.0                1.0               1.0               1.0               0.0                   0.0                  0.0                0.0                 0.0                138313.5714285714211241.0           0.0                  0.0                1.0                0.0                170914.57205240175  0.0                   187300.52567237164  0.0                163767.73719637108   0.0                 700.0             0.0              0.0                 178193.4967320261 0.0                 152080.32258672698    1970.0            0.0                 179414.4157303371 0.0                 0.0                   170822.7626262626 0.0                  0.0                 201051.39688715953  0.0                 0.0                 175715.78281622913   0.0                   148549.72906403942  175531.83179723503 0.0                   0.0                2.0               1.0               0.0                 1.0               178193.4967320261 0.0                   1.0                0.0                 1.0               0.0                0.0              1.0                0.0                 211491.75330396477 184063.06872037915  0.0                0.0                1.0                0.0                 1.0                0.0                 1.0               0.0                 0.0                1.0                0.0                 0.0                   0.0                 0.0                 1.0               0.0                 140285.62820512822   178218.27472527474  0.0                180398.05693069307 223156.8495098039     0.0                 0.0                  0.0                 0.0                 0.0                  1.0                0.0                 0.0                0.0                 5.0               0.0              0.0               0.0                 0.0                 3.0              0.0                  0.0                 0.0                  1004.0            0.0                 0.0                1.0                1.0                0.0                1.0                   1.0               0.0                0.0                 1.0                 480.0             0.0                 221371.6687405731  0.0               0.0                0.0                426.0            0.0                 1.0               0.0                 0.0                 0.0               171401.71038251367 0.0              1.0                  0.0                0.0                 163465.69117647057   0.0                   0.0                0.0                  0.0                0.0                0.0                 1.0                181115.23         0.0                   0.0                 0.0                 0.0                20.0             0.0                0.0                    0.0                  1.0               181573.27604166663  0.0                 0.0                0.0                 1.0                0.0                 0.0                   578.0             0.0               184861.02836879433  0.0                0.0                1.0                185601.24938271605  7.0              1.0                0.0                    0.0               0.0                  0.0                  0.0                 0.0                1970.0            0.0                181805.66321243523143747.87889273357 1.0               0.0               0.0                   187920.610644257710.0                0.0                0.0                  1.0               0.0                 0.0                 0.0                   0.0                 0.0                 1.0                0.0                0.0                0.0                  180.0            154595.81798806478   0.0                  1.0               0.0                0.0                 0.0                  0.0               1.0                 0.0                  0.0                 0.0                 0.0                  0.0                 1.0                0.0                0.0                  0.0                 0.0                  0.0                0.0                1.0                0.0                 1.0               1.0                  0.0                 0.0                0.0                203114.2504640024   0.0               0.0                 0.0                  0.0                   0.0               


5      5.0               1.0                171302.3622047244      178193.4967320261    0.0                2008.0            178193.4967320261     161376.63366336634    0.0                 163981.4191419142 1.0                0.0                  1.0               0.0                  0.0                 0.0                 0.0                  1.0               0.0                 0.0                 176671.8111111111 178405.7096069869 0.0                 0.0                   1114.0            0.0                224699.7863950498     1.0                0.0                 0.0                 2004.0            1114.0           0.0               1.0                0.0                   0.0                 0.0                0.0                   0.0                182592.86046511628    1.0               0.0                  0.0                0.0                0.0               66.0              1.0                1.0                0.0                   0.0                0.0                   179857.76346604215  178193.4967320261 1.0                0.0                 2.0               0.0                0.0                0.0                1.0                1.0               184788.65617433417  0.0                 0.0                 0.0                 0.0                 0.0                0.0                   0.0                 0.0                1.0               0.0               0.0               0.0                   0.0                  0.0                0.0                 0.0                138313.5714285714213695.0           0.0                  0.0                1.0                0.0                170914.57205240175  0.0                   187300.52567237164  0.0                209302.39072847684   0.0                 0.0               0.0              0.0                 178193.4967320261 0.0                 189097.7776348039     2004.0            0.0                 179414.4157303371 0.0                 0.0                   170822.7626262626 1.0                  0.0                 142532.16792065662  0.0                 0.0                 175715.78281622913   0.0                   222366.88205128204  175531.83179723503 0.0                   0.0                3.0               1.0               0.0                 1.0               178193.4967320261 0.0                   0.0                0.0                 1.0               0.0                0.0              1.0                0.0                 211491.75330396477 184063.06872037915  1.0                0.0                1.0                0.0                 0.0                0.0                 1.0               0.0                 0.0                1.0                0.0                 0.0                   0.0                 0.0                 1.0               0.0                 211880.81318681315   178218.27472527474  0.0                180398.05693069307 143948.79679144386    0.0                 0.0                  0.0                 0.0                 0.0                  1.0                0.0                 0.0                1.0                 6.0               0.0              0.0               0.0                 0.0                 6.0              0.0                  0.0                 0.0                  1114.0            0.0                 0.0                0.0                0.0                0.0                1.0                   0.0               0.0                0.0                 0.0                 576.0             0.0                 177919.81360946747 102.0             0.0                0.0                468.0            0.0                 1.0               0.0                 0.0                 0.0               171401.71038251367 0.0              0.0                  0.0                0.0                 178193.4967320261    0.0                   1.0                0.0                  0.0                0.0                0.0                 0.0                181115.23         0.0                   0.0                 0.0                 0.0                20.0             0.0                0.0                    1.0                  1.0               150829.02450980392  0.0                 0.0                0.0                 1.0                0.0                 0.0                   646.0             0.0               184861.02836879433  0.0                0.0                0.0                185601.24938271605  5.0              1.0                0.0                    0.0               0.0                  0.0                  0.0                 0.0                2004.0            0.0                181805.66321243523143747.87889273357 0.0               0.0               1.0                   187920.610644257710.0                0.0                0.0                  1.0               0.0                 0.0                 0.0                   0.0                 0.0                 1.0                0.0                1.0                0.0                  0.0              206602.9363057325    0.0                  1.0               0.0                0.0                 0.0                  0.0               0.0                 0.0                  0.0                 0.0                 0.0                  0.0                 1.0                0.0                0.0                  0.0                 0.0                  0.0                0.0                1.0                0.0                 1.0               0.0                  0.0                 0.0                0.0                157482.0            0.0               0.0                 0.0                  0.0                   1.0               


6      7.0               1.0                171302.3622047244      219907.1857598039    0.0                2007.0            178193.4967320261     161376.63366336634    1.0                 163981.4191419142 0.0                0.0                  1.0               0.0                  0.0                 0.0                 0.0                  1.0               0.0                 0.0                 176671.8111111111 178405.7096069869 0.0                 0.0                   637.0             0.0                168970.16598267213    0.0                0.0                 0.0                 1950.0            1108.0           205.0             1.0                0.0                   0.0                 0.0                0.0                   1.0                182592.86046511628    1.0               0.0                  0.0                0.0                0.0               57.0              1.0                1.0                0.0                   0.0                0.0                   179857.76346604215  134607.547237076651.0                0.0                 1.0               0.0                0.0                0.0                1.0                1.0               100143.52450980392  0.0                 0.0                 0.0                 0.0                 0.0                0.0                   0.0                 0.0                1.0               0.0               1.0               0.0                   0.0                  0.0                0.0                 0.0                138313.571428571427449.0            0.0                  0.0                1.0                0.0                122402.59593837534  0.0                   187300.52567237164  0.0                163767.73719637108   0.0                 0.0               0.0              0.0                 181956.919246646  0.0                 112866.7168174962     1930.0            0.0                 179414.4157303371 0.0                 0.0                   170822.7626262626 0.0                  0.0                 201051.39688715953  0.0                 0.0                 163075.56297134238   0.0                   222366.88205128204  175531.83179723503 0.0                   0.0                3.0               0.0               0.0                 0.0               178193.4967320261 0.0                   0.0                0.0                 1.0               1.0                0.0              0.0                0.0                 211491.75330396477 114840.96895424835  0.0                1.0                1.0                0.0                 0.0                1.0                 0.0               0.0                 0.0                1.0                0.0                 0.0                   0.0                 0.0                 1.0               0.0                 211880.81318681315   178218.27472527474  0.0                180398.05693069307 143948.79679144386    0.0                 0.0                  0.0                 0.0                 0.0                  1.0                0.0                 1.0                0.0                 6.0               0.0              0.0               0.0                 0.0                 6.0              0.0                  0.0                 0.0                  1108.0            0.0                 0.0                1.0                0.0                0.0                1.0                   1.0               0.0                0.0                 0.0                 280.0             0.0                 177919.81360946747 0.0               0.0                0.0                637.0            0.0                 1.0               0.0                 0.0                 1.0               171401.71038251367 0.0              1.0                  0.0                0.0                 178193.4967320261    0.0                   1.0                0.0                  0.0                0.0                0.0                 0.0                181115.23         0.0                   0.0                 0.0                 0.0                45.0             0.0                0.0                    0.0                  1.0               181573.27604166663  0.0                 0.0                0.0                 1.0                0.0                 0.0                   0.0               0.0               184861.02836879433  0.0                0.0                0.0                185601.24938271605  7.0              1.0                0.0                    0.0               0.0                  0.0                  0.0                 0.0                1930.0            1.0                181805.66321243523143747.87889273357 0.0               0.0               0.0                   132608.827141382851.0                0.0                1.0                  1.0               0.0                 0.0                 0.0                   0.0                 0.0                 1.0                0.0                0.0                0.0                  0.0              154595.81798806478   0.0                  0.0               0.0                0.0                 0.0                  0.0               0.0                 0.0                  0.0                 0.0                 0.0                  0.0                 1.0                0.0                0.0                  0.0                 0.0                  0.0                0.0                1.0                0.0                 1.0               1.0                  0.0                 0.0                0.0                157482.0            0.0               0.0                 0.0                  0.0                   1.0               


7      4.0               1.0                171302.3622047244      178193.4967320261    0.0                2008.0            178193.4967320261     161376.63366336634    0.0                 194850.585660883051.0                0.0                  1.0               0.0                  0.0                 0.0                 0.0                  1.0               0.0                 0.0                 176671.8111111111 178405.7096069869 0.0                 0.0                   520.0             0.0                168970.16598267213    1.0                0.0                 0.0                 1950.0            520.0            87.0              0.0                0.0                   0.0                 0.0                0.0                   0.0                182592.86046511628    0.0               0.0                  1.0                0.0                0.0               60.0              1.0                1.0                0.0                   0.0                0.0                   179857.76346604215  178193.4967320261 1.0                0.0                 1.0               0.0                1.0                0.0                0.0                1.0               184788.65617433417  0.0                 0.0                 0.0                 0.0                 0.0                0.0                   0.0                 0.0                1.0               0.0               0.0               0.0                   0.0                  0.0                0.0                 0.0                138313.571428571426324.0            0.0                  0.0                1.0                0.0                170914.57205240175  0.0                   187300.52567237164  1.0                151828.55059676044   0.0                 0.0               0.0              0.0                 178193.4967320261 0.0                 129965.77450980392    1927.0            0.0                 179414.4157303371 0.0                 0.0                   170822.7626262626 0.0                  0.0                 142532.16792065662  0.0                 0.0                 175715.78281622913   0.0                   144486.10784313726  175531.83179723503 0.0                   0.0                1.0               1.0               0.0                 1.0               178193.4967320261 0.0                   0.0                0.0                 1.0               0.0                0.0              1.0                0.0                 127694.14950980392 184063.06872037915  0.0                0.0                0.0                0.0                 0.0                0.0                 0.0               1.0                 0.0                1.0                0.0                 0.0                   0.0                 0.0                 0.0               0.0                 105130.89950980392   84954.02450980392   0.0                180398.05693069307 143948.79679144386    0.0                 0.0                  0.0                 0.0                 1.0                  1.0                0.0                 0.0                0.0                 4.0               0.0              0.0               0.0                 0.0                 5.0              0.0                  0.0                 0.0                  520.0             0.0                 0.0                0.0                0.0                0.0                1.0                   0.0               0.0                0.0                 0.0                 240.0             0.0                 177919.81360946747 0.0               1.0                0.0                520.0            0.0                 1.0               0.0                 0.0                 1.0               171401.71038251367 0.0              0.0                  0.0                0.0                 178193.4967320261    0.0                   1.0                0.0                  0.0                0.0                1.0                 0.0                181115.23         0.0                   0.0                 0.0                 0.0                30.0             0.0                0.0                    0.0                  0.0               150223.0311764706   0.0                 0.0                0.0                 1.0                0.0                 0.0                   0.0               0.0               111601.52450980392  0.0                0.0                0.0                134853.20367647058  6.0              1.0                0.0                    0.0               0.0                  0.0                  0.0                 0.0                1920.0            0.0                181805.66321243523143747.87889273357 0.0               1.0               0.0                   132608.827141382851.0                0.0                0.0                  0.0               0.0                 0.0                 1.0                   0.0                 0.0                 1.0                0.0                0.0                0.0                  0.0              151733.02861939298   0.0                  0.0               0.0                0.0                 0.0                  0.0               0.0                 0.0                  0.0                 0.0                 0.0                  0.0                 1.0                0.0                1.0                  0.0                 0.0                  0.0                0.0                1.0                0.0                 1.0               0.0                  0.0                 0.0                0.0                157482.0            49.0              0.0                 0.0                  0.0                   1.0               


8      5.0               1.0                171302.3622047244      178193.4967320261    0.0                2008.0            178193.4967320261     161376.63366336634    0.0                 194850.585660883050.0                0.0                  1.0               0.0                  0.0                 0.0                 0.0                  1.0               0.0                 0.0                 176671.8111111111 178405.7096069869 0.0                 0.0                   1228.0            0.0                168970.16598267213    1.0                0.0                 0.0                 2006.0            1228.0           0.0               0.0                0.0                   0.0                 0.0                0.0                   0.0                182592.86046511628    0.0               1.0                  0.0                0.0                0.0               68.85751978891821 1.0                1.0                0.0                   0.0                0.0                   179857.76346604215  178193.4967320261 1.0                0.0                 1.0               0.0                1.0                1.0                1.0                1.0               184788.65617433417  0.0                 0.0                 0.0                 0.0                 0.0                0.0                   0.0                 0.0                1.0               0.0               0.0               0.0                   0.0                  0.0                0.0                 0.0                138313.571428571428544.0            0.0                  0.0                1.0                0.0                170914.57205240175  0.0                   187300.52567237164  0.0                169568.25527903467   0.0                 0.0               0.0              0.0                 151206.9049445865 0.0                 143162.40700980392    1966.0            0.0                 179414.4157303371 0.0                 0.0                   170822.7626262626 0.0                  0.0                 201051.39688715953  0.0                 0.0                 175715.78281622913   0.0                   148549.72906403942  175531.83179723503 0.0                   0.0                3.0               1.0               0.0                 1.0               178193.4967320261 0.0                   0.0                0.0                 1.0               0.0                0.0              1.0                0.0                 158961.70308123247 184063.06872037915  1.0                0.0                0.0                0.0                 1.0                0.0                 0.0               0.0                 0.0                1.0                0.0                 0.0                   0.0                 0.0                 1.0               0.0                 211880.81318681315   178218.27472527474  0.0                180398.05693069307 143948.79679144386    0.0                 0.0                  0.0                 0.0                 0.0                  1.0                0.0                 0.0                0.0                 6.0               0.0              0.0               0.0                 0.0                 6.0              0.0                  0.0                 0.0                  1228.0            0.0                 0.0                1.0                0.0                0.0                1.0                   1.0               0.0                0.0                 0.0                 271.0             0.0                 221371.6687405731  65.0              0.0                0.0                1228.0           0.0                 1.0               0.0                 0.0                 0.0               171401.71038251367 0.0              0.0                  0.0                0.0                 178193.4967320261    0.0                   1.0                1.0                  0.0                0.0                0.0                 1.0                181115.23         0.0                   0.0                 0.0                 0.0                20.0             0.0                0.0                    0.0                  1.0               181573.27604166663  0.0                 0.0                0.0                 1.0                0.0                 0.0                   0.0               0.0               184861.02836879433  0.0                0.0                0.0                185601.24938271605  6.0              1.0                0.0                    0.0               0.0                  0.0                  0.0                 0.0                1966.0            0.0                181805.66321243523143747.87889273357 0.0               0.0               0.0                   187920.610644257711.0                0.0                0.0                  1.0               0.0                 0.0                 0.0                   0.0                 0.0                 1.0                0.0                0.0                0.0                  0.0              167128.41844919784   1.0                  1.0               0.0                0.0                 0.0                  0.0               0.0                 0.0                  0.0                 0.0                 0.0                  0.0                 1.0                0.0                0.0                  0.0                 0.0                  0.0                1.0                1.0                0.0                 1.0               0.0                  0.0                 0.0                0.0                157482.0            0.0               0.0                 0.0                  0.0                   0.0               


9      5.0               1.0                171302.3622047244      178193.4967320261    0.0                2009.0            178193.4967320261     161376.63366336634    0.0                 163981.4191419142 0.0                0.0                  1.0               0.0                  0.0                 0.0                 0.0                  1.0               0.0                 0.0                 176671.8111111111 178405.7096069869 0.0                 0.0                   1097.0            0.0                168970.16598267213    1.0                0.0                 0.0                 1995.0            1097.0           0.0               1.0                0.0                   0.0                 0.0                0.0                   0.0                182592.86046511628    1.0               0.0                  0.0                0.0                0.0               112.0             1.0                1.0                0.0                   0.0                0.0                   179857.76346604215  178193.4967320261 1.0                0.0                 2.0               0.0                0.0                0.0                0.0                1.0               184788.65617433417  0.0                 0.0                 0.0                 0.0                 1.0                1.0                   0.0                 0.0                1.0               0.0               0.0               0.0                   0.0                  0.0                0.0                 0.0                206633.0314136125710859.0           0.0                  0.0                1.0                0.0                170914.57205240175  0.0                   187300.52567237164  0.0                209302.39072847684   0.0                 0.0               0.0              0.0                 178193.4967320261 0.0                 190019.7797181373     1994.0            0.0                 179414.4157303371 0.0                 0.0                   170822.7626262626 1.0                  0.0                 201051.39688715953  0.0                 0.0                 175715.78281622913   0.0                   222366.88205128204  175531.83179723503 0.0                   0.0                3.0               1.0               0.0                 1.0               178193.4967320261 0.0                   0.0                0.0                 1.0               0.0                0.0              1.0                0.0                 211491.75330396477 184063.06872037915  1.0                0.0                1.0                0.0                 0.0                0.0                 0.0               0.0                 0.0                0.0                0.0                 0.0                   0.0                 0.0                 1.0               0.0                 140285.62820512822   178218.27472527474  0.0                180398.05693069307 143948.79679144386    0.0                 0.0                  0.0                 0.0                 0.0                  1.0                0.0                 0.0                0.0                 6.0               0.0              0.0               0.0                 0.0                 6.0              0.0                  0.0                 0.0                  1097.0            0.0                 0.0                1.0                0.0                0.0                1.0                   1.0               0.0                0.0                 0.0                 672.0             0.0                 165751.57330498463 64.0              0.0                0.0                1097.0           0.0                 1.0               0.0                 0.0                 0.0               171401.71038251367 0.0              0.0                  0.0                0.0                 178193.4967320261    0.0                   1.0                0.0                  0.0                0.0                0.0                 0.0                181115.23         0.0                   0.0                 0.0                 0.0                20.0             0.0                0.0                    1.0                  1.0               181573.27604166663  0.0                 0.0                0.0                 1.0                0.0                 0.0                   0.0               0.0               184861.02836879433  0.0                0.0                0.0                185601.24938271605  5.0              1.0                0.0                    0.0               0.0                  0.0                  0.0                 0.0                1995.0            0.0                181805.66321243523143747.87889273357 1.0               0.0               0.0                   187920.610644257711.0                0.0                0.0                  1.0               0.0                 0.0                 0.0                   0.0                 0.0                 1.0                0.0                0.0                0.0                  0.0              206602.9363057325    0.0                  1.0               1.0                0.0                 0.0                  0.0               0.0                 0.0                  0.0                 0.0                 0.0                  0.0                 1.0                0.0                0.0                  0.0                 0.0                  0.0                0.0                1.0                0.0                 1.0               0.0                  0.0                 0.0                0.0                157482.0            392.0             0.0                 0.0                  0.0                   0.0               













    






--------------------------------------------------------------------------------
Imputed and encoded numeric test data:
Rows:1459
Cols:290












    










       OverallQual       KitchenAbvGr       SaleCondition_Tencode  FireplaceQu_Tencode  Condition1_Artery  YrSold            Utilities_Tencode    BsmtExposure_Tencode  PavedDrive_N       LotShape_Tencode  GarageType_Detchd  Exterior1st_BrkFace  GarageFinish_Unf  Exterior2nd_AsbShng  Exterior2nd_Stucco  BldgType_Duplex    Neighborhood_BrDale  ExterQual_TA       LotShape_IR2        Exterior2nd_Stone    RoofMatl_Tencode  Street_Tencode    LandContour_Low    Neighborhood_NridgHt  TotalBsmtSF       RoofStyle_Hip     BsmtFinType1_Tencode  HouseStyle_1Story  GarageCond_Po       BldgType_2fmCon     YearRemodAdd      GrLivArea         EnclosedPorch    Foundation_PConc   Neighborhood_NPkVill  RoofStyle_Flat      HeatingQC_TA       Neighborhood_Blmngtn  FireplaceQu_Gd     BsmtFinType2_Tencode  LotShape_Reg      Exterior1st_HdBoard  HeatingQC_Fa        Alley_Pave          BsmtFinType1_BLQ   LotFrontage       Heating_GasA       GarageCond_TA     Neighborhood_Somerst  HouseStyle_SFoyer   Neighborhood_ClearCr  Functional_Tencode  Alley_Tencode     Functional_Typ    GarageQual_Gd       GarageCars        BldgType_Twnhs     LotShape_IR1       HeatingQC_Gd       KitchenQual_Gd    ExterCond_TA       Electrical_Tencode  Foundation_Stone    BsmtFinType2_GLQ    Electrical_FuseP    Heating_Grav         LotConfig_Corner   Neighborhood_CollgCr  MiscFeature_Othr     Electrical_FuseA   FullBath          GarageFinish_Fin   Fireplaces        Neighborhood_Mitchel  Exterior1st_AsbShng  LandSlope_Mod      SaleType_ConLw     FireplaceQu_Po     BsmtQual_Tencode  LotArea          Exterior2nd_BrkFace  BsmtFinType2_ALQ    RoofMatl_CompShg   BsmtHalfBath       HouseStyle_Tencode  Neighborhood_NoRidge  GarageCond_Tencode  Foundation_BrkTil  Exterior2nd_Tencode  Exterior1st_Stucco  MiscVal          BsmtFinSF2        LotConfig_FR2      Fence_Tencode     KitchenQual_Ex     Neighborhood_Tencode  YearBuilt        LandSlope_Sev      Heating_Tencode   LandContour_HLS     Neighborhood_OldTown  SaleType_Tencode  Exterior2nd_VinylSd  SaleType_ConLD      GarageType_Tencode  SaleType_ConLI       Heating_GasW       LandContour_Tencode  Neighborhood_Veenker  Foundation_Tencode  LandSlope_Tencode  Neighborhood_Edwards  BsmtQual_Ex        BedroomAbvGr      Electrical_SBrkr  BsmtFinType2_BLQ    PavedDrive_Y      PoolQC_Tencode       SaleCondition_Family  BsmtFinType1_ALQ   BsmtQual_Fa       SaleType_WD       LandContour_Bnk     3SsnPorch        LandContour_Lvl   Neighborhood_SWISU  HeatingQC_Tencode  PavedDrive_Tencode  HalfBath          Fence_GdPrv        HeatingQC_Ex      RoofMatl_Tar&Grv   LotConfig_CulDSac  HouseStyle_1.5Unf   BsmtFullBath      GarageQual_Fa      ExterCond_Gd       BsmtQual_TA       Functional_Maj2      SaleCondition_Alloca  Condition1_PosA    GarageCond_Gd      GarageQual_TA     FireplaceQu_Fa     KitchenQual_Tencode  Condition2_Tencode  BsmtFinType1_Rec   ExterCond_Tencode  GarageFinish_Tencode  RoofStyle_Gambrel    Exterior1st_CemntBd  MSZoning_C (all)   Condition1_PosN     Exterior2nd_MetalSd  RoofStyle_Gable    GarageType_BuiltIn  Electrical_FuseF    Condition1_RRAe     TotRmsAbvGrd      LowQualFinSF      SaleType_New       RoofStyle_Shed     Functional_Maj1     MoSold           Neighborhood_NWAmes  MasVnrType_BrkCmn   Exterior2nd_CmentBd  1stFlrSF         GarageCond_Fa       BsmtFinType2_Rec   GarageType_Attchd  MiscFeature_Shed    BsmtExposure_Av    SaleCondition_Normal  Condition1_Norm   BsmtFinType2_LwQ   GarageQual_Po        Neighborhood_NAmes  GarageArea        Functional_Min1     LotConfig_Tencode  OpenPorchSF      Condition1_Feedr   ExterQual_Ex       BsmtUnfSF         GarageType_CarPort  LandSlope_Gtl      Functional_Mod      FireplaceQu_Ex      MSZoning_RM       RoofStyle_Tencode  2ndFlrSF         Exterior2nd_Wd Sdng  BsmtCond_Gd        BsmtCond_Po        MiscFeature_Tencode  Neighborhood_StoneBr  MasVnrType_None   Neighborhood_Sawyer  BldgType_TwnhsE    ExterQual_Gd      KitchenQual_Fa      Foundation_CBlock  BsmtCond_Tencode  Neighborhood_Crawfor  GarageType_Basment  Condition2_Artery  Fence_GdWo          MSSubClass       BsmtFinType1_LwQ   SaleCondition_Partial  Exterior1st_VinylSd  CentralAir_Y       Condition1_Tencode  Street_Grvl        PavedDrive_P       GarageCond_Ex        BsmtFinType2_Unf   HouseStyle_2.5Unf   Neighborhood_Gilbert  BsmtFinSF1        PoolArea          CentralAir_Tencode  SaleType_COD       GarageFinish_RFn   FireplaceQu_TA     GarageQual_Tencode  OverallCond       BldgType_1Fam     SaleCondition_Abnorml  ScreenPorch       Exterior1st_BrkComm  Exterior2nd_Brk Cmn  SaleType_Oth         BsmtExposure_Gd    GarageYrBlt       Alley_Grvl          BldgType_Tencode  ExterQual_Tencode  KitchenQual_TA    CentralAir_N       Neighborhood_SawyerW  MSZoning_Tencode  BsmtFinType1_Unf   Condition1_RRAn    Neighborhood_IDOTRR  Condition2_Norm    MiscFeature_Gar2   SaleType_CWD         Neighborhood_BrkSide  HouseStyle_SLvl    RoofMatl_WdShngl     BsmtExposure_No   MSZoning_FV        BsmtFinType1_GLQ   Exterior1st_WdShing  MasVnrArea        Exterior1st_Tencode  Exterior2nd_HdBoard  MSZoning_RL        BsmtQual_Gd        LotShape_IR3       Exterior2nd_Plywood  BsmtExposure_Mn    MasVnrType_BrkFace  Neighborhood_Timber  Foundation_Slab     MSZoning_RH         Exterior2nd_Wd Shng  BsmtCond_Fa        BsmtCond_TA        HouseStyle_1.5Fin  Exterior1st_MetalSd  Fence_MnWw           Exterior1st_Plywood  MasVnrType_Stone   Fence_MnPrv        Street_Pave      Functional_Min2    Utilities_AllPub   Exterior1st_Wd Sdng  ExterQual_Fa       HouseStyle_2Story  ExterCond_Fa        MasVnrType_Tencode  WoodDeckSF        GarageType_2Types   Exterior2nd_AsphShn  Neighborhood_MeadowV  LotConfig_Inside   




type   int               int                real                   real                 int                int               real                 real                  int                real              int                int                  int               int                  int                 int                int                  int                int                 int                  real              real              int                int                   real              int               real                  int                int                 int                 int               int               int              int                int                   int                 int                int                   int                real                  int               int                  int                 int                 int                real              int                int               int                   int                 int                   real                real              int               int                 real              int                int                int                int               int                real                int                 int                 int                 int                  int                int                   int                  int                int               int                int               int                   int                  int                int                int                real              int              int                  int                 int                real               real                int                   real                int                real                 int                 int              real              int                real              int                real                  int              int                real              int                 int                   real              int                  int                 real                int                  int                real                 int                   real                real               int                   int                int               int               int                 int               real                 int                   int                int               int               int                 int              int               int                 real               real                int               int                int               int                int                int                 real              int                int                int               int                  int                   int                int                int               int                real                 real                int                real               real                  int                  int                  int                int                 int                  int                int                 int                 int                 int               int               int                int                int                 int              int                  int                 int                  int              int                 int                int                int                 int                int                   int               int                int                  int                 real              int                 real               int              int                int                real              int                 int                int                 int                 int               real               int              int                  int                int                real                 int                   int               int                  int                int               int                 int                real              int                   int                 int                int                 int              int                int                    int                  int                real                int                int                int                  int                int                 int                   real              int               real                int                int                int                real                int               int               int                    int               int                  int                  int                  int                real              int                 real              real               int               int                int                   real              int                int                int                  int                int                int                  int                   int                int                  int               int                int                int                  real              real                 int                  int                int                int                int                  int                int                 int                  int                 int                 int                  int                int                int                int                  int                  int                  int                int                int              int                int                int                  int                int                int                 real                int               int                 int                  int                   int                


mins   1.0               0.0                143816.52450980392     133191.52450980392   0.0                2006.0            178193.4967320261    161376.63366336634    0.0                163981.4191419142 0.0                0.0                  0.0               0.0                  0.0                 0.0                0.0                  0.0                0.0                 0.0                  175904.0245098039295579.02450980392 0.0                0.0                   0.0               0.0               146338.19117647057    0.0                0.0                 0.0                 1950.0            407.0             0.0              0.0                0.0                   0.0                 0.0                0.0                   0.0                145091.52450980392    0.0               0.0                  0.0                 0.0                 0.0                21.0              0.0                0.0               0.0                   0.0                 0.0                   84954.02450980392   134607.547237076650.0               0.0                 0.0               0.0                0.0                0.0                0.0               0.0                100143.52450980392  0.0                 0.0                 0.0                 0.0                  0.0                0.0                   0.0                  0.0                0.0               0.0                0.0               0.0                   0.0                  0.0                0.0                0.0                134771.7517825312 1470.0           0.0                  0.0                 0.0                0.0                122402.59593837534  0.0                   118776.9411764706   0.0                106204.02450980392   0.0                 0.0              0.0               0.0                133419.962009803920.0                112866.7168174962     1879.0           0.0                77729.02450980392 0.0                 0.0                   107734.024509803920.0                  0.0                 111434.07450980392  0.0                  0.0                163075.56297134238   0.0                   110363.31736694677  175531.83179723503 0.0                   0.0                0.0               0.0               0.0                 0.0               178193.4967320261    0.0                   0.0                0.0               0.0               0.0                 0.0              0.0               0.0                 100679.02450980392 114840.96895424835  0.0               0.0                0.0               0.0                0.0                0.0                 0.0               0.0                0.0                0.0               0.0                  0.0                   0.0                0.0                0.0               0.0                105130.89950980392   127029.02450980392  0.0                91754.02450980392  143948.79679144386    0.0                  0.0                  0.0                0.0                 0.0                  0.0                0.0                 0.0                 0.0                 3.0               0.0               0.0                0.0                0.0                 1.0              0.0                  0.0                 0.0                  407.0            0.0                 0.0                0.0                0.0                 0.0                0.0                   0.0               0.0                0.0                  0.0                 0.0               0.0                 165751.57330498463 0.0              0.0                0.0                0.0               0.0                 0.0                0.0                 0.0                 0.0               139864.02450980392 0.0              0.0                  0.0                0.0                73479.02450980392    0.0                   0.0               0.0                  0.0                0.0               0.0                 0.0                78579.02450980392 0.0                   0.0                 0.0                0.0                 20.0             0.0                0.0                    0.0                  0.0                150223.0311764706   0.0                0.0                0.0                  0.0                0.0                 0.0                   0.0               0.0               111601.52450980392  0.0                0.0                0.0                134853.20367647058  1.0               0.0               0.0                    0.0               0.0                  0.0                  0.0                  0.0                1895.0            0.0                 128987.5661764706 91042.14950980392  0.0               0.0                0.0                   118217.357843137240.0                0.0                0.0                  0.0                0.0                0.0                  0.0                   0.0                0.0                  0.0               0.0                0.0                0.0                  0.0               96429.02450980392    0.0                  0.0                0.0                0.0                0.0                  0.0                0.0                 0.0                  0.0                 0.0                 0.0                  0.0                0.0                0.0                0.0                  0.0                  0.0                  0.0                0.0                0.0              0.0                0.0                0.0                  0.0                0.0                0.0                 131576.52450980392  0.0               0.0                 0.0                  0.0                   0.0                


mean   6.078821110349555 1.0424948594928032 176492.09637795316     194452.82035270391   0.030157642220699112007.7697052775875178193.4967320261    179354.86101843632    0.08636052090472926176844.0836371834 0.2686771761480466 0.025359835503769704 0.42837559972583960.01233721727210418  0.01439342015078821 0.039067854694996570.009595613433858808 0.6113776559287183 0.0239890335846470180.0006854009595613434176751.75320615337178065.092670329530.016449623029472240.06100068540095956   1046.11796982167360.181631254283756 182091.99147253158    0.5106237148732008 0.0047978067169294020.0212474297464016441983.66278272789581486.045921864290724.243317340644270.453050034270048  0.009595613433858808  0.0047978067169294040.294037011651816340.0075394105551747775 0.249485949280329  180689.57815766838    0.64016449623029470.15078821110349555  0.0294722412611377640.0253598355037697040.0829335161069225568.58035714285714 0.9910897875257025 0.910212474297464 0.06579849211788896   0.0315284441398217960.010966415352981495  178383.03720943845  176172.851497708970.93008910212474290.0068540095956134341.76611796982167360.0363262508567512 0.3317340644276902 0.159698423577793010.387251542152159 0.8608636052090473 180126.11931528116  0.0034270047978067170.0137080191912268680.0034270047978067170.00137080191912268690.169979437971213150.08019191226867718   0.00137080191912268690.064427690198766281.570938999314599 0.251542152159013040.58122001370801920.04455106237148732   0.01644962302947224  0.0411240575736806 0.002056202878684030.01782042494859493181062.106896876569819.1610692254960.015078821110349555 0.0226182316655243330.9883481836874571 0.06520247083047358176296.0327526845   0.0205620287868403    184620.93755108098  0.11309115832762166180995.23531825157   0.01233721727210418 58.1679232350925352.61934156378601 0.02604523646333105174246.9783571091 0.07196710075394105179660.9318538107     1971.3577793008910.00205620287868403179140.348339493560.0479780671692940360.08636052090472926   175933.107153458750.34955448937628514  0.011651816312542838186339.7089378328   0.00274160383824537370.00616860863605209179174.226337526     0.008910212474297465  181006.2901857593   177395.21920765378 0.06442769019876628   0.093899931459904042.85400959561343370.91638108293351610.0239890335846470180.8917066483893078178193.4967320261    0.01782042494859493   0.143248800548320760.03632625085675120.86223440712817  0.0370116518163125451.7943797121315970.89856065798492110.015764222069910898182227.81273899964 177090.15440559445  0.37765592871830020.040438656614119260.51542152159013020.008224811514736120.056202878684030160.0034270047978067170.43445435827041860.0520904729266621 0.104866346812885540.43454420836189170.00274160383824537330.00822481151473612   0.008224811514736120.004112405757368060.886223440712817 0.02810143934201508179340.3962464452    178369.39980873463  0.10623714873200822178138.29247727426 180987.1789957136     0.00753941055517477750.04455106237148732  0.010281014393420150.0137080191912268680.15969842357779301  0.8012337217272104 0.06716929403701165 0.0157642220699108940.0116518163125428386.385195339273475 3.54352296093214520.080191912268677180.002056202878684030.0034270047978067176.1041809458533240.039753255654557916 0.0068540095956134340.045236463331048665 1156.5346127484580.0267306374228923930.034955448937628510.5846470185058259 0.0315284441398217960.135023989033584650.8252227553118574    0.85743660041124060.028101439342015080.00137080191912268690.14941740918437288 472.7688614540466 0.023303632625085675178278.00897433652 48.3139136394791 0.0568882796435915 0.03769705277587389554.2949245541838 0.00411240575736806 0.9568197395476353 0.0137080191912268680.0130226182316655250.1658670322138451177370.7037166422  325.96778615490060.13296778615490062  0.039067854694996570.00205620287868403177606.24421888925   0.01782042494859493   0.60178204249485960.05277587388622344  0.0774503084304318 0.33653187114461960.0212474297464016440.4119259766963674 179283.617252378840.03564084989718985   0.0116518163125428380.002056202878684030.03975325565455791657.378341329677860.054832076764907470.0822481151473612     0.34955448937628514  0.9307745030843043 179939.77372747526  0.004112405757368060.021932830705962990.00068540095956134340.8478409869773817 0.0089102124742974650.05894448252227553   439.2037037037037 1.7443454420836186179789.60281035837  0.030157642220699110.266620973269362570.1912268677176148 182567.66333366183  5.55380397532556550.82590815627141880.06100068540095956    17.0644276901987660.00274160383824537370.01028101439342015  0.00274160383824537370.097326936257710761977.72121650977560.047978067169294036178370.36965515942177673.68837649448 0.518848526387937 0.0692254969156957 0.045236463331048665  179232.090430191780.288553803975325540.016449623029472240.03838245373543523  0.9897189856065799 0.002056202878684030.00548320767649074750.03427004797806717   0.043180260452364630.00068540095956134340.65181631254283760.050719671007539410.295407813570939  0.0205620287868403   100.70914127423823179810.686881209     0.1363947909527073   0.7635366689513365 0.405071967100753940.004112405757368060.08773132282385196  0.085675119945167920.297464016449623   0.023303632625085675 0.0171350239890335830.0068540095956134340.029472241261137764 0.040438656614119260.8875942426319396 0.109664153529814940.157642220699109    0.00068540095956134340.0774503084304318   0.082933516106922550.117888965044551060.9958875942426320.024674434544208360.9986291980808774 0.1405071967100754   0.014393420150788210.292666209732693640.026730637422892393178207.07986924512  93.17477724468814 0.0116518163125428380.00068540095956134340.013708019191226868  0.7409184372858122 


maxs   10.0              2.0                255001.6042717087      345181.5245098039    1.0                2010.0            178193.4967320261    252970.21398348815    1.0                257372.274509803921.0                1.0                  1.0               1.0                  1.0                 1.0                1.0                  1.0                1.0                 1.0                  296434.0245098039 178405.7096069869 1.0                1.0                   5095.0            1.0               224699.7863950498     1.0                1.0                 1.0                 2010.0            5095.0            1012.0           1.0                1.0                   1.0                 1.0                1.0                   1.0                194068.52450980392    1.0               1.0                  1.0                 1.0                 1.0                200.0             1.0                1.0               1.0                   1.0                 1.0                   181312.14950980392  180974.444509803931.0               1.0                 5.0               1.0                1.0                1.0                1.0               1.0                184788.65617433417  1.0                 1.0                 1.0                 1.0                  1.0                1.0                   1.0                  1.0                4.0               1.0                4.0               1.0                   1.0                  1.0                1.0                1.0                287410.7402240896556600.0          1.0                  1.0                 1.0                2.0                203633.455628685    1.0                   187300.52567237164  1.0                237481.8022875817    1.0                 17000.0          1526.0            1.0                181956.919246646  1.0                288359.0245098039     2010.0           1.0                179414.4157303371 1.0                 1.0                   255001.6042717087 1.0                  1.0                 243247.1728431373   1.0                  1.0                252389.99950980392   1.0                   222366.88205128204  219485.8426916221  1.0                   1.0                6.0               1.0               1.0                 1.0               178193.4967320261    1.0                   1.0                1.0               1.0               1.0                 360.0            1.0               1.0                 211491.75330396477 184063.06872037915  2.0               1.0                1.0               1.0                1.0                1.0                 3.0               1.0                1.0                1.0               1.0                  1.0                   1.0                1.0                1.0               1.0                307728.635620915     302979.0245098039   1.0                197862.3578431373  223156.8495098039     1.0                  1.0                  1.0                1.0                 1.0                  1.0                1.0                 1.0                 1.0                 15.0              1064.0            1.0                1.0                1.0                 12.0             1.0                  1.0                 1.0                  5095.0           1.0                 1.0                1.0                1.0                 1.0                1.0                   1.0               1.0                1.0                  1.0                 1488.0            1.0                 221371.6687405731  742.0            1.0                1.0                2140.0            1.0                 1.0                1.0                 1.0                 1.0               205162.1274859944  1862.0           1.0                  1.0                1.0                188229.02450980392   1.0                   1.0               1.0                  1.0                1.0               1.0                 1.0                204324.734187223251.0                   1.0                 1.0                1.0                 190.0            1.0                1.0                    1.0                  1.0                311479.0245098039   1.0                1.0                1.0                  1.0                1.0                 1.0                   4010.0            800.0             184861.02836879433  1.0                1.0                1.0                194951.1078431373   9.0               1.0               1.0                    576.0             1.0                  1.0                  1.0                  1.0                2207.0            1.0                 183943.1995098039 311103.9129713424  1.0               1.0                1.0                   219311.6970098039 1.0                1.0                1.0                  1.0                1.0                1.0                  1.0                   1.0                1.0                  1.0               1.0                1.0                1.0                  1290.0            230256.21200980392   1.0                  1.0                1.0                1.0                1.0                  1.0                1.0                 1.0                  1.0                 1.0                 1.0                  1.0                1.0                1.0                1.0                  1.0                  1.0                  1.0                1.0                1.0              1.0                1.0                1.0                  1.0                1.0                1.0                 243111.468058191    1424.0            1.0                 1.0                  1.0                   1.0                


sigma  1.43681164047301850.2084716721132495724614.4488081099       26907.81955497985    0.171079570089422571.30174014938026435.126500680162683e-1228882.715536905405    0.2809919895538277619890.6371899698970.443423632431031330.1572694081056416   0.49501302456943640.11042358302463616  0.11914688223009973 0.1938228729850296 0.0975195151653435   0.487604324535388660.15306736600382193 0.026180163474687157 3137.23596097321575302.397777524548 0.127240440356304550.23941363412000524   442.7467124418268 0.385672517228196528488.122976770384    0.5000585236116573 0.06912353185685688 0.14425754688724    21.130466908170447485.5660986532533 67.227765419569690.497961501139334960.0975195151653435    0.06912353185685688 0.455764873622765130.08653149669551326   0.432863875540073446944.959535831842     0.48011655572247230.3579650165268748   0.16918406147420464 0.1572694081056416  0.2758762626833162 20.5612278567184920.094004666863962010.28597513745204960.24801453666172463   0.17480086959752092 0.10418057472370519   7764.753398575103   9344.441064269206 0.255084225065055 0.08253302911202244 0.77567892634949780.187164805469516170.470997476990348940.366451739577279330.48728896363127110.3462074671746118715963.223969023644  0.0584602673976526850.11631587360629349 0.05846026739765268 0.03701164311081744  0.3757435238777045 0.2716831980940073    0.03701164311081744  0.245597445063011040.55518988803566120.4340481838423863 0.64742045307201010.2063866763682702    0.12724044035630458  0.198645199605190530.045314261536557460.132343727114438  46910.28684795174 4955.51732692645 0.12190831162866256  0.14873402291122378 0.107349662391458880.2522950420673912 20533.377591439952  0.14196141967157097   11764.26956490508   0.3168127872491411425951.286853243677   0.11042358302463616 630.806977589708 176.693300528607070.159324450512575249594.9929215269   0.2585220396937797448658.82908689111     30.390070837205290.045314261536557464120.71252262847250.2137931247830296  0.28099198955382776   24826.25863986618 0.4769927590577036   0.10734966239145886 30059.124281346805  0.052306430561493825 0.0783247194382852416731.14952435502    0.09400466686396201   38032.67490944731   8806.02800442613   0.24559744506301098   0.2917894619697452 0.82978836273545110.27691036433310930.15306736600382193 0.31085709476308845.126500680162683e-120.132343727114438     0.3504465118555794 0.18716480546951620.34477196279930350.18885506378679484 20.2078417514965 0.30201311005184550.12460478782851317 30689.89005702429  20263.256532577616  0.50301667694158580.197053256189473970.49993347689444470.090347986989003440.2303920496347853 0.0584602673976526850.53028345502320520.222285676214612870.3064861798203469 0.49586698671874830.052306430561493825 0.09034798698900344   0.090347986989003440.064017988542015  0.31764856558735380.1653193297430115650064.369659260024   6115.23069917075    0.3082465587454653613372.26174917729  33850.87496256971     0.08653149669551326  0.2063866763682702   0.1009073539966373 0.11631587360629349 0.36645173957727933  0.399208561424995560.25040078872907034 0.12460478782851318 0.10734966239145886 1.508894575192540944.0432508643755650.2716831980940073 0.045314261536557460.05846026739765268 2.7224319012508060.1954459414523688   0.08253302911202244 0.207893599164312    398.165819592379 0.16135040794187366 0.183729971434756080.492951757959398050.17480086959752092 0.341866371587219940.37990667632874264   0.34974693269719470.165319329743011560.03701164311081744  0.3566216701721248  216.974164680402850.1509178059409568  11456.730191238737 68.883364113153970.231708441017898750.1905278605244564 437.110507934869250.064017988542015   0.203332394910303330.11631587360629349 0.11341007524500221 0.372088771179716213409.559779876743 420.61022646910340.3396563355205147   0.1938228729850296 0.045314261536557464663.358457904918    0.132343727114438     0.48969866065846560.22366239763173515  0.267396269321953150.47268521331156140.14425754688724    0.4923506005463547 13660.6213644789310.18545660813680687   0.10734966239145888 0.045314261536557460.1954459414523688  42.746879618718210.227730247764282470.27483655971462884    0.4769927590577036   0.2539242415502212515269.946772589561  0.064017988542015  0.1465144866534379 0.026180163474687154 0.359298107014739240.09400466686396203 0.23560151907589041   455.1118876132698630.49164630534206618602.36395373965   0.171079570089422570.4423441433443435 0.3934021212665224611447.223084004703  1.11373960328920820.37931845575066990.23941363412000524    56.6097629069105540.052306430561493825 0.10090735399663729  0.052306430561493825 0.2965040649452962 25.7144505812253530.2137931247830296  11421.92229037309248363.331700835224 0.49981592326550320.253924241550221250.20789359916431202   23489.4065731974550.4532453077561968 0.127240440356304580.19218365164804962  0.100907353996637290.045314261536557460.07387071315755715  0.18198437051533645   0.203332394910303360.026180163474687154 0.47655793658446940.2194999060175877 0.456382291342592230.14196141967157097  176.7098243723940227215.585184717394   0.34332497952241703  0.425055592900959460.491074287376700170.064017988542015  0.2830007618230365   0.2799796803410525 0.45729914512824427 0.1509178059409568   0.1298189738866536  0.08253302911202244 0.16918406147420464  0.197053256189473970.315973310448961040.3125778206919001 0.3645301476683725   0.026180163474687157 0.26739626932195315  0.2758762626833162 0.322587168824092  0.0640179885420150.155184125242575940.037011643110817440.3476316348507352   0.119146882230099730.455142486955672660.16135040794187366 28422.54135345877   127.744881519076030.10734966239145886 0.026180163474687154 0.11631587360629349   0.43828069227636257


zeros  0                 2                  0                      0                    1415               0                 0                    0                     1333               0                 1067               1422                 834               1441                 1438                1402               1445                 567                1424                1458                 0                 0                 1435               1370                  41                1194              0                     714                1452                1428                0                 0                 1208             798                1445                  1452                1030               1448                  1095               0                     525               1239                 1416                1422                1338               0                 13                 131               1363                  1413                1443                  0                   0                 102               1449                76                1406               975                1226               894               203                0                   1454                1439                1454                1457                 1211               1342                  1457                 1365               3                 1092               730               1394                  1435                 1399               1456               1433               0                 0                1437                 1426                17                 1364               0                   1429                  0                   1294               0                    1441                1408             1278              1421               0                 1354               0                     0                1456               0                 1389                1333                  0                 949                  1442                0                   1455                 1450               0                    1446                  0                   0                  1365                  1322               2                 122               1424                158               0                    1433                  1250               1406              201               1405                1446             148               1436                0                  0                   921               1400               707               1447               1377               1454                849               1383               1306               825               1455                 1447                  1447               1453               166               1418               0                    0                   1304               0                  0                     1448                 1394                 1444               1439                1226                 290                1361                1436                1442                0                 1445              1342               1456               1454                0                1401                 1449                1393                 0                1420                1408               606                1413                1262               255                   208               1418               1457                 1241                76                1425                0                  642              1376               1404               123               1453                63                 1439                1440                1217              0                  839              1265                 1402               1456               0                    1433                  581               1382                 1346               968               1428                858                0                 1407                  1442                1456               1401                0                1379               1339                   949                  101                0                   1453               1427               1458                 222                1446                1373                  462               1453              0                   1415               1070               1180               0                   0                 254               1370                   1319              1455                 1444                 1455                 1317               0                 1389                0                 0                  702               1358               1393                  0                 1038               1435               1403                 15                 1456               1451                 1409                  1396               1458                 508               1385               1028               1429                 877               0                    1260                 345                868                1453               1331                 1334               1025                1425                 1434                1449                1416                 1400               164                1299               1229                 1458                 1346                 1338               1287               6                1423               2                  1254                 1438               1032               1420                0                   762               1442                1458                 1439                  378                


missing0                 0                  0                      0                    0                  0                 0                    0                     0                  0                 0                  0                    0                 0                    0                   0                  0                    0                  0                   0                    0                 0                 0                  0                     0                 0                 0                     0                  0                   0                   0                 0                 0                0                  0                     0                   0                  0                     0                  0                     0                 0                    0                   0                   0                  0                 0                  0                 0                     0                   0           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0                   0                  0                   0                0                  0                      0                    0                  0                   0                  0                  0                    0                  0                   0                     0                 0                 0                   0                  0                  0                  0                   0                 0                 0                      0                 0                    0                    0                    0                  0                 0                   0                 0                  0                 0                  0                     0                 0                  0                  0                    0                  0                  0                    0                     0                  0                    0                 0                  0                  0                    0                 0                    0                    0                  0                  0                  0                    0                  0                   0                    0                   0                   0                    0                  0                  0                  0                    0                    0                    0                  0                  0                0                  0                  0                    0                  0                  0                   0                   0                 0                   0                    0                     0                  


0      5.0               1.0                171302.3622047244      178193.4967320261    0.0                2010.0            178193.4967320261    161376.63366336634    0.0                163981.4191419142 0.0                0.0                  1.0               0.0                  0.0                 0.0                0.0                  1.0                0.0                 0.0                  176671.8111111111 178405.7096069869 0.0                0.0                   882.0             0.0               156012.9060887513     1.0                0.0                 0.0                 1961.0            896.0             0.0              0.0                0.0                   0.0                 1.0                0.0                   0.0                168862.10143288085    1.0               0.0                  0.0                 0.0                 0.0                80.0              1.0                1.0               0.0                   0.0                 0.0                   179857.76346604215  178193.4967320261 1.0               0.0                 1.0               0.0                0.0                0.0                0.0               1.0                184788.65617433417  0.0                 0.0                 0.0                 0.0                  0.0                0.0                   0.0                  0.0                1.0               0.0                0.0               0.0                   0.0                  0.0                0.0                0.0                138313.5714285714211622.0          0.0                  0.0                 1.0                0.0                170914.57205240175  0.0                   187300.52567237164  0.0                209302.39072847684   0.0                 0.0              144.0             0.0                151206.9049445865 0.0                152080.32258672698    1961.0           0.0                179414.4157303371 0.0                 0.0                   170822.7626262626 1.0                  0.0                 201051.39688715953  0.0                  0.0                175715.78281622913   0.0                   148549.72906403942  175531.83179723503 0.0                   0.0                2.0               1.0               0.0                 1.0               178193.4967320261    0.0                   0.0                0.0               1.0               0.0                 0.0              1.0               0.0                 149413.2797336845  184063.06872037915  0.0               0.0                0.0               0.0                0.0                0.0                 0.0               0.0                0.0                1.0               0.0                  0.0                   0.0                0.0                1.0               0.0                140285.62820512822   178218.27472527474  1.0                180398.05693069307 143948.79679144386    0.0                  0.0                  0.0                0.0                 0.0                  1.0                0.0                 0.0                 0.0                 5.0               0.0               0.0                0.0                0.0                 6.0              0.0                  0.0                 0.0                  896.0            0.0                 0.0                1.0                0.0                 0.0                1.0                   0.0               1.0                0.0                  1.0                 730.0             0.0                 177919.81360946747 0.0              1.0                0.0                270.0             0.0                 1.0                0.0                 0.0                 0.0               171401.71038251367 0.0              0.0                  0.0                0.0                178193.4967320261    0.0                   1.0               0.0                  0.0                0.0               0.0                 1.0                181115.23         0.0                   0.0                 0.0                0.0                 20.0             0.0                0.0                    1.0                  1.0                150223.0311764706   0.0                0.0                0.0                  0.0                0.0                 0.0                   468.0             0.0               184861.02836879433  0.0                0.0                0.0                185601.24938271605  6.0               1.0               0.0                    120.0             0.0                  0.0                  0.0                  0.0                1961.0            0.0                 181805.66321243523143747.87889273357 1.0               0.0                0.0                   134962.357843137260.0                0.0                0.0                  1.0                0.0                0.0                  0.0                   0.0                0.0                  1.0               0.0                0.0                0.0                  0.0               206602.9363057325    0.0                  0.0                0.0                0.0                0.0                  0.0                0.0                 0.0                  0.0                 1.0                 0.0                  0.0                1.0                0.0                0.0                  0.0                  0.0                  0.0                1.0                1.0              0.0                1.0                0.0                  0.0                0.0                0.0                 157482.0            140.0             0.0                 0.0                  0.0                   1.0                


1      6.0               1.0                171302.3622047244      178193.4967320261    0.0                2010.0            178193.4967320261    161376.63366336634    0.0                194850.585660883050.0                0.0                  1.0               0.0                  0.0                 0.0                0.0                  1.0                0.0                 0.0                  176671.8111111111 178405.7096069869 0.0                0.0                   1329.0            1.0               169309.44117647057    1.0                0.0                 0.0                 1958.0            1329.0            0.0              0.0                0.0                   0.0                 1.0                0.0                   0.0                182592.86046511628    0.0               0.0                  0.0                 0.0                 0.0                81.0              1.0                1.0               0.0                   0.0                 0.0                   179857.76346604215  178193.4967320261 1.0               0.0                 1.0               0.0                1.0                0.0                1.0               1.0                184788.65617433417  0.0                 0.0                 0.0                 0.0                  1.0                0.0                   0.0                  0.0                1.0               0.0                0.0               0.0                   0.0                  0.0                0.0                0.0                138313.5714285714214267.0          0.0                  0.0                 1.0                0.0                170914.57205240175  0.0                   187300.52567237164  0.0                163767.73719637108   0.0                 12500.0          0.0               0.0                178193.4967320261 0.0                152080.32258672698    1958.0           0.0                179414.4157303371 0.0                 0.0                   170822.7626262626 0.0                  0.0                 201051.39688715953  0.0                  0.0                175715.78281622913   0.0                   148549.72906403942  175531.83179723503 0.0                   0.0                3.0               1.0               0.0                 1.0               178193.4967320261    0.0                   1.0                0.0               1.0               0.0                 0.0              1.0               0.0                 149413.2797336845  184063.06872037915  1.0               0.0                0.0               0.0                0.0                0.0                 0.0               0.0                0.0                1.0               0.0                  0.0                   0.0                0.0                1.0               0.0                211880.81318681315   178218.27472527474  0.0                180398.05693069307 143948.79679144386    0.0                  0.0                  0.0                0.0                 0.0                  0.0                0.0                 0.0                 0.0                 6.0               0.0               0.0                0.0                0.0                 6.0              0.0                  0.0                 0.0                  1329.0           0.0                 0.0                1.0                0.0                 0.0                1.0                   1.0               0.0                0.0                  1.0                 312.0             0.0                 165751.57330498463 36.0             0.0                0.0                406.0             0.0                 1.0                0.0                 0.0                 0.0               205162.1274859944  0.0              1.0                  0.0                0.0                188229.02450980392   0.0                   0.0               0.0                  0.0                0.0               0.0                 1.0                181115.23         0.0                   0.0                 0.0                0.0                 20.0             0.0                0.0                    0.0                  1.0                181573.27604166663  0.0                0.0                0.0                  1.0                0.0                 0.0                   923.0             0.0               184861.02836879433  0.0                0.0                0.0                185601.24938271605  6.0               1.0               0.0                    0.0               0.0                  0.0                  0.0                  0.0                1958.0            0.0                 181805.66321243523143747.87889273357 0.0               0.0                0.0                   187920.610644257710.0                0.0                0.0                  1.0                1.0                0.0                  0.0                   0.0                0.0                  1.0               0.0                0.0                0.0                  108.0             154595.81798806478   0.0                  1.0                0.0                0.0                0.0                  0.0                1.0                 0.0                  0.0                 0.0                 0.0                  0.0                1.0                0.0                0.0                  0.0                  0.0                  0.0                0.0                1.0              0.0                1.0                1.0                  0.0                0.0                0.0                 203114.2504640024   393.0             0.0                 0.0                  0.0                   0.0                


2      5.0               1.0                171302.3622047244      205118.42900418595   0.0                2010.0            178193.4967320261    161376.63366336634    0.0                194850.585660883050.0                0.0                  0.0               0.0                  0.0                 0.0                0.0                  1.0                0.0                 0.0                  176671.8111111111 178405.7096069869 0.0                0.0                   928.0             0.0               224699.7863950498     0.0                0.0                 0.0                 1998.0            1629.0            0.0              1.0                0.0                   0.0                 0.0                0.0                   0.0                182592.86046511628    0.0               0.0                  0.0                 0.0                 0.0                74.0              1.0                1.0               0.0                   0.0                 0.0                   179857.76346604215  178193.4967320261 1.0               0.0                 2.0               0.0                1.0                1.0                0.0               1.0                184788.65617433417  0.0                 0.0                 0.0                 0.0                  0.0                0.0                   0.0                  0.0                2.0               1.0                1.0               0.0                   0.0                  0.0                0.0                0.0                206633.0314136125713830.0          0.0                  0.0                 1.0                0.0                203633.455628685    0.0                   187300.52567237164  0.0                209302.39072847684   0.0                 0.0              0.0               0.0                151206.9049445865 0.0                191808.0596949891     1997.0           0.0                179414.4157303371 0.0                 0.0                   170822.7626262626 1.0                  0.0                 201051.39688715953  0.0                  0.0                175715.78281622913   0.0                   222366.88205128204  175531.83179723503 0.0                   0.0                3.0               1.0               0.0                 1.0               178193.4967320261    0.0                   0.0                0.0               1.0               0.0                 0.0              1.0               0.0                 158961.70308123247 184063.06872037915  1.0               0.0                0.0               0.0                0.0                0.0                 0.0               0.0                0.0                0.0               0.0                  0.0                   0.0                0.0                1.0               0.0                140285.62820512822   178218.27472527474  0.0                180398.05693069307 223156.8495098039     0.0                  0.0                  0.0                0.0                 0.0                  1.0                0.0                 0.0                 0.0                 6.0               0.0               0.0                0.0                0.0                 3.0              0.0                  0.0                 0.0                  928.0            0.0                 0.0                1.0                0.0                 0.0                1.0                   1.0               0.0                0.0                  0.0                 482.0             0.0                 177919.81360946747 34.0             0.0                0.0                137.0             0.0                 1.0                0.0                 0.0                 0.0               171401.71038251367 701.0            0.0                  0.0                0.0                178193.4967320261    0.0                   1.0               0.0                  0.0                0.0               0.0                 0.0                181115.23         0.0                   0.0                 0.0                0.0                 60.0             0.0                0.0                    1.0                  1.0                181573.27604166663  0.0                0.0                0.0                  1.0                0.0                 1.0                   791.0             0.0               184861.02836879433  0.0                0.0                1.0                185601.24938271605  5.0               1.0               0.0                    0.0               0.0                  0.0                  0.0                  0.0                1997.0            0.0                 181805.66321243523143747.87889273357 1.0               0.0                0.0                   187920.610644257710.0                0.0                0.0                  1.0                0.0                0.0                  0.0                   0.0                0.0                  1.0               0.0                1.0                0.0                  0.0               206602.9363057325    0.0                  1.0                1.0                0.0                0.0                  0.0                0.0                 0.0                  0.0                 0.0                 0.0                  0.0                1.0                0.0                0.0                  0.0                  0.0                  0.0                1.0                1.0              0.0                1.0                0.0                  0.0                1.0                0.0                 157482.0            212.0             0.0                 0.0                  0.0                   1.0                


3      6.0               1.0                171302.3622047244      219907.1857598039    0.0                2010.0            178193.4967320261    161376.63366336634    0.0                194850.585660883050.0                0.0                  0.0               0.0                  0.0                 0.0                0.0                  1.0                0.0                 0.0                  176671.8111111111 178405.7096069869 0.0                0.0                   926.0             0.0               224699.7863950498     0.0                0.0                 0.0                 1998.0            1604.0            0.0              1.0                0.0                   0.0                 0.0                0.0                   1.0                182592.86046511628    0.0               0.0                  0.0                 0.0                 0.0                78.0              1.0                1.0               0.0                   0.0                 0.0                   179857.76346604215  178193.4967320261 1.0               0.0                 2.0               0.0                1.0                0.0                1.0               1.0                184788.65617433417  0.0                 0.0                 0.0                 0.0                  0.0                0.0                   0.0                  0.0                2.0               1.0                1.0               0.0                   0.0                  0.0                0.0                0.0                138313.571428571429978.0           0.0                  0.0                 1.0                0.0                203633.455628685    0.0                   187300.52567237164  0.0                209302.39072847684   0.0                 0.0              0.0               0.0                178193.4967320261 0.0                191808.0596949891     1998.0           0.0                179414.4157303371 0.0                 0.0                   170822.7626262626 1.0                  0.0                 201051.39688715953  0.0                  0.0                175715.78281622913   0.0                   222366.88205128204  175531.83179723503 0.0                   0.0                3.0               1.0               0.0                 1.0               178193.4967320261    0.0                   0.0                0.0               1.0               0.0                 0.0              1.0               0.0                 211491.75330396477 184063.06872037915  1.0               0.0                1.0               0.0                0.0                0.0                 0.0               0.0                0.0                1.0               0.0                  0.0                   0.0                0.0                1.0               0.0                211880.81318681315   178218.27472527474  0.0                180398.05693069307 223156.8495098039     0.0                  0.0                  0.0                0.0                 0.0                  1.0                0.0                 0.0                 0.0                 7.0               0.0               0.0                0.0                0.0                 6.0              0.0                  0.0                 0.0                  926.0            0.0                 0.0                1.0                0.0                 0.0                1.0                   1.0               0.0                0.0                  0.0                 470.0             0.0                 177919.81360946747 36.0             0.0                0.0                324.0             0.0                 1.0                0.0                 0.0                 0.0               171401.71038251367 678.0            0.0                  0.0                0.0                178193.4967320261    0.0                   0.0               0.0                  0.0                0.0               0.0                 0.0                181115.23         0.0                   0.0                 0.0                0.0                 60.0             0.0                0.0                    1.0                  1.0                181573.27604166663  0.0                0.0                0.0                  1.0                0.0                 1.0                   602.0             0.0               184861.02836879433  0.0                0.0                0.0                185601.24938271605  6.0               1.0               0.0                    0.0               0.0                  0.0                  0.0                  0.0                1998.0            0.0                 181805.66321243523143747.87889273357 0.0               0.0                0.0                   187920.610644257710.0                0.0                0.0                  1.0                0.0                0.0                  0.0                   0.0                0.0                  1.0               0.0                1.0                0.0                  20.0              206602.9363057325    0.0                  1.0                0.0                0.0                0.0                  0.0                1.0                 0.0                  0.0                 0.0                 0.0                  0.0                1.0                0.0                0.0                  0.0                  0.0                  0.0                0.0                1.0              0.0                1.0                0.0                  0.0                1.0                0.0                 203114.2504640024   360.0             0.0                 0.0                  0.0                   1.0                


4      8.0               1.0                171302.3622047244      178193.4967320261    0.0                2010.0            178193.4967320261    161376.63366336634    0.0                194850.585660883050.0                0.0                  0.0               0.0                  0.0                 0.0                0.0                  0.0                0.0                 0.0                  176671.8111111111 178405.7096069869 0.0                0.0                   1280.0            0.0               169309.44117647057    1.0                0.0                 0.0                 1992.0            1280.0            0.0              1.0                0.0                   0.0                 0.0                0.0                   0.0                182592.86046511628    0.0               1.0                  0.0                 0.0                 0.0                43.0              1.0                1.0               0.0                   0.0                 0.0                   179857.76346604215  178193.4967320261 1.0               0.0                 2.0               0.0                1.0                0.0                1.0               1.0                184788.65617433417  0.0                 0.0                 0.0                 0.0                  0.0                0.0                   0.0                  0.0                2.0               0.0                0.0               0.0                   0.0                  0.0                0.0                0.0                206633.031413612575005.0           0.0                  0.0                 1.0                0.0                170914.57205240175  0.0                   187300.52567237164  0.0                169568.25527903467   0.0                 0.0              0.0               0.0                178193.4967320261 0.0                288359.0245098039     1992.0           0.0                179414.4157303371 1.0                 0.0                   170822.7626262626 0.0                  0.0                 201051.39688715953  0.0                  0.0                252389.99950980392   0.0                   222366.88205128204  175531.83179723503 0.0                   0.0                2.0               1.0               0.0                 1.0               178193.4967320261    0.0                   1.0                0.0               1.0               0.0                 0.0              0.0               0.0                 211491.75330396477 184063.06872037915  0.0               0.0                1.0               0.0                0.0                0.0                 0.0               0.0                0.0                0.0               0.0                  0.0                   0.0                0.0                1.0               0.0                211880.81318681315   178218.27472527474  0.0                180398.05693069307 201271.56721053383    0.0                  0.0                  0.0                0.0                 0.0                  1.0                0.0                 0.0                 0.0                 5.0               0.0               0.0                0.0                0.0                 1.0              0.0                  0.0                 0.0                  1280.0           0.0                 0.0                1.0                0.0                 0.0                1.0                   1.0               0.0                0.0                  0.0                 506.0             0.0                 177919.81360946747 82.0             0.0                0.0                1017.0            0.0                 1.0                0.0                 0.0                 0.0               171401.71038251367 0.0              0.0                  0.0                0.0                178193.4967320261    1.0                   1.0               0.0                  1.0                1.0               0.0                 0.0                181115.23         0.0                   0.0                 0.0                0.0                 120.0            0.0                0.0                    0.0                  1.0                181573.27604166663  0.0                0.0                0.0                  1.0                0.0                 0.0                   263.0             0.0               184861.02836879433  0.0                1.0                0.0                185601.24938271605  5.0               0.0               0.0                    144.0             0.0                  0.0                  0.0                  0.0                1992.0            0.0                 183943.1995098039 228065.58659034083 0.0               0.0                0.0                   187920.610644257710.0                0.0                0.0                  1.0                0.0                0.0                  0.0                   0.0                0.0                  1.0               0.0                0.0                0.0                  0.0               167128.41844919784   1.0                  1.0                1.0                0.0                0.0                  0.0                0.0                 0.0                  0.0                 0.0                 0.0                  0.0                1.0                0.0                0.0                  0.0                  0.0                  0.0                0.0                1.0              0.0                1.0                0.0                  0.0                0.0                0.0                 157482.0            0.0               0.0                 0.0                  0.0                   1.0                


5      6.0               1.0                171302.3622047244      205118.42900418595   0.0                2010.0            178193.4967320261    161376.63366336634    0.0                194850.585660883050.0                0.0                  0.0               0.0                  0.0                 0.0                0.0                  1.0                0.0                 0.0                  176671.8111111111 178405.7096069869 0.0                0.0                   763.0             0.0               168970.16598267213    0.0                0.0                 0.0                 1994.0            1655.0            0.0              1.0                0.0                   0.0                 0.0                0.0                   0.0                182592.86046511628    0.0               1.0                  0.0                 0.0                 0.0                75.0              1.0                1.0               0.0                   0.0                 0.0                   179857.76346604215  178193.4967320261 1.0               0.0                 2.0               0.0                1.0                1.0                0.0               1.0                184788.65617433417  0.0                 0.0                 0.0                 0.0                  1.0                0.0                   0.0                  0.0                2.0               1.0                1.0               0.0                   0.0                  0.0                0.0                0.0                206633.0314136125710000.0          0.0                  0.0                 1.0                0.0                203633.455628685    0.0                   187300.52567237164  0.0                169568.25527903467   0.0                 0.0              0.0               0.0                178193.4967320261 0.0                191808.0596949891     1993.0           0.0                179414.4157303371 0.0                 0.0                   170822.7626262626 0.0                  0.0                 201051.39688715953  0.0                  0.0                175715.78281622913   0.0                   222366.88205128204  175531.83179723503 0.0                   0.0                3.0               1.0               0.0                 1.0               178193.4967320261    0.0                   0.0                0.0               1.0               0.0                 0.0              1.0               0.0                 158961.70308123247 184063.06872037915  1.0               0.0                0.0               0.0                0.0                0.0                 0.0               0.0                0.0                0.0               0.0                  0.0                   0.0                0.0                1.0               0.0                140285.62820512822   178218.27472527474  0.0                180398.05693069307 223156.8495098039     0.0                  0.0                  0.0                0.0                 0.0                  1.0                0.0                 0.0                 0.0                 7.0               0.0               0.0                0.0                0.0                 4.0              0.0                  0.0                 0.0                  763.0            0.0                 0.0                1.0                0.0                 0.0                1.0                   1.0               0.0                0.0                  0.0                 440.0             0.0                 165751.57330498463 84.0             0.0                0.0                763.0             0.0                 1.0                0.0                 0.0                 0.0               171401.71038251367 892.0            0.0                  0.0                0.0                178193.4967320261    0.0                   1.0               0.0                  0.0                0.0               0.0                 0.0                181115.23         0.0                   0.0                 0.0                0.0                 60.0             0.0                0.0                    0.0                  1.0                181573.27604166663  0.0                0.0                0.0                  1.0                0.0                 1.0                   0.0               0.0               184861.02836879433  0.0                0.0                1.0                185601.24938271605  5.0               1.0               0.0                    0.0               0.0                  0.0                  0.0                  0.0                1993.0            0.0                 181805.66321243523143747.87889273357 1.0               0.0                0.0                   187920.610644257711.0                0.0                0.0                  1.0                0.0                0.0                  0.0                   0.0                0.0                  1.0               0.0                0.0                0.0                  0.0               167128.41844919784   1.0                  1.0                1.0                0.0                0.0                  0.0                0.0                 0.0                  0.0                 0.0                 0.0                  0.0                1.0                0.0                0.0                  0.0                  0.0                  0.0                0.0                1.0              0.0                1.0                0.0                  0.0                1.0                0.0                 157482.0            157.0             0.0                 0.0                  0.0                   0.0                


6      6.0               1.0                171302.3622047244      178193.4967320261    0.0                2010.0            178193.4967320261    161376.63366336634    0.0                194850.585660883050.0                0.0                  0.0               0.0                  0.0                 0.0                0.0                  1.0                0.0                 0.0                  176671.8111111111 178405.7096069869 0.0                0.0                   1168.0            0.0               169309.44117647057    1.0                0.0                 0.0                 2007.0            1187.0            0.0              1.0                0.0                   0.0                 0.0                0.0                   0.0                182592.86046511628    0.0               1.0                  0.0                 0.0                 0.0                68.58035714285714 1.0                1.0               0.0                   0.0                 0.0                   179857.76346604215  178193.4967320261 1.0               0.0                 2.0               0.0                1.0                0.0                0.0               0.0                184788.65617433417  0.0                 0.0                 0.0                 0.0                  0.0                0.0                   0.0                  0.0                2.0               1.0                0.0               0.0                   0.0                  0.0                0.0                0.0                206633.031413612577980.0           0.0                  0.0                 1.0                0.0                170914.57205240175  0.0                   187300.52567237164  0.0                169568.25527903467   0.0                 500.0            0.0               0.0                181956.919246646  0.0                191808.0596949891     1992.0           0.0                179414.4157303371 0.0                 0.0                   170822.7626262626 0.0                  0.0                 201051.39688715953  0.0                  0.0                175715.78281622913   0.0                   222366.88205128204  175531.83179723503 0.0                   0.0                3.0               1.0               0.0                 1.0               178193.4967320261    0.0                   1.0                0.0               1.0               0.0                 0.0              1.0               0.0                 211491.75330396477 184063.06872037915  0.0               1.0                1.0               0.0                0.0                0.0                 1.0               0.0                1.0                0.0               0.0                  0.0                   0.0                0.0                1.0               0.0                140285.62820512822   178218.27472527474  0.0                179370.36597321855 223156.8495098039     0.0                  0.0                  0.0                0.0                 0.0                  1.0                0.0                 0.0                 0.0                 6.0               0.0               0.0                0.0                0.0                 3.0              0.0                  0.0                 0.0                  1187.0           0.0                 0.0                1.0                1.0                 0.0                1.0                   1.0               0.0                0.0                  0.0                 420.0             0.0                 177919.81360946747 21.0             0.0                0.0                233.0             0.0                 1.0                0.0                 0.0                 0.0               171401.71038251367 0.0              0.0                  0.0                0.0                163465.69117647057   0.0                   1.0               0.0                  0.0                0.0               0.0                 0.0                181115.23         0.0                   0.0                 0.0                0.0                 20.0             0.0                0.0                    0.0                  1.0                181573.27604166663  0.0                0.0                0.0                  1.0                0.0                 1.0                   935.0             0.0               184861.02836879433  0.0                0.0                0.0                185601.24938271605  7.0               1.0               0.0                    0.0               0.0                  0.0                  0.0                  0.0                1992.0            0.0                 181805.66321243523143747.87889273357 1.0               0.0                0.0                   187920.610644257710.0                0.0                0.0                  1.0                0.0                0.0                  0.0                   0.0                0.0                  1.0               0.0                0.0                0.0                  0.0               167128.41844919784   1.0                  1.0                1.0                0.0                0.0                  0.0                0.0                 0.0                  0.0                 0.0                 0.0                  0.0                1.0                0.0                0.0                  0.0                  0.0                  0.0                0.0                1.0              0.0                1.0                0.0                  0.0                0.0                0.0                 157482.0            483.0             0.0                 0.0                  0.0                   1.0                


7      6.0               1.0                171302.3622047244      219907.1857598039    0.0                2010.0            178193.4967320261    161376.63366336634    0.0                194850.585660883050.0                0.0                  0.0               0.0                  0.0                 0.0                0.0                  1.0                0.0                 0.0                  176671.8111111111 178405.7096069869 0.0                0.0                   789.0             0.0               168970.16598267213    0.0                0.0                 0.0                 1998.0            1465.0            0.0              1.0                0.0                   0.0                 0.0                0.0                   1.0                182592.86046511628    0.0               0.0                  0.0                 0.0                 0.0                63.0              1.0                1.0               0.0                   0.0                 0.0                   179857.76346604215  178193.4967320261 1.0               0.0                 2.0               0.0                1.0                1.0                0.0               1.0                184788.65617433417  0.0                 0.0                 0.0                 0.0                  0.0                0.0                   0.0                  0.0                2.0               1.0                1.0               0.0                   0.0                  0.0                0.0                0.0                206633.031413612578402.0           0.0                  0.0                 1.0                0.0                203633.455628685    0.0                   187300.52567237164  0.0                209302.39072847684   0.0                 0.0              0.0               0.0                178193.4967320261 0.0                191808.0596949891     1998.0           0.0                179414.4157303371 0.0                 0.0                   170822.7626262626 1.0                  0.0                 201051.39688715953  0.0                  0.0                175715.78281622913   0.0                   222366.88205128204  175531.83179723503 0.0                   0.0                3.0               1.0               0.0                 1.0               178193.4967320261    0.0                   0.0                0.0               1.0               0.0                 0.0              1.0               0.0                 158961.70308123247 184063.06872037915  1.0               0.0                0.0               0.0                0.0                0.0                 0.0               0.0                0.0                0.0               0.0                  0.0                   0.0                0.0                1.0               0.0                140285.62820512822   178218.27472527474  0.0                180398.05693069307 223156.8495098039     0.0                  0.0                  0.0                0.0                 0.0                  1.0                0.0                 0.0                 0.0                 7.0               0.0               0.0                0.0                0.0                 5.0              0.0                  0.0                 0.0                  789.0            0.0                 0.0                1.0                0.0                 0.0                1.0                   1.0               0.0                0.0                  0.0                 393.0             0.0                 177919.81360946747 75.0             0.0                0.0                789.0             0.0                 1.0                0.0                 0.0                 0.0               171401.71038251367 676.0            0.0                  0.0                0.0                178193.4967320261    0.0                   1.0               0.0                  0.0                0.0               0.0                 0.0                181115.23         0.0                   0.0                 0.0                0.0                 60.0             0.0                0.0                    1.0                  1.0                181573.27604166663  0.0                0.0                0.0                  1.0                0.0                 1.0                   0.0               0.0               184861.02836879433  0.0                0.0                0.0                185601.24938271605  5.0               1.0               0.0                    0.0               0.0                  0.0                  0.0                  0.0                1998.0            0.0                 181805.66321243523143747.87889273357 1.0               0.0                0.0                   187920.610644257711.0                0.0                0.0                  1.0                0.0                0.0                  0.0                   0.0                0.0                  1.0               0.0                0.0                0.0                  0.0               206602.9363057325    0.0                  1.0                1.0                0.0                0.0                  0.0                0.0                 0.0                  0.0                 0.0                 0.0                  0.0                1.0                0.0                0.0                  0.0                  0.0                  0.0                0.0                1.0              0.0                1.0                0.0                  0.0                1.0                0.0                 157482.0            0.0               0.0                 0.0                  0.0                   1.0                


8      7.0               1.0                171302.3622047244      133191.52450980392   0.0                2010.0            178193.4967320261    252970.21398348815    0.0                163981.4191419142 0.0                0.0                  1.0               0.0                  0.0                 0.0                0.0                  1.0                0.0                 0.0                  176671.8111111111 178405.7096069869 0.0                0.0                   1300.0            0.0               224699.7863950498     1.0                0.0                 0.0                 1990.0            1341.0            0.0              1.0                0.0                   0.0                 0.0                0.0                   0.0                182592.86046511628    1.0               1.0                  0.0                 0.0                 0.0                85.0              1.0                1.0               0.0                   0.0                 0.0                   179857.76346604215  178193.4967320261 1.0               0.0                 2.0               0.0                0.0                1.0                1.0               1.0                184788.65617433417  0.0                 0.0                 0.0                 0.0                  0.0                0.0                   0.0                  0.0                1.0               0.0                1.0               0.0                   0.0                  0.0                0.0                1.0                206633.0314136125710176.0          0.0                  0.0                 1.0                0.0                170914.57205240175  0.0                   187300.52567237164  0.0                169568.25527903467   0.0                 0.0              0.0               0.0                178193.4967320261 0.0                191808.0596949891     1990.0           0.0                179414.4157303371 0.0                 0.0                   170822.7626262626 0.0                  0.0                 201051.39688715953  0.0                  0.0                175715.78281622913   0.0                   222366.88205128204  175531.83179723503 0.0                   0.0                2.0               1.0               0.0                 1.0               178193.4967320261    0.0                   0.0                0.0               1.0               0.0                 0.0              1.0               0.0                 158961.70308123247 184063.06872037915  1.0               0.0                0.0               0.0                0.0                0.0                 1.0               0.0                0.0                0.0               0.0                  0.0                   0.0                0.0                1.0               0.0                211880.81318681315   178218.27472527474  0.0                180398.05693069307 143948.79679144386    0.0                  0.0                  0.0                0.0                 0.0                  1.0                0.0                 0.0                 0.0                 5.0               0.0               0.0                0.0                0.0                 2.0              0.0                  0.0                 0.0                  1341.0           0.0                 0.0                1.0                0.0                 0.0                1.0                   1.0               0.0                0.0                  0.0                 506.0             0.0                 177919.81360946747 0.0              0.0                0.0                663.0             0.0                 1.0                0.0                 0.0                 0.0               171401.71038251367 0.0              0.0                  0.0                0.0                178193.4967320261    0.0                   1.0               0.0                  0.0                0.0               0.0                 0.0                181115.23         0.0                   0.0                 0.0                0.0                 20.0             0.0                0.0                    0.0                  1.0                181573.27604166663  0.0                0.0                0.0                  1.0                0.0                 1.0                   637.0             0.0               184861.02836879433  0.0                0.0                0.0                185601.24938271605  5.0               1.0               0.0                    0.0               0.0                  0.0                  0.0                  1.0                1990.0            0.0                 181805.66321243523143747.87889273357 0.0               0.0                0.0                   187920.610644257710.0                0.0                0.0                  1.0                0.0                0.0                  0.0                   0.0                0.0                  0.0               0.0                1.0                0.0                  0.0               167128.41844919784   1.0                  1.0                1.0                0.0                0.0                  0.0                0.0                 0.0                  0.0                 0.0                 0.0                  0.0                1.0                0.0                0.0                  0.0                  0.0                  0.0                0.0                1.0              0.0                1.0                0.0                  0.0                0.0                0.0                 157482.0            192.0             0.0                 0.0                  0.0                   1.0                


9      4.0               1.0                171302.3622047244      178193.4967320261    0.0                2010.0            178193.4967320261    161376.63366336634    0.0                163981.4191419142 0.0                0.0                  0.0               0.0                  0.0                 0.0                0.0                  1.0                0.0                 0.0                  176671.8111111111 178405.7096069869 0.0                0.0                   882.0             0.0               169309.44117647057    1.0                0.0                 0.0                 1970.0            882.0             0.0              0.0                0.0                   0.0                 1.0                0.0                   0.0                167901.0383986928     1.0               0.0                  0.0                 0.0                 0.0                70.0              1.0                1.0               0.0                   0.0                 0.0                   179857.76346604215  178193.4967320261 1.0               0.0                 2.0               0.0                0.0                0.0                0.0               1.0                184788.65617433417  0.0                 0.0                 0.0                 0.0                  1.0                0.0                   0.0                  0.0                1.0               1.0                0.0               0.0                   0.0                  0.0                0.0                0.0                138313.571428571428400.0           0.0                  0.0                 1.0                0.0                170914.57205240175  0.0                   187300.52567237164  0.0                163573.83733031675   0.0                 0.0              78.0              0.0                151206.9049445865 0.0                152080.32258672698    1970.0           0.0                179414.4157303371 0.0                 0.0                   170822.7626262626 0.0                  0.0                 201051.39688715953  0.0                  0.0                175715.78281622913   0.0                   148549.72906403942  175531.83179723503 0.0                   0.0                2.0               1.0               0.0                 1.0               178193.4967320261    0.0                   1.0                0.0               1.0               0.0                 0.0              1.0               0.0                 149413.2797336845  184063.06872037915  0.0               0.0                0.0               0.0                0.0                0.0                 1.0               0.0                0.0                1.0               0.0                  0.0                   0.0                0.0                1.0               0.0                140285.62820512822   178218.27472527474  0.0                180398.05693069307 223156.8495098039     0.0                  0.0                  0.0                0.0                 0.0                  1.0                0.0                 0.0                 0.0                 4.0               0.0               0.0                0.0                0.0                 4.0              0.0                  0.0                 0.0                  882.0            0.0                 1.0                1.0                0.0                 0.0                1.0                   1.0               0.0                0.0                  1.0                 525.0             0.0                 165751.57330498463 0.0              0.0                0.0                0.0               0.0                 1.0                0.0                 0.0                 0.0               171401.71038251367 0.0              0.0                  0.0                0.0                178193.4967320261    0.0                   1.0               0.0                  0.0                0.0               0.0                 1.0                181115.23         0.0                   0.0                 0.0                0.0                 20.0             0.0                0.0                    0.0                  1.0                181573.27604166663  0.0                0.0                0.0                  0.0                0.0                 0.0                   804.0             0.0               184861.02836879433  0.0                0.0                0.0                185601.24938271605  5.0               1.0               0.0                    0.0               0.0                  0.0                  0.0                  0.0                1970.0            0.0                 181805.66321243523143747.87889273357 1.0               0.0                0.0                   187920.610644257710.0                0.0                0.0                  1.0                0.0                0.0                  0.0                   0.0                0.0                  1.0               0.0                0.0                0.0                  0.0               173812.54638480392   0.0                  1.0                0.0                0.0                1.0                  0.0                0.0                 0.0                  0.0                 0.0                 0.0                  0.0                1.0                0.0                0.0                  0.0                  1.0                  0.0                1.0                1.0              0.0                1.0                0.0                  0.0                0.0                0.0                 157482.0            240.0             0.0                 0.0                  0.0                   0.0                




















In [12]:



    


# Check Neighborhood_Tencode

print(test[0:5, ['Neighborhood', 'Neighborhood_Tencode']])
_, _ = target_encoder(valid, test, 'Neighborhood', 'SalePrice', test=True)
del _

# NAmes   152080
# NAmes   152080
# Gilbert 191808
# Gilbert 191808
# StoneBr 288359



    


















    










Neighborhood    Neighborhood_Tencode




NAmes                         152080


NAmes                         152080


Gilbert                       191808


Gilbert                       191808


StoneBr                       288359













    






{nan: 178193.49673202613, 'CollgCr': 190019.77971813726, 'Gilbert': 191808.0596949891, 'SWISU': 156269.02450980392, 'Edwards': 126241.13989441929, 'Blmngtn': 210845.6545098039, 'NPkVill': 147641.52450980392, 'Timber': 260109.74673202613, 'NridgHt': 284073.1545098039, 'SawyerW': 189097.7776348039, 'BrDale': 116064.02450980392, 'Crawfor': 216008.84593837534, 'BrkSide': 129965.77450980392, 'Somerst': 227656.9671023965, 'Sawyer': 143162.40700980392, 'MeadowV': 113131.52450980392, 'ClearCr': 207949.02450980392, 'NoRidge': 273948.2552790347, 'Veenker': 243734.02450980392, 'IDOTRR': 112866.71681749621, 'StoneBr': 288359.0245098039, 'NAmes': 152080.32258672698, 'OldTown': 139863.03613771088, 'Mitchel': 169316.52450980392, 'NWAmes': 184610.14950980392}

Create combination features





In [13]:



    


def feature_combiner(training_frame, test_frame, nums):
    
    """ Combines numeric features using simple arithmatic operations.
    
    :param training_frame: Training frame from which to generate features and onto which generated 
                           feeatures will be cbound.
    :param test_frame: Test frame from which to generate features and onto which generated 
                       feeatures will be cbound.
    :param nums: List of original numeric features from which to generate combined features.
    
    """

    total = len(nums)
    
    # convert to pandas
    train_df = training_frame.as_data_frame()
    test_df = test_frame.as_data_frame()
    
    for i, col_i in enumerate(nums):
        
        print('Combining: ' + col_i + ' (' + str(i+1) + '/' + str(total) + ') ...')        
        
        for j, col_j in enumerate(nums):
            
            # don't repeat (i*j = j*i)
            if i < j:
                
                # convert to pandas
                col_i_train_df = train_df[col_i]
                col_j_train_df = train_df[col_j]
                col_i_test_df = test_df[col_i]
                col_j_test_df = test_df[col_j] 

                # multiply, convert back to h2o
                train_df[str(col_i + '|' + col_j)] = col_i_train_df.values*col_j_train_df.values
                test_df[str(col_i + '|' + col_j)] = col_i_test_df.values*col_j_test_df.values
                
    print('Done.')
    
    # convert back to h2o
    
    print('Converting to H2OFrame ...')
    
    training_frame = h2o.H2OFrame(train_df)
    training_frame.columns = list(train_df)
    test_frame = h2o.H2OFrame(test_df)
    test_frame.columns = list(test_df)
    
    print('Done.')
    print()
    
    # conserve memory 
    del train_df
    del test_df 
    
    return training_frame, test_frame



    











In [14]:



    


train, _ = feature_combiner(train, test, encoded_nums)
valid, test = feature_combiner(valid, test, encoded_nums)



    


















    






Combining: OverallQual (1/290) ...
Combining: KitchenAbvGr (2/290) ...
Combining: SaleCondition_Tencode (3/290) ...
Combining: FireplaceQu_Tencode (4/290) ...
Combining: Condition1_Artery (5/290) ...
Combining: YrSold (6/290) ...
Combining: Utilities_Tencode (7/290) ...
Combining: BsmtExposure_Tencode (8/290) ...
Combining: PavedDrive_N (9/290) ...
Combining: LotShape_Tencode (10/290) ...
Combining: GarageType_Detchd (11/290) ...
Combining: Exterior1st_BrkFace (12/290) ...
Combining: GarageFinish_Unf (13/290) ...
Combining: Exterior2nd_AsbShng (14/290) ...
Combining: Exterior2nd_Stucco (15/290) ...
Combining: BldgType_Duplex (16/290) ...
Combining: Neighborhood_BrDale (17/290) ...
Combining: ExterQual_TA (18/290) ...
Combining: LotShape_IR2 (19/290) ...
Combining: Exterior2nd_Stone (20/290) ...
Combining: RoofMatl_Tencode (21/290) ...
Combining: Street_Tencode (22/290) ...
Combining: LandContour_Low (23/290) ...
Combining: Neighborhood_NridgHt (24/290) ...
Combining: TotalBsmtSF (25/290) ...
Combining: RoofStyle_Hip (26/290) ...
Combining: BsmtFinType1_Tencode (27/290) ...
Combining: HouseStyle_1Story (28/290) ...
Combining: GarageCond_Po (29/290) ...
Combining: BldgType_2fmCon (30/290) ...
Combining: YearRemodAdd (31/290) ...
Combining: GrLivArea (32/290) ...
Combining: EnclosedPorch (33/290) ...
Combining: Foundation_PConc (34/290) ...
Combining: Neighborhood_NPkVill (35/290) ...
Combining: RoofStyle_Flat (36/290) ...
Combining: HeatingQC_TA (37/290) ...
Combining: Neighborhood_Blmngtn (38/290) ...
Combining: FireplaceQu_Gd (39/290) ...
Combining: BsmtFinType2_Tencode (40/290) ...
Combining: LotShape_Reg (41/290) ...
Combining: Exterior1st_HdBoard (42/290) ...
Combining: HeatingQC_Fa (43/290) ...
Combining: Alley_Pave (44/290) ...
Combining: BsmtFinType1_BLQ (45/290) ...
Combining: LotFrontage (46/290) ...
Combining: Heating_GasA (47/290) ...
Combining: GarageCond_TA (48/290) ...
Combining: Neighborhood_Somerst (49/290) ...
Combining: HouseStyle_SFoyer (50/290) ...
Combining: Neighborhood_ClearCr (51/290) ...
Combining: Functional_Tencode (52/290) ...
Combining: Alley_Tencode (53/290) ...
Combining: Functional_Typ (54/290) ...
Combining: GarageQual_Gd (55/290) ...
Combining: GarageCars (56/290) ...
Combining: BldgType_Twnhs (57/290) ...
Combining: LotShape_IR1 (58/290) ...
Combining: HeatingQC_Gd (59/290) ...
Combining: KitchenQual_Gd (60/290) ...
Combining: ExterCond_TA (61/290) ...
Combining: Electrical_Tencode (62/290) ...
Combining: Foundation_Stone (63/290) ...
Combining: BsmtFinType2_GLQ (64/290) ...
Combining: Electrical_FuseP (65/290) ...
Combining: Heating_Grav (66/290) ...
Combining: LotConfig_Corner (67/290) ...
Combining: Neighborhood_CollgCr (68/290) ...
Combining: MiscFeature_Othr (69/290) ...
Combining: Electrical_FuseA (70/290) ...
Combining: FullBath (71/290) ...
Combining: GarageFinish_Fin (72/290) ...
Combining: Fireplaces (73/290) ...
Combining: Neighborhood_Mitchel (74/290) ...
Combining: Exterior1st_AsbShng (75/290) ...
Combining: LandSlope_Mod (76/290) ...
Combining: SaleType_ConLw (77/290) ...
Combining: FireplaceQu_Po (78/290) ...
Combining: BsmtQual_Tencode (79/290) ...
Combining: LotArea (80/290) ...
Combining: Exterior2nd_BrkFace (81/290) ...
Combining: BsmtFinType2_ALQ (82/290) ...
Combining: RoofMatl_CompShg (83/290) ...
Combining: BsmtHalfBath (84/290) ...
Combining: HouseStyle_Tencode (85/290) ...
Combining: Neighborhood_NoRidge (86/290) ...
Combining: GarageCond_Tencode (87/290) ...
Combining: Foundation_BrkTil (88/290) ...
Combining: Exterior2nd_Tencode (89/290) ...
Combining: Exterior1st_Stucco (90/290) ...
Combining: MiscVal (91/290) ...
Combining: BsmtFinSF2 (92/290) ...
Combining: LotConfig_FR2 (93/290) ...
Combining: Fence_Tencode (94/290) ...
Combining: KitchenQual_Ex (95/290) ...
Combining: Neighborhood_Tencode (96/290) ...
Combining: YearBuilt (97/290) ...
Combining: LandSlope_Sev (98/290) ...
Combining: Heating_Tencode (99/290) ...
Combining: LandContour_HLS (100/290) ...
Combining: Neighborhood_OldTown (101/290) ...
Combining: SaleType_Tencode (102/290) ...
Combining: Exterior2nd_VinylSd (103/290) ...
Combining: SaleType_ConLD (104/290) ...
Combining: GarageType_Tencode (105/290) ...
Combining: SaleType_ConLI (106/290) ...
Combining: Heating_GasW (107/290) ...
Combining: LandContour_Tencode (108/290) ...
Combining: Neighborhood_Veenker (109/290) ...
Combining: Foundation_Tencode (110/290) ...
Combining: LandSlope_Tencode (111/290) ...
Combining: Neighborhood_Edwards (112/290) ...
Combining: BsmtQual_Ex (113/290) ...
Combining: BedroomAbvGr (114/290) ...
Combining: Electrical_SBrkr (115/290) ...
Combining: BsmtFinType2_BLQ (116/290) ...
Combining: PavedDrive_Y (117/290) ...
Combining: PoolQC_Tencode (118/290) ...
Combining: SaleCondition_Family (119/290) ...
Combining: BsmtFinType1_ALQ (120/290) ...
Combining: BsmtQual_Fa (121/290) ...
Combining: SaleType_WD (122/290) ...
Combining: LandContour_Bnk (123/290) ...
Combining: 3SsnPorch (124/290) ...
Combining: LandContour_Lvl (125/290) ...
Combining: Neighborhood_SWISU (126/290) ...
Combining: HeatingQC_Tencode (127/290) ...
Combining: PavedDrive_Tencode (128/290) ...
Combining: HalfBath (129/290) ...
Combining: Fence_GdPrv (130/290) ...
Combining: HeatingQC_Ex (131/290) ...
Combining: RoofMatl_Tar&Grv (132/290) ...
Combining: LotConfig_CulDSac (133/290) ...
Combining: HouseStyle_1.5Unf (134/290) ...
Combining: BsmtFullBath (135/290) ...
Combining: GarageQual_Fa (136/290) ...
Combining: ExterCond_Gd (137/290) ...
Combining: BsmtQual_TA (138/290) ...
Combining: Functional_Maj2 (139/290) ...
Combining: SaleCondition_Alloca (140/290) ...
Combining: Condition1_PosA (141/290) ...
Combining: GarageCond_Gd (142/290) ...
Combining: GarageQual_TA (143/290) ...
Combining: FireplaceQu_Fa (144/290) ...
Combining: KitchenQual_Tencode (145/290) ...
Combining: Condition2_Tencode (146/290) ...
Combining: BsmtFinType1_Rec (147/290) ...
Combining: ExterCond_Tencode (148/290) ...
Combining: GarageFinish_Tencode (149/290) ...
Combining: RoofStyle_Gambrel (150/290) ...
Combining: Exterior1st_CemntBd (151/290) ...
Combining: MSZoning_C (all) (152/290) ...
Combining: Condition1_PosN (153/290) ...
Combining: Exterior2nd_MetalSd (154/290) ...
Combining: RoofStyle_Gable (155/290) ...
Combining: GarageType_BuiltIn (156/290) ...
Combining: Electrical_FuseF (157/290) ...
Combining: Condition1_RRAe (158/290) ...
Combining: TotRmsAbvGrd (159/290) ...
Combining: LowQualFinSF (160/290) ...
Combining: SaleType_New (161/290) ...
Combining: RoofStyle_Shed (162/290) ...
Combining: Functional_Maj1 (163/290) ...
Combining: MoSold (164/290) ...
Combining: Neighborhood_NWAmes (165/290) ...
Combining: MasVnrType_BrkCmn (166/290) ...
Combining: Exterior2nd_CmentBd (167/290) ...
Combining: 1stFlrSF (168/290) ...
Combining: GarageCond_Fa (169/290) ...
Combining: BsmtFinType2_Rec (170/290) ...
Combining: GarageType_Attchd (171/290) ...
Combining: MiscFeature_Shed (172/290) ...
Combining: BsmtExposure_Av (173/290) ...
Combining: SaleCondition_Normal (174/290) ...
Combining: Condition1_Norm (175/290) ...
Combining: BsmtFinType2_LwQ (176/290) ...
Combining: GarageQual_Po (177/290) ...
Combining: Neighborhood_NAmes (178/290) ...
Combining: GarageArea (179/290) ...
Combining: Functional_Min1 (180/290) ...
Combining: LotConfig_Tencode (181/290) ...
Combining: OpenPorchSF (182/290) ...
Combining: Condition1_Feedr (183/290) ...
Combining: ExterQual_Ex (184/290) ...
Combining: BsmtUnfSF (185/290) ...
Combining: GarageType_CarPort (186/290) ...
Combining: LandSlope_Gtl (187/290) ...
Combining: Functional_Mod (188/290) ...
Combining: FireplaceQu_Ex (189/290) ...
Combining: MSZoning_RM (190/290) ...
Combining: RoofStyle_Tencode (191/290) ...
Combining: 2ndFlrSF (192/290) ...
Combining: Exterior2nd_Wd Sdng (193/290) ...
Combining: BsmtCond_Gd (194/290) ...
Combining: BsmtCond_Po (195/290) ...
Combining: MiscFeature_Tencode (196/290) ...
Combining: Neighborhood_StoneBr (197/290) ...
Combining: MasVnrType_None (198/290) ...
Combining: Neighborhood_Sawyer (199/290) ...
Combining: BldgType_TwnhsE (200/290) ...
Combining: ExterQual_Gd (201/290) ...
Combining: KitchenQual_Fa (202/290) ...
Combining: Foundation_CBlock (203/290) ...
Combining: BsmtCond_Tencode (204/290) ...
Combining: Neighborhood_Crawfor (205/290) ...
Combining: GarageType_Basment (206/290) ...
Combining: Condition2_Artery (207/290) ...
Combining: Fence_GdWo (208/290) ...
Combining: MSSubClass (209/290) ...
Combining: BsmtFinType1_LwQ (210/290) ...
Combining: SaleCondition_Partial (211/290) ...
Combining: Exterior1st_VinylSd (212/290) ...
Combining: CentralAir_Y (213/290) ...
Combining: Condition1_Tencode (214/290) ...
Combining: Street_Grvl (215/290) ...
Combining: PavedDrive_P (216/290) ...
Combining: GarageCond_Ex (217/290) ...
Combining: BsmtFinType2_Unf (218/290) ...
Combining: HouseStyle_2.5Unf (219/290) ...
Combining: Neighborhood_Gilbert (220/290) ...
Combining: BsmtFinSF1 (221/290) ...
Combining: PoolArea (222/290) ...
Combining: CentralAir_Tencode (223/290) ...
Combining: SaleType_COD (224/290) ...
Combining: GarageFinish_RFn (225/290) ...
Combining: FireplaceQu_TA (226/290) ...
Combining: GarageQual_Tencode (227/290) ...
Combining: OverallCond (228/290) ...
Combining: BldgType_1Fam (229/290) ...
Combining: SaleCondition_Abnorml (230/290) ...
Combining: ScreenPorch (231/290) ...
Combining: Exterior1st_BrkComm (232/290) ...
Combining: Exterior2nd_Brk Cmn (233/290) ...
Combining: SaleType_Oth (234/290) ...
Combining: BsmtExposure_Gd (235/290) ...
Combining: GarageYrBlt (236/290) ...
Combining: Alley_Grvl (237/290) ...
Combining: BldgType_Tencode (238/290) ...
Combining: ExterQual_Tencode (239/290) ...
Combining: KitchenQual_TA (240/290) ...
Combining: CentralAir_N (241/290) ...
Combining: Neighborhood_SawyerW (242/290) ...
Combining: MSZoning_Tencode (243/290) ...
Combining: BsmtFinType1_Unf (244/290) ...
Combining: Condition1_RRAn (245/290) ...
Combining: Neighborhood_IDOTRR (246/290) ...
Combining: Condition2_Norm (247/290) ...
Combining: MiscFeature_Gar2 (248/290) ...
Combining: SaleType_CWD (249/290) ...
Combining: Neighborhood_BrkSide (250/290) ...
Combining: HouseStyle_SLvl (251/290) ...
Combining: RoofMatl_WdShngl (252/290) ...
Combining: BsmtExposure_No (253/290) ...
Combining: MSZoning_FV (254/290) ...
Combining: BsmtFinType1_GLQ (255/290) ...
Combining: Exterior1st_WdShing (256/290) ...
Combining: MasVnrArea (257/290) ...
Combining: Exterior1st_Tencode (258/290) ...
Combining: Exterior2nd_HdBoard (259/290) ...
Combining: MSZoning_RL (260/290) ...
Combining: BsmtQual_Gd (261/290) ...
Combining: LotShape_IR3 (262/290) ...
Combining: Exterior2nd_Plywood (263/290) ...
Combining: BsmtExposure_Mn (264/290) ...
Combining: MasVnrType_BrkFace (265/290) ...
Combining: Neighborhood_Timber (266/290) ...
Combining: Foundation_Slab (267/290) ...
Combining: MSZoning_RH (268/290) ...
Combining: Exterior2nd_Wd Shng (269/290) ...
Combining: BsmtCond_Fa (270/290) ...
Combining: BsmtCond_TA (271/290) ...
Combining: HouseStyle_1.5Fin (272/290) ...
Combining: Exterior1st_MetalSd (273/290) ...
Combining: Fence_MnWw (274/290) ...
Combining: Exterior1st_Plywood (275/290) ...
Combining: MasVnrType_Stone (276/290) ...
Combining: Fence_MnPrv (277/290) ...
Combining: Street_Pave (278/290) ...
Combining: Functional_Min2 (279/290) ...
Combining: Utilities_AllPub (280/290) ...
Combining: Exterior1st_Wd Sdng (281/290) ...
Combining: ExterQual_Fa (282/290) ...
Combining: HouseStyle_2Story (283/290) ...
Combining: ExterCond_Fa (284/290) ...
Combining: MasVnrType_Tencode (285/290) ...
Combining: WoodDeckSF (286/290) ...
Combining: GarageType_2Types (287/290) ...
Combining: Exterior2nd_AsphShn (288/290) ...
Combining: Neighborhood_MeadowV (289/290) ...
Combining: LotConfig_Inside (290/290) ...
Done.
Converting to H2OFrame ...
Done.

Combining: OverallQual (1/290) ...
Combining: KitchenAbvGr (2/290) ...
Combining: SaleCondition_Tencode (3/290) ...
Combining: FireplaceQu_Tencode (4/290) ...
Combining: Condition1_Artery (5/290) ...
Combining: YrSold (6/290) ...
Combining: Utilities_Tencode (7/290) ...
Combining: BsmtExposure_Tencode (8/290) ...
Combining: PavedDrive_N (9/290) ...
Combining: LotShape_Tencode (10/290) ...
Combining: GarageType_Detchd (11/290) ...
Combining: Exterior1st_BrkFace (12/290) ...
Combining: GarageFinish_Unf (13/290) ...
Combining: Exterior2nd_AsbShng (14/290) ...
Combining: Exterior2nd_Stucco (15/290) ...
Combining: BldgType_Duplex (16/290) ...
Combining: Neighborhood_BrDale (17/290) ...
Combining: ExterQual_TA (18/290) ...
Combining: LotShape_IR2 (19/290) ...
Combining: Exterior2nd_Stone (20/290) ...
Combining: RoofMatl_Tencode (21/290) ...
Combining: Street_Tencode (22/290) ...
Combining: LandContour_Low (23/290) ...
Combining: Neighborhood_NridgHt (24/290) ...
Combining: TotalBsmtSF (25/290) ...
Combining: RoofStyle_Hip (26/290) ...
Combining: BsmtFinType1_Tencode (27/290) ...
Combining: HouseStyle_1Story (28/290) ...
Combining: GarageCond_Po (29/290) ...
Combining: BldgType_2fmCon (30/290) ...
Combining: YearRemodAdd (31/290) ...
Combining: GrLivArea (32/290) ...
Combining: EnclosedPorch (33/290) ...
Combining: Foundation_PConc (34/290) ...
Combining: Neighborhood_NPkVill (35/290) ...
Combining: RoofStyle_Flat (36/290) ...
Combining: HeatingQC_TA (37/290) ...
Combining: Neighborhood_Blmngtn (38/290) ...
Combining: FireplaceQu_Gd (39/290) ...
Combining: BsmtFinType2_Tencode (40/290) ...
Combining: LotShape_Reg (41/290) ...
Combining: Exterior1st_HdBoard (42/290) ...
Combining: HeatingQC_Fa (43/290) ...
Combining: Alley_Pave (44/290) ...
Combining: BsmtFinType1_BLQ (45/290) ...
Combining: LotFrontage (46/290) ...
Combining: Heating_GasA (47/290) ...
Combining: GarageCond_TA (48/290) ...
Combining: Neighborhood_Somerst (49/290) ...
Combining: HouseStyle_SFoyer (50/290) ...
Combining: Neighborhood_ClearCr (51/290) ...
Combining: Functional_Tencode (52/290) ...
Combining: Alley_Tencode (53/290) ...
Combining: Functional_Typ (54/290) ...
Combining: GarageQual_Gd (55/290) ...
Combining: GarageCars (56/290) ...
Combining: BldgType_Twnhs (57/290) ...
Combining: LotShape_IR1 (58/290) ...
Combining: HeatingQC_Gd (59/290) ...
Combining: KitchenQual_Gd (60/290) ...
Combining: ExterCond_TA (61/290) ...
Combining: Electrical_Tencode (62/290) ...
Combining: Foundation_Stone (63/290) ...
Combining: BsmtFinType2_GLQ (64/290) ...
Combining: Electrical_FuseP (65/290) ...
Combining: Heating_Grav (66/290) ...
Combining: LotConfig_Corner (67/290) ...
Combining: Neighborhood_CollgCr (68/290) ...
Combining: MiscFeature_Othr (69/290) ...
Combining: Electrical_FuseA (70/290) ...
Combining: FullBath (71/290) ...
Combining: GarageFinish_Fin (72/290) ...
Combining: Fireplaces (73/290) ...
Combining: Neighborhood_Mitchel (74/290) ...
Combining: Exterior1st_AsbShng (75/290) ...
Combining: LandSlope_Mod (76/290) ...
Combining: SaleType_ConLw (77/290) ...
Combining: FireplaceQu_Po (78/290) ...
Combining: BsmtQual_Tencode (79/290) ...
Combining: LotArea (80/290) ...
Combining: Exterior2nd_BrkFace (81/290) ...
Combining: BsmtFinType2_ALQ (82/290) ...
Combining: RoofMatl_CompShg (83/290) ...
Combining: BsmtHalfBath (84/290) ...
Combining: HouseStyle_Tencode (85/290) ...
Combining: Neighborhood_NoRidge (86/290) ...
Combining: GarageCond_Tencode (87/290) ...
Combining: Foundation_BrkTil (88/290) ...
Combining: Exterior2nd_Tencode (89/290) ...
Combining: Exterior1st_Stucco (90/290) ...
Combining: MiscVal (91/290) ...
Combining: BsmtFinSF2 (92/290) ...
Combining: LotConfig_FR2 (93/290) ...
Combining: Fence_Tencode (94/290) ...
Combining: KitchenQual_Ex (95/290) ...
Combining: Neighborhood_Tencode (96/290) ...
Combining: YearBuilt (97/290) ...
Combining: LandSlope_Sev (98/290) ...
Combining: Heating_Tencode (99/290) ...
Combining: LandContour_HLS (100/290) ...
Combining: Neighborhood_OldTown (101/290) ...
Combining: SaleType_Tencode (102/290) ...
Combining: Exterior2nd_VinylSd (103/290) ...
Combining: SaleType_ConLD (104/290) ...
Combining: GarageType_Tencode (105/290) ...
Combining: SaleType_ConLI (106/290) ...
Combining: Heating_GasW (107/290) ...
Combining: LandContour_Tencode (108/290) ...
Combining: Neighborhood_Veenker (109/290) ...
Combining: Foundation_Tencode (110/290) ...
Combining: LandSlope_Tencode (111/290) ...
Combining: Neighborhood_Edwards (112/290) ...
Combining: BsmtQual_Ex (113/290) ...
Combining: BedroomAbvGr (114/290) ...
Combining: Electrical_SBrkr (115/290) ...
Combining: BsmtFinType2_BLQ (116/290) ...
Combining: PavedDrive_Y (117/290) ...
Combining: PoolQC_Tencode (118/290) ...
Combining: SaleCondition_Family (119/290) ...
Combining: BsmtFinType1_ALQ (120/290) ...
Combining: BsmtQual_Fa (121/290) ...
Combining: SaleType_WD (122/290) ...
Combining: LandContour_Bnk (123/290) ...
Combining: 3SsnPorch (124/290) ...
Combining: LandContour_Lvl (125/290) ...
Combining: Neighborhood_SWISU (126/290) ...
Combining: HeatingQC_Tencode (127/290) ...
Combining: PavedDrive_Tencode (128/290) ...
Combining: HalfBath (129/290) ...
Combining: Fence_GdPrv (130/290) ...
Combining: HeatingQC_Ex (131/290) ...
Combining: RoofMatl_Tar&Grv (132/290) ...
Combining: LotConfig_CulDSac (133/290) ...
Combining: HouseStyle_1.5Unf (134/290) ...
Combining: BsmtFullBath (135/290) ...
Combining: GarageQual_Fa (136/290) ...
Combining: ExterCond_Gd (137/290) ...
Combining: BsmtQual_TA (138/290) ...
Combining: Functional_Maj2 (139/290) ...
Combining: SaleCondition_Alloca (140/290) ...
Combining: Condition1_PosA (141/290) ...
Combining: GarageCond_Gd (142/290) ...
Combining: GarageQual_TA (143/290) ...
Combining: FireplaceQu_Fa (144/290) ...
Combining: KitchenQual_Tencode (145/290) ...
Combining: Condition2_Tencode (146/290) ...
Combining: BsmtFinType1_Rec (147/290) ...
Combining: ExterCond_Tencode (148/290) ...
Combining: GarageFinish_Tencode (149/290) ...
Combining: RoofStyle_Gambrel (150/290) ...
Combining: Exterior1st_CemntBd (151/290) ...
Combining: MSZoning_C (all) (152/290) ...
Combining: Condition1_PosN (153/290) ...
Combining: Exterior2nd_MetalSd (154/290) ...
Combining: RoofStyle_Gable (155/290) ...
Combining: GarageType_BuiltIn (156/290) ...
Combining: Electrical_FuseF (157/290) ...
Combining: Condition1_RRAe (158/290) ...
Combining: TotRmsAbvGrd (159/290) ...
Combining: LowQualFinSF (160/290) ...
Combining: SaleType_New (161/290) ...
Combining: RoofStyle_Shed (162/290) ...
Combining: Functional_Maj1 (163/290) ...
Combining: MoSold (164/290) ...
Combining: Neighborhood_NWAmes (165/290) ...
Combining: MasVnrType_BrkCmn (166/290) ...
Combining: Exterior2nd_CmentBd (167/290) ...
Combining: 1stFlrSF (168/290) ...
Combining: GarageCond_Fa (169/290) ...
Combining: BsmtFinType2_Rec (170/290) ...
Combining: GarageType_Attchd (171/290) ...
Combining: MiscFeature_Shed (172/290) ...
Combining: BsmtExposure_Av (173/290) ...
Combining: SaleCondition_Normal (174/290) ...
Combining: Condition1_Norm (175/290) ...
Combining: BsmtFinType2_LwQ (176/290) ...
Combining: GarageQual_Po (177/290) ...
Combining: Neighborhood_NAmes (178/290) ...
Combining: GarageArea (179/290) ...
Combining: Functional_Min1 (180/290) ...
Combining: LotConfig_Tencode (181/290) ...
Combining: OpenPorchSF (182/290) ...
Combining: Condition1_Feedr (183/290) ...
Combining: ExterQual_Ex (184/290) ...
Combining: BsmtUnfSF (185/290) ...
Combining: GarageType_CarPort (186/290) ...
Combining: LandSlope_Gtl (187/290) ...
Combining: Functional_Mod (188/290) ...
Combining: FireplaceQu_Ex (189/290) ...
Combining: MSZoning_RM (190/290) ...
Combining: RoofStyle_Tencode (191/290) ...
Combining: 2ndFlrSF (192/290) ...
Combining: Exterior2nd_Wd Sdng (193/290) ...
Combining: BsmtCond_Gd (194/290) ...
Combining: BsmtCond_Po (195/290) ...
Combining: MiscFeature_Tencode (196/290) ...
Combining: Neighborhood_StoneBr (197/290) ...
Combining: MasVnrType_None (198/290) ...
Combining: Neighborhood_Sawyer (199/290) ...
Combining: BldgType_TwnhsE (200/290) ...
Combining: ExterQual_Gd (201/290) ...
Combining: KitchenQual_Fa (202/290) ...
Combining: Foundation_CBlock (203/290) ...
Combining: BsmtCond_Tencode (204/290) ...
Combining: Neighborhood_Crawfor (205/290) ...
Combining: GarageType_Basment (206/290) ...
Combining: Condition2_Artery (207/290) ...
Combining: Fence_GdWo (208/290) ...
Combining: MSSubClass (209/290) ...
Combining: BsmtFinType1_LwQ (210/290) ...
Combining: SaleCondition_Partial (211/290) ...
Combining: Exterior1st_VinylSd (212/290) ...
Combining: CentralAir_Y (213/290) ...
Combining: Condition1_Tencode (214/290) ...
Combining: Street_Grvl (215/290) ...
Combining: PavedDrive_P (216/290) ...
Combining: GarageCond_Ex (217/290) ...
Combining: BsmtFinType2_Unf (218/290) ...
Combining: HouseStyle_2.5Unf (219/290) ...
Combining: Neighborhood_Gilbert (220/290) ...
Combining: BsmtFinSF1 (221/290) ...
Combining: PoolArea (222/290) ...
Combining: CentralAir_Tencode (223/290) ...
Combining: SaleType_COD (224/290) ...
Combining: GarageFinish_RFn (225/290) ...
Combining: FireplaceQu_TA (226/290) ...
Combining: GarageQual_Tencode (227/290) ...
Combining: OverallCond (228/290) ...
Combining: BldgType_1Fam (229/290) ...
Combining: SaleCondition_Abnorml (230/290) ...
Combining: ScreenPorch (231/290) ...
Combining: Exterior1st_BrkComm (232/290) ...
Combining: Exterior2nd_Brk Cmn (233/290) ...
Combining: SaleType_Oth (234/290) ...
Combining: BsmtExposure_Gd (235/290) ...
Combining: GarageYrBlt (236/290) ...
Combining: Alley_Grvl (237/290) ...
Combining: BldgType_Tencode (238/290) ...
Combining: ExterQual_Tencode (239/290) ...
Combining: KitchenQual_TA (240/290) ...
Combining: CentralAir_N (241/290) ...
Combining: Neighborhood_SawyerW (242/290) ...
Combining: MSZoning_Tencode (243/290) ...
Combining: BsmtFinType1_Unf (244/290) ...
Combining: Condition1_RRAn (245/290) ...
Combining: Neighborhood_IDOTRR (246/290) ...
Combining: Condition2_Norm (247/290) ...
Combining: MiscFeature_Gar2 (248/290) ...
Combining: SaleType_CWD (249/290) ...
Combining: Neighborhood_BrkSide (250/290) ...
Combining: HouseStyle_SLvl (251/290) ...
Combining: RoofMatl_WdShngl (252/290) ...
Combining: BsmtExposure_No (253/290) ...
Combining: MSZoning_FV (254/290) ...
Combining: BsmtFinType1_GLQ (255/290) ...
Combining: Exterior1st_WdShing (256/290) ...
Combining: MasVnrArea (257/290) ...
Combining: Exterior1st_Tencode (258/290) ...
Combining: Exterior2nd_HdBoard (259/290) ...
Combining: MSZoning_RL (260/290) ...
Combining: BsmtQual_Gd (261/290) ...
Combining: LotShape_IR3 (262/290) ...
Combining: Exterior2nd_Plywood (263/290) ...
Combining: BsmtExposure_Mn (264/290) ...
Combining: MasVnrType_BrkFace (265/290) ...
Combining: Neighborhood_Timber (266/290) ...
Combining: Foundation_Slab (267/290) ...
Combining: MSZoning_RH (268/290) ...
Combining: Exterior2nd_Wd Shng (269/290) ...
Combining: BsmtCond_Fa (270/290) ...
Combining: BsmtCond_TA (271/290) ...
Combining: HouseStyle_1.5Fin (272/290) ...
Combining: Exterior1st_MetalSd (273/290) ...
Combining: Fence_MnWw (274/290) ...
Combining: Exterior1st_Plywood (275/290) ...
Combining: MasVnrType_Stone (276/290) ...
Combining: Fence_MnPrv (277/290) ...
Combining: Street_Pave (278/290) ...
Combining: Functional_Min2 (279/290) ...
Combining: Utilities_AllPub (280/290) ...
Combining: Exterior1st_Wd Sdng (281/290) ...
Combining: ExterQual_Fa (282/290) ...
Combining: HouseStyle_2Story (283/290) ...
Combining: ExterCond_Fa (284/290) ...
Combining: MasVnrType_Tencode (285/290) ...
Combining: WoodDeckSF (286/290) ...
Combining: GarageType_2Types (287/290) ...
Combining: Exterior2nd_AsphShn (288/290) ...
Combining: Neighborhood_MeadowV (289/290) ...
Combining: LotConfig_Inside (290/290) ...
Done.
Converting to H2OFrame ...
Done.

Redefine numerics and explore





In [15]:



    


encoded_combined_nums, cats = get_type_lists(frame=train)



    


















    






Numeric = ['Exterior1st_BrkFace|GarageCond_TA', 'HouseStyle_SLvl|Fence_MnPrv', 'BldgType_Duplex|Alley_Tencode', 'RoofMatl_CompShg|ScreenPorch', 'FireplaceQu_TA|SaleType_Oth', 'GarageType_CarPort|BsmtCond_Po', 'SaleCondition_Tencode|BldgType_2fmCon', 'Foundation_BrkTil|Condition2_Tencode', 'GarageCond_Gd|MiscFeature_Tencode', 'Foundation_Stone|Neighborhood_Edwards', 'BsmtFinType1_ALQ|KitchenQual_Tencode', 'Exterior1st_Tencode|Neighborhood_MeadowV', 'Electrical_FuseA|SaleCondition_Partial', 'GarageQual_Gd|BsmtCond_Tencode', 'HouseStyle_SFoyer|Heating_GasW', 'LotShape_Reg|MasVnrType_Tencode', 'Condition1_Norm|SaleCondition_Abnorml', 'Neighborhood_OldTown', 'Heating_GasA|Neighborhood_Crawfor', 'Fence_Tencode|LandSlope_Tencode', 'RoofMatl_CompShg|HouseStyle_1.5Fin', 'ExterCond_TA|Exterior1st_BrkComm', '1stFlrSF|Neighborhood_Crawfor', 'MiscVal|TotRmsAbvGrd', 'MiscFeature_Othr|GarageYrBlt', 'CentralAir_N|MasVnrArea', 'BsmtFinType1_Tencode|SaleType_CWD', 'MiscVal|Condition1_PosN', 'LandSlope_Sev|Exterior1st_MetalSd', 'Exterior2nd_Tencode|GarageCond_Gd', 'BsmtFinType2_BLQ|Exterior2nd_AsphShn', 'Exterior1st_AsbShng|Exterior2nd_Plywood', 'BldgType_1Fam|Exterior1st_Tencode', 'Functional_Min1|ScreenPorch', 'Alley_Tencode|BsmtFinType2_Rec', 'KitchenAbvGr|Exterior1st_Stucco', 'GarageFinish_Unf|Neighborhood_OldTown', 'SaleCondition_Normal|Fence_GdWo', 'BsmtFinType1_BLQ|Condition2_Norm', 'Condition1_PosA|Exterior1st_Wd Sdng', 'YrSold|GarageType_Basment', 'Functional_Tencode|GarageCars', 'GarageFinish_Fin|LotConfig_Inside', 'Condition1_PosN|Fence_MnWw', 'HeatingQC_TA|RoofStyle_Shed', 'BsmtFinType2_BLQ|Functional_Mod', 'BedroomAbvGr|GarageQual_Po', 'Foundation_Stone|GarageCond_Ex', 'LotConfig_CulDSac|Exterior2nd_AsphShn', 'Exterior1st_BrkFace|BsmtCond_Gd', 'GarageCond_TA|Exterior2nd_VinylSd', 'BsmtFinType2_LwQ|ExterQual_Ex', 'LotConfig_Corner|Fireplaces', 'ExterQual_Ex|Neighborhood_Sawyer', 'SaleCondition_Partial|WoodDeckSF', 'GarageCond_Tencode|Neighborhood_Sawyer', 'BldgType_Duplex|Functional_Min2', 'Neighborhood_NAmes|Utilities_AllPub', 'Exterior2nd_MetalSd|Condition1_Norm', 'PavedDrive_Tencode|Neighborhood_IDOTRR', 'ExterCond_TA|Foundation_Slab', 'GarageType_BuiltIn|BsmtCond_Fa', 'GarageQual_Gd|PoolArea', 'Exterior1st_Stucco|BldgType_TwnhsE', 'GarageType_Tencode|Exterior1st_CemntBd', 'GarageCond_Po|Fireplaces', 'ExterQual_Gd|Exterior2nd_Brk Cmn', 'BedroomAbvGr|MSZoning_C (all)', 'RoofMatl_CompShg|RoofStyle_Gambrel', 'HeatingQC_Fa|LotConfig_CulDSac', 'SaleType_ConLI|Neighborhood_NWAmes', 'Electrical_SBrkr|GarageType_Attchd', 'Functional_Tencode|Neighborhood_IDOTRR', 'Exterior2nd_Stone|PoolQC_Tencode', 'KitchenAbvGr|Condition1_RRAn', 'BsmtQual_Fa|Neighborhood_Crawfor', 'Condition1_Feedr|Condition2_Artery', '1stFlrSF|MSZoning_RL', 'YearBuilt|MiscFeature_Shed', 'Exterior2nd_Tencode|PoolQC_Tencode', 'GarageQual_TA', 'FireplaceQu_Po|ExterQual_Ex', 'HouseStyle_SFoyer|Condition1_RRAe', 'Foundation_BrkTil|SaleType_COD', 'LandContour_Lvl|Functional_Min2', 'BedroomAbvGr|Neighborhood_Sawyer', 'ExterCond_Gd|SaleCondition_Normal', 'FireplaceQu_TA|SaleType_CWD', 'HalfBath|MSZoning_RH', 'RoofStyle_Hip|MiscFeature_Gar2', 'BsmtFinType2_ALQ|Exterior2nd_VinylSd', 'Fireplaces|LotConfig_Tencode', 'GarageCond_Fa|Exterior2nd_Brk Cmn', 'HouseStyle_1.5Unf|GarageType_Basment', 'Exterior2nd_Stone|Functional_Typ', 'LotShape_Reg|BsmtFinType2_BLQ', 'GarageType_BuiltIn|MasVnrType_Stone', 'GarageCars|BsmtExposure_Av', 'Fence_Tencode|GarageType_Tencode', 'Neighborhood_Blmngtn|HouseStyle_SLvl', 'Foundation_Tencode|HeatingQC_Tencode', 'RoofMatl_WdShngl|Exterior1st_Plywood', 'SaleCondition_Partial|HouseStyle_SLvl', 'HeatingQC_Fa|KitchenQual_Tencode', 'HeatingQC_TA|BsmtFinType2_LwQ', 'RoofStyle_Flat|LotShape_Reg', 'Electrical_FuseA|Exterior2nd_CmentBd', 'PavedDrive_N|Exterior2nd_HdBoard', 'MiscFeature_Shed|MSZoning_FV', 'OverallQual|Neighborhood_NridgHt', 'LotFrontage|Neighborhood_Timber', 'LowQualFinSF|ExterQual_Ex', 'GarageType_Attchd|Exterior2nd_HdBoard', 'HalfBath|OpenPorchSF', 'GarageType_Tencode|Exterior1st_Plywood', 'SaleType_New|Neighborhood_StoneBr', 'ExterCond_Gd|BsmtExposure_No', 'Heating_Grav|SaleType_COD', 'HeatingQC_TA|BsmtUnfSF', 'HouseStyle_SFoyer|SaleCondition_Normal', 'Fence_Tencode|LandContour_Lvl', 'KitchenQual_Tencode|SaleType_New', 'MSZoning_RM|Exterior1st_Plywood', 'HouseStyle_1Story|Neighborhood_Edwards', 'HeatingQC_TA|LotArea', 'KitchenAbvGr|BsmtCond_Po', 'HeatingQC_Fa|PoolArea', 'KitchenQual_Ex|Exterior1st_BrkComm', 'BsmtFinSF1|BsmtCond_TA', 'Neighborhood_Blmngtn|BsmtCond_Tencode', 'OverallQual|Neighborhood_Tencode', 'Street_Tencode|MasVnrType_None', 'Exterior2nd_Stone|Condition1_Norm', 'Neighborhood_Tencode|GarageQual_Po', 'LotConfig_FR2|Exterior2nd_Wd Shng', 'YrSold|BsmtQual_Tencode', 'BldgType_2fmCon|KitchenQual_Ex', 'Neighborhood_Somerst|BedroomAbvGr', 'BsmtQual_Ex', 'Functional_Min2', 'GarageCond_Gd|Exterior1st_MetalSd', 'GarageFinish_Unf|MSZoning_RH', 'OverallQual|Alley_Pave', 'MiscVal|GarageCond_Ex', 'BsmtFinType2_GLQ|ExterQual_Fa', 'Fireplaces|LandSlope_Tencode', 'MiscFeature_Tencode|Condition2_Norm', 'Neighborhood_NridgHt|SaleType_ConLw', 'BsmtExposure_Av|Condition1_RRAn', 'RoofStyle_Gambrel|Exterior1st_Tencode', 'Neighborhood_Veenker|GarageQual_TA', 'BsmtFinType2_Rec|Foundation_CBlock', 'Neighborhood_Gilbert|MasVnrArea', 'ScreenPorch|BsmtFinType1_GLQ', 'Electrical_FuseA|Exterior2nd_Tencode', 'Neighborhood_ClearCr|BsmtCond_TA', 'KitchenQual_Gd|TotRmsAbvGrd', 'KitchenQual_Fa|Neighborhood_BrkSide', 'GarageYrBlt|SaleType_CWD', 'CentralAir_Y|Fence_MnPrv', 'Condition1_Norm|Condition2_Norm', 'FireplaceQu_Gd|LandSlope_Tencode', 'Heating_GasA|LotShape_IR3', 'GrLivArea|GarageFinish_RFn', 'ExterQual_TA|Exterior2nd_Tencode', 'Functional_Tencode|Neighborhood_Veenker', 'LotArea|SaleCondition_Partial', 'PoolArea|BsmtFinType1_GLQ', 'Neighborhood_CollgCr|HeatingQC_Ex', 'Neighborhood_Somerst|Neighborhood_StoneBr', 'TotalBsmtSF|Functional_Maj2', 'Heating_GasW|BsmtCond_TA', 'LandContour_Low|Exterior1st_Tencode', 'LandContour_Tencode|SaleCondition_Partial', 'Exterior1st_BrkFace|Functional_Mod', 'LandContour_Lvl|Street_Pave', 'YrSold|MiscFeature_Gar2', 'HouseStyle_1Story|HeatingQC_Ex', 'SaleCondition_Partial|BsmtFinType2_Unf', 'LotArea|Exterior2nd_BrkFace', 'LotConfig_FR2|SaleType_ConLI', 'BsmtFinType2_GLQ|Condition2_Tencode', 'KitchenAbvGr|KitchenQual_Gd', 'LotConfig_FR2|LotConfig_Tencode', 'GarageCond_Fa|GarageFinish_RFn', 'Heating_GasW|SaleType_Oth', 'Exterior1st_VinylSd|CentralAir_Tencode', 'Condition1_Artery|BsmtFinType2_Tencode', 'LotShape_IR2|PoolQC_Tencode', 'LandContour_HLS|Condition1_PosN', 'LotConfig_Corner|BedroomAbvGr', 'OverallQual|Neighborhood_NPkVill', 'PavedDrive_N|FullBath', 'BedroomAbvGr|Street_Grvl', 'RoofStyle_Gable|BsmtExposure_Mn', 'Exterior2nd_Stone|Exterior1st_Stucco', 'HouseStyle_1Story|MoSold', '1stFlrSF|Neighborhood_Timber', 'BsmtExposure_Tencode|MSZoning_RL', 'SaleType_COD|MasVnrType_Stone', 'Exterior2nd_Stone|BsmtFinType1_BLQ', 'BldgType_TwnhsE|BsmtExposure_Gd', 'BldgType_2fmCon|Street_Grvl', 'TotRmsAbvGrd|RoofStyle_Tencode', 'RoofMatl_Tencode|GarageType_Tencode', 'Neighborhood_OldTown|Condition1_Norm', 'ExterCond_Tencode|Neighborhood_StoneBr', 'RoofMatl_Tar&Grv|Condition1_Feedr', 'BsmtExposure_Av|MSSubClass', 'Electrical_FuseF|SaleCondition_Abnorml', 'SaleCondition_Tencode|PavedDrive_N', 'FireplaceQu_Po|HouseStyle_1.5Unf', 'MiscFeature_Shed|MSZoning_Tencode', 'ExterCond_Gd|Exterior1st_Tencode', 'BsmtFinType2_ALQ|GarageCond_Gd', 'Neighborhood_Timber|ExterCond_Fa', 'Neighborhood_NWAmes|MasVnrType_BrkCmn', 'BldgType_Twnhs|BsmtFinType2_ALQ', 'Neighborhood_CollgCr|LandSlope_Mod', 'FireplaceQu_Tencode|Condition1_RRAe', 'Electrical_SBrkr|LandSlope_Gtl', 'Neighborhood_Crawfor|Functional_Min2', 'FireplaceQu_Po|GarageCond_Tencode', 'LotFrontage|ExterCond_TA', 'Functional_Typ|BsmtExposure_No', 'BsmtFinSF1|Exterior2nd_HdBoard', 'FireplaceQu_Tencode|BsmtFinType1_BLQ', 'Heating_Tencode|RoofMatl_WdShngl', 'GarageType_Detchd|Neighborhood_NAmes', 'MSZoning_Tencode|Neighborhood_Timber', 'BsmtFinSF1|HouseStyle_2Story', 'GarageFinish_RFn|ExterQual_Tencode', 'HeatingQC_Ex|Exterior1st_Wd Sdng', 'Exterior1st_CemntBd|TotRmsAbvGrd', 'HeatingQC_Fa|BsmtExposure_Gd', 'BldgType_TwnhsE|Fence_MnWw', 'Alley_Tencode|GarageFinish_RFn', '1stFlrSF|Neighborhood_BrkSide', 'Neighborhood_NridgHt|Functional_Maj2', 'LotConfig_FR2|Exterior1st_Wd Sdng', 'Neighborhood_NoRidge|BsmtFinType1_Unf', 'Neighborhood_Tencode|ExterQual_Gd', 'MiscFeature_Shed|Functional_Min2', 'Neighborhood_NAmes|Condition2_Artery', 'Electrical_Tencode|HouseStyle_SLvl', 'Functional_Tencode|LowQualFinSF', 'ExterQual_TA|BsmtFinType1_ALQ', 'ExterCond_Tencode|Neighborhood_MeadowV', 'BsmtFinType1_LwQ|PavedDrive_P', 'GarageFinish_Fin|Electrical_SBrkr', 'SaleType_Tencode|KitchenQual_Fa', 'GarageQual_TA|RoofStyle_Gable', 'RoofMatl_CompShg|MiscVal', 'GarageType_Tencode|Heating_GasW', 'Exterior1st_AsbShng|SaleType_WD', 'PavedDrive_Y|Condition2_Tencode', 'SaleType_New|Condition1_Tencode', 'HouseStyle_SFoyer|LotConfig_CulDSac', 'GarageType_CarPort|Condition1_Tencode', 'BsmtFinType1_LwQ|Alley_Grvl', 'Heating_GasW|CentralAir_N', 'Functional_Maj1|ExterQual_Gd', 'Neighborhood_CollgCr|GarageQual_TA', 'Foundation_Stone|TotRmsAbvGrd', 'Neighborhood_Somerst|GarageQual_Po', 'GarageQual_Gd|HeatingQC_Ex', 'Neighborhood_NPkVill|Alley_Tencode', 'LotShape_IR1|GarageCond_Fa', 'Heating_Tencode|MSZoning_RL', 'Neighborhood_CollgCr|GarageQual_Po', 'EnclosedPorch|Foundation_BrkTil', 'SaleType_ConLw|Exterior2nd_Brk Cmn', 'SaleType_Tencode|BldgType_TwnhsE', 'MasVnrType_BrkFace|WoodDeckSF', 'BldgType_Twnhs|Neighborhood_IDOTRR', 'Alley_Pave|Condition2_Norm', 'Exterior2nd_Stucco|HouseStyle_SFoyer', 'Foundation_BrkTil|SaleType_New', 'MSZoning_C (all)|BsmtFinSF1', 'Exterior2nd_BrkFace|Exterior2nd_Wd Sdng', 'GarageFinish_Unf|BsmtFullBath', 'LandSlope_Gtl|BsmtFinSF1', 'RoofMatl_Tar&Grv|ExterQual_Tencode', 'YrSold|GarageCond_Ex', 'LotConfig_Corner|PavedDrive_P', 'PavedDrive_N|Condition1_RRAe', 'BldgType_2fmCon|PavedDrive_Y', 'BsmtExposure_Tencode|GarageFinish_Fin', 'Exterior1st_BrkFace|Electrical_FuseA', 'Neighborhood_Edwards|LandContour_Lvl', 'Condition2_Tencode|BldgType_1Fam', 'Alley_Pave|Neighborhood_Somerst', 'SaleType_COD|BsmtFinType1_GLQ', 'LotArea|Exterior1st_VinylSd', 'HeatingQC_Fa|1stFlrSF', 'GarageFinish_Unf|Neighborhood_Mitchel', 'Condition2_Tencode|Exterior1st_Plywood', 'SaleType_ConLI|GarageFinish_Tencode', 'Neighborhood_BrDale|LandContour_Lvl', 'Heating_Grav|HouseStyle_Tencode', 'Neighborhood_Sawyer|ExterQual_Gd', 'GarageFinish_Fin|MasVnrType_Tencode', 'BsmtFinType2_LwQ|MSZoning_RM', 'SaleType_WD|BsmtFinType1_Rec', 'Electrical_FuseF|Condition1_Tencode', 'ExterQual_TA|SaleCondition_Partial', 'Neighborhood_Mitchel|Foundation_Slab', 'Exterior1st_Tencode', 'Exterior1st_CemntBd|Neighborhood_SawyerW', 'Functional_Typ|Heating_GasW', 'TotRmsAbvGrd|GarageQual_Tencode', 'BsmtFinType2_GLQ|GarageQual_Tencode', 'MasVnrType_BrkCmn|BsmtFinType2_LwQ', 'Neighborhood_BrDale|Condition1_Norm', 'SaleType_Tencode|Functional_Maj2', 'GarageFinish_Fin|Neighborhood_Mitchel', 'BsmtFinType1_ALQ|HalfBath', 'GarageType_Detchd|SaleCondition_Family', '1stFlrSF|Neighborhood_Sawyer', 'MiscVal|Exterior1st_MetalSd', 'Heating_Tencode|MSZoning_C (all)', 'BsmtFinType1_Tencode|BldgType_1Fam', 'BsmtFinSF2|BsmtExposure_Gd', 'Street_Grvl|MSZoning_RH', 'HouseStyle_Tencode|GarageCond_Fa', 'GarageCond_TA|BsmtFinType1_Unf', 'HouseStyle_1.5Unf|Exterior2nd_Wd Shng', 'BsmtFinType2_ALQ|LandContour_Tencode', 'BsmtFinSF1|MasVnrArea', 'Functional_Typ|BsmtUnfSF', 'Electrical_Tencode|Exterior2nd_Plywood', 'Exterior1st_HdBoard|BsmtFinType2_GLQ', 'Electrical_FuseF|HouseStyle_SLvl', 'GarageCars|MasVnrType_None', 'EnclosedPorch|ExterCond_Gd', 'HeatingQC_Tencode|OverallCond', 'BsmtFinType1_Unf|Neighborhood_Timber', 'LotArea|MoSold', 'FireplaceQu_Fa|BsmtFinType2_Rec', 'Street_Tencode|OverallCond', 'Electrical_Tencode|MasVnrType_Stone', 'Neighborhood_Veenker|Utilities_AllPub', 'BldgType_2fmCon|LandContour_Lvl', 'GrLivArea|BsmtQual_Tencode', 'BsmtFinType2_LwQ|BsmtFinType1_Unf', 'SaleType_Tencode|LandContour_Tencode', 'RoofStyle_Hip|LandSlope_Mod', 'LandSlope_Gtl|FireplaceQu_Ex', 'GarageCond_Tencode|FireplaceQu_TA', 'CentralAir_N|BsmtQual_Gd', 'GarageFinish_Unf|Functional_Typ', 'GarageCars|Electrical_FuseP', 'Neighborhood_Tencode|MasVnrArea', 'Foundation_Tencode|BsmtExposure_Av', 'GarageCond_TA|2ndFlrSF', 'PoolQC_Tencode|ExterQual_Gd', 'LotConfig_CulDSac|Condition1_PosN', 'GarageType_Detchd|Functional_Min2', 'Condition1_Tencode|Exterior1st_WdShing', 'PavedDrive_P|Exterior2nd_AsphShn', 'MSZoning_C (all)|Fence_MnWw', 'SaleType_New|GarageYrBlt', 'Exterior1st_CemntBd|Condition1_PosN', 'Neighborhood_Somerst|SaleCondition_Normal', 'BsmtFinType2_GLQ|Neighborhood_Mitchel', 'Neighborhood_NAmes|MiscFeature_Gar2', 'Electrical_SBrkr|Condition1_RRAn', 'LotArea|YearBuilt', 'Foundation_BrkTil|PoolQC_Tencode', 'LandContour_HLS|PavedDrive_Y', 'LotShape_Tencode|BldgType_Duplex', 'Utilities_Tencode|BsmtFinSF2', 'Exterior2nd_Brk Cmn|Exterior1st_Wd Sdng', 'Fence_Tencode|BsmtCond_Tencode', 'BsmtFinType2_GLQ|LandContour_Lvl', 'GarageType_Tencode|BsmtFinType2_LwQ', 'Street_Tencode|Exterior2nd_MetalSd', 'SaleType_ConLI|Electrical_FuseF', 'TotalBsmtSF|BsmtHalfBath', 'MiscFeature_Othr|Exterior1st_VinylSd', 'FireplaceQu_Gd|HeatingQC_Gd', 'KitchenQual_Gd|SaleType_COD', 'GarageCond_Gd|OverallCond', 'ExterQual_Tencode|Exterior1st_Plywood', 'Exterior2nd_Tencode|SaleCondition_Family', 'GarageType_Basment|BsmtExposure_Gd', 'Neighborhood_Somerst', 'BsmtFinType2_Tencode|SaleType_Oth', 'SaleCondition_Family|KitchenQual_TA', 'Neighborhood_Tencode|LandSlope_Sev', 'YearBuilt|MSZoning_RH', 'LotShape_Tencode|LotShape_Reg', 'MoSold|Neighborhood_Crawfor', 'GarageType_Attchd|BldgType_Tencode', 'SaleCondition_Tencode|SaleType_New', 'GarageType_Attchd|GarageType_Basment', 'SaleCondition_Normal|MasVnrType_Stone', 'ExterQual_Tencode|BsmtCond_Fa', 'HalfBath|Condition2_Tencode', 'Electrical_SBrkr|Functional_Mod', 'FireplaceQu_Tencode|RoofMatl_CompShg', 'ExterQual_TA|BldgType_Twnhs', 'SaleType_ConLw|3SsnPorch', 'Neighborhood_OldTown|BsmtQual_Ex', 'GarageType_Detchd|RoofMatl_Tencode', 'HouseStyle_1.5Fin|ExterCond_Fa', 'Neighborhood_ClearCr|GarageFinish_Tencode', 'KitchenQual_Gd|GarageQual_Fa', 'Heating_GasW|ExterQual_Tencode', 'HouseStyle_1.5Unf|GarageFinish_Tencode', 'Functional_Tencode|Neighborhood_StoneBr', 'FullBath|BsmtFinType1_Rec', 'Exterior2nd_Stucco|GarageCars', 'LotShape_IR2|Utilities_AllPub', 'GrLivArea|Fence_GdPrv', 'GarageCond_Po|BsmtExposure_Mn', 'BsmtFinType1_BLQ|Exterior1st_CemntBd', 'GarageFinish_Unf|Foundation_Slab', 'RoofStyle_Hip|Exterior1st_VinylSd', 'LotConfig_Corner|KitchenQual_Fa', 'GarageQual_Gd|BsmtQual_TA', 'YearBuilt|GarageType_Attchd', 'Exterior2nd_Stone|Exterior2nd_AsphShn', 'Functional_Typ|Neighborhood_Tencode', 'Exterior2nd_BrkFace|MasVnrArea', 'GarageType_CarPort|CentralAir_N', 'MiscFeature_Othr|1stFlrSF', 'Condition1_Artery|Functional_Min1', 'Neighborhood_Tencode|Exterior2nd_VinylSd', 'BldgType_Duplex|BsmtQual_Tencode', 'BsmtQual_Gd|Foundation_Slab', 'PavedDrive_Tencode|ScreenPorch', 'GarageCond_Tencode|Exterior2nd_Wd Shng', 'Functional_Maj2|Street_Grvl', 'BsmtFinType2_LwQ|KitchenQual_Fa', 'CentralAir_Y|ExterQual_Tencode', 'Neighborhood_Tencode|GarageCond_Gd', 'YearRemodAdd|CentralAir_N', 'LotShape_IR2|LotConfig_Inside', 'LandSlope_Mod|Condition1_PosN', 'LotConfig_CulDSac|GarageCond_Ex', 'RoofStyle_Tencode|MiscFeature_Tencode', 'GarageCond_Po|RoofStyle_Flat', 'BldgType_Tencode|ExterQual_Fa', 'GarageCond_TA|BsmtFinType1_LwQ', 'RoofStyle_Hip|GarageCond_Gd', 'BsmtFinType2_LwQ|BsmtFinSF1', 'ExterQual_Gd|BsmtFinType1_GLQ', 'Neighborhood_NridgHt|Electrical_Tencode', 'GarageFinish_Tencode|Exterior2nd_Brk Cmn', 'HeatingQC_Fa|SaleCondition_Family', 'Electrical_Tencode|1stFlrSF', 'YrSold|Functional_Tencode', 'BsmtFinType1_BLQ|ExterCond_Tencode', 'RoofStyle_Flat|Neighborhood_ClearCr', 'Neighborhood_Somerst|ExterQual_Gd', 'Neighborhood_Tencode|SaleType_Oth', 'HeatingQC_TA|Electrical_FuseF', 'LandContour_Tencode', 'Neighborhood_NPkVill|MasVnrType_BrkCmn', 'TotalBsmtSF|GarageType_CarPort', 'Neighborhood_BrDale|PoolQC_Tencode', 'OverallQual|HouseStyle_1.5Unf', 'BsmtExposure_Av|LotConfig_Inside', 'Fence_GdWo|FireplaceQu_TA', 'LotShape_Reg|Exterior2nd_AsphShn', 'GarageType_Attchd|SaleCondition_Abnorml', 'Condition2_Artery|Utilities_AllPub', 'GarageArea|CentralAir_Tencode', 'Alley_Pave|GarageFinish_Tencode', 'LandSlope_Tencode|BsmtFinType1_Rec', 'Neighborhood_Blmngtn|ExterCond_Fa', 'LotShape_Reg|SaleType_ConLD', 'PavedDrive_N|GarageYrBlt', 'GarageType_Detchd|ExterQual_Gd', 'KitchenQual_Ex|OpenPorchSF', 'KitchenAbvGr|ExterQual_Fa', 'LotShape_IR1|GarageFinish_RFn', 'LandContour_Bnk|RoofMatl_WdShngl', 'RoofStyle_Gable|Exterior1st_MetalSd', 'Electrical_FuseF|WoodDeckSF', 'Exterior1st_BrkFace|LotShape_Reg', 'TotalBsmtSF|RoofStyle_Shed', '2ndFlrSF|KitchenQual_TA', 'LandSlope_Tencode|KitchenQual_Fa', 'RoofMatl_Tencode|KitchenQual_Gd', 'Exterior1st_AsbShng|LandSlope_Gtl', 'HeatingQC_Ex', 'SaleType_Tencode|SaleCondition_Abnorml', 'HeatingQC_Fa|TotRmsAbvGrd', 'RoofMatl_Tencode|2ndFlrSF', 'HeatingQC_Gd|LowQualFinSF', 'Exterior2nd_MetalSd|MiscFeature_Gar2', 'Utilities_Tencode|Neighborhood_OldTown', '1stFlrSF|SaleType_COD', 'PoolArea|MasVnrType_Stone', 'GrLivArea|BsmtFinType2_Unf', 'Foundation_PConc|BldgType_Tencode', 'LotShape_IR2|Neighborhood_MeadowV', 'Exterior1st_BrkFace|SaleType_WD', 'TotalBsmtSF|BldgType_2fmCon', 'RoofStyle_Hip|LotShape_Reg', 'LotShape_Reg|Electrical_FuseF', 'Neighborhood_NoRidge|TotRmsAbvGrd', 'LandContour_Low|OpenPorchSF', 'Electrical_SBrkr|GarageType_CarPort', 'LotShape_Tencode|Exterior2nd_Stone', 'LowQualFinSF|BsmtCond_Po', 'Street_Tencode|MasVnrType_Stone', 'MasVnrType_BrkCmn|BsmtExposure_No', 'SaleCondition_Alloca|Street_Pave', 'Exterior1st_BrkFace|YearRemodAdd', 'BsmtFinType2_ALQ|BsmtFinType1_LwQ', 'LotConfig_Corner|SaleCondition_Normal', 'Neighborhood_NridgHt|BsmtFinType2_BLQ', 'KitchenAbvGr|SaleType_CWD', 'BldgType_Duplex|Condition1_RRAe', 'RoofMatl_Tencode|OverallCond', 'MoSold|Exterior1st_VinylSd', 'LotShape_IR1|Electrical_FuseP', 'LotShape_IR2|BsmtFullBath', 'BsmtFinType2_LwQ|Exterior1st_WdShing', 'Exterior2nd_BrkFace|BsmtQual_Ex', 'Exterior2nd_AsbShng|HouseStyle_Tencode', 'FireplaceQu_Ex|RoofStyle_Tencode', 'Neighborhood_NridgHt|GarageType_CarPort', 'Condition1_PosN|Neighborhood_BrkSide', 'Exterior2nd_AsbShng|Alley_Pave', 'Exterior2nd_BrkFace|Alley_Grvl', 'LandContour_Low|Neighborhood_NAmes', 'Heating_GasW|Neighborhood_StoneBr', 'Condition1_Artery|FireplaceQu_Fa', 'LandContour_Lvl|GarageQual_Fa', 'LotShape_Reg|MiscFeature_Shed', 'BsmtFinType1_Tencode|Exterior2nd_Wd Shng', 'GarageFinish_Tencode|GarageYrBlt', 'HouseStyle_2.5Unf|SaleType_CWD', 'GarageQual_Gd|GarageType_2Types', 'GarageQual_TA|GarageYrBlt', 'BsmtCond_Gd|LotShape_IR3', 'Neighborhood_Blmngtn|Neighborhood_Tencode', 'HeatingQC_Gd|RoofMatl_Tar&Grv', 'Functional_Min1|Exterior2nd_AsphShn', 'Neighborhood_CollgCr|LandSlope_Tencode', 'BsmtHalfBath|Alley_Grvl', 'BldgType_2fmCon|RoofStyle_Gambrel', 'BsmtFinType2_Tencode|Exterior1st_AsbShng', 'Neighborhood_NoRidge|CentralAir_N', 'BsmtQual_Tencode|HouseStyle_1.5Unf', 'GarageCond_Po|ExterQual_Fa', 'FireplaceQu_Gd|Exterior2nd_VinylSd', 'MSZoning_Tencode|LotConfig_Inside', 'Heating_GasW|3SsnPorch', 'BsmtFinType2_GLQ|Exterior2nd_Brk Cmn', 'GarageType_Attchd|LotConfig_Tencode', 'LandSlope_Mod|SaleType_CWD', 'LotShape_IR1|LotConfig_Corner', 'LandContour_Low|GarageType_Tencode', 'SaleType_New|2ndFlrSF', 'Heating_GasW|LotConfig_Tencode', 'Alley_Grvl|Exterior2nd_Wd Shng', 'BsmtFinType2_LwQ|Exterior2nd_Wd Shng', 'BsmtFinType1_Rec|Exterior1st_MetalSd', 'SaleCondition_Partial|ExterQual_Tencode', 'GarageFinish_Tencode|MasVnrType_BrkFace', 'Neighborhood_SawyerW|Neighborhood_BrkSide', 'Exterior2nd_AsbShng|MiscFeature_Othr', 'YrSold|GarageQual_Tencode', 'LandSlope_Gtl|BsmtExposure_Mn', 'SaleType_ConLw|BsmtFinType2_BLQ', 'BsmtQual_Ex|LotConfig_CulDSac', 'FireplaceQu_Po|Exterior2nd_HdBoard', 'Neighborhood_NridgHt|Alley_Grvl', 'BsmtHalfBath|Street_Grvl', 'LotShape_Tencode|Neighborhood_OldTown', 'ExterQual_Ex|LandSlope_Gtl', 'Exterior2nd_MetalSd|Neighborhood_MeadowV', 'Exterior1st_AsbShng|Condition2_Artery', 'KitchenQual_Gd|KitchenQual_Fa', 'MiscVal|MSZoning_RL', 'KitchenQual_Tencode|SaleType_CWD', 'LandSlope_Gtl|BldgType_TwnhsE', 'Neighborhood_Veenker|LandContour_Bnk', 'OverallCond|Exterior2nd_AsphShn', 'LotArea|Utilities_AllPub', 'BsmtExposure_Tencode|BsmtUnfSF', 'KitchenQual_Gd|1stFlrSF', 'Neighborhood_NPkVill|HouseStyle_2Story', 'HeatingQC_Fa|LandContour_Lvl', 'GarageArea|MasVnrType_None', '3SsnPorch|Exterior2nd_Plywood', 'Exterior2nd_VinylSd|BsmtFinSF1', 'Neighborhood_ClearCr|GarageCond_Gd', 'BsmtCond_Po|ExterQual_Fa', 'BsmtExposure_Tencode|GarageType_Detchd', 'Neighborhood_StoneBr|Exterior1st_Tencode', 'Electrical_FuseA|GarageFinish_Fin', 'BldgType_2fmCon|Utilities_AllPub', 'BsmtFinType1_Tencode|MSSubClass', 'BsmtCond_Po|BsmtFinType2_Unf', 'LotFrontage|Exterior2nd_Plywood', 'HeatingQC_Ex|SaleType_COD', 'Heating_Grav|Electrical_FuseF', 'LandContour_Tencode|Neighborhood_NWAmes', 'Neighborhood_NPkVill|Functional_Mod', 'Neighborhood_NridgHt|FireplaceQu_Ex', 'Alley_Tencode|Exterior1st_Wd Sdng', 'Electrical_Tencode|BsmtExposure_Gd', 'SaleType_ConLw|Electrical_SBrkr', 'Fireplaces|HalfBath', 'GarageCars|Condition2_Norm', 'Functional_Maj1|Neighborhood_Gilbert', 'HeatingQC_Fa|Electrical_Tencode', 'Foundation_PConc|SaleCondition_Alloca', 'YrSold|RoofStyle_Gable', 'LotConfig_Tencode|Alley_Grvl', 'LandSlope_Mod|MoSold', 'BsmtExposure_Av|GarageType_CarPort', 'GarageQual_Fa|Exterior1st_Tencode', 'LandSlope_Sev|GarageQual_Po', 'HouseStyle_SFoyer|Fence_Tencode', 'Neighborhood_Tencode|BldgType_TwnhsE', 'BsmtFinType1_BLQ|BsmtQual_TA', 'BldgType_2fmCon|Exterior1st_VinylSd', 'FireplaceQu_Tencode|RoofStyle_Flat', 'ExterCond_Tencode|RoofMatl_WdShngl', 'SaleCondition_Alloca|LowQualFinSF', 'BsmtExposure_Tencode|BsmtFinType2_Tencode', 'BsmtFinType2_ALQ|GarageType_Basment', 'BldgType_2fmCon|LotShape_IR1', 'GarageQual_Tencode|Exterior1st_Wd Sdng', 'KitchenAbvGr|Neighborhood_NoRidge', 'YrSold|BsmtQual_Ex', 'LandContour_Tencode|Exterior1st_WdShing', 'Neighborhood_CollgCr|Neighborhood_Mitchel', 'Exterior2nd_AsbShng|BsmtFinType1_Tencode', 'FireplaceQu_Fa|MSZoning_RH', 'BsmtFinType1_GLQ|MSZoning_RH', 'BsmtUnfSF|HouseStyle_1.5Fin', 'MSZoning_C (all)|Exterior2nd_Wd Sdng', 'HeatingQC_Tencode|LotShape_IR3', 'HeatingQC_Gd|MSSubClass', 'KitchenQual_Ex|ExterQual_Fa', 'Exterior2nd_Stucco|GarageType_2Types', 'LotShape_Tencode|BsmtFinType2_Unf', 'KitchenQual_Fa|MasVnrType_BrkFace', 'HeatingQC_Gd|SaleType_New', 'LotConfig_CulDSac|SaleCondition_Abnorml', 'GarageQual_Tencode|LotShape_IR3', 'SaleCondition_Family|FireplaceQu_TA', 'Alley_Pave|LotConfig_Corner', 'LotConfig_Tencode|Exterior1st_Tencode', 'LotFrontage|BsmtQual_Gd', 'Neighborhood_OldTown|Exterior2nd_Plywood', 'GarageType_Basment|PoolArea', 'GarageType_CarPort|BldgType_1Fam', 'HeatingQC_Fa|Exterior1st_Plywood', 'Neighborhood_Veenker|HouseStyle_2.5Unf', 'Neighborhood_BrDale|Condition1_PosA', 'SaleType_New|GarageFinish_RFn', 'MSZoning_RM|Neighborhood_Gilbert', 'Neighborhood_Blmngtn|Exterior1st_Tencode', 'BedroomAbvGr|GarageQual_TA', 'RoofStyle_Flat|GarageYrBlt', 'LandContour_Lvl|PoolArea', 'SaleType_ConLw|ExterQual_Ex', 'Electrical_Tencode|Street_Pave', 'FireplaceQu_Gd|BsmtQual_Gd', 'Alley_Tencode|KitchenQual_Gd', 'Exterior2nd_VinylSd|Exterior2nd_Wd Sdng', 'Utilities_Tencode|ExterCond_Fa', 'MiscFeature_Othr|SaleType_Oth', 'HouseStyle_Tencode|LandContour_Lvl', 'KitchenQual_Gd|BldgType_Tencode', 'LandContour_Tencode|FireplaceQu_Fa', 'SaleType_ConLw|Heating_Tencode', 'GarageFinish_Tencode|BsmtCond_Gd', 'GarageCond_Ex|SaleCondition_Abnorml', 'Street_Grvl|GarageFinish_RFn', 'RoofMatl_Tencode|WoodDeckSF', 'RoofMatl_CompShg|BsmtFinType1_ALQ', 'ExterQual_Ex|MSZoning_FV', 'TotRmsAbvGrd|Neighborhood_Sawyer', 'TotalBsmtSF|Electrical_FuseA', 'HeatingQC_Fa|Exterior1st_CemntBd', 'Exterior2nd_BrkFace|Heating_Tencode', 'Electrical_FuseA|Exterior1st_WdShing', 'BsmtFinType2_Rec|FireplaceQu_Ex', 'Condition1_Artery|Foundation_BrkTil', 'BsmtExposure_Tencode|MSZoning_RH', 'YrSold|CentralAir_N', 'GarageQual_Po|GarageCond_Ex', 'Neighborhood_Veenker|SaleType_New', 'OverallQual|PoolQC_Tencode', 'RoofStyle_Gable|GarageType_CarPort', 'SaleType_ConLD|MasVnrArea', 'BsmtFinType2_BLQ|RoofMatl_WdShngl', 'HeatingQC_Tencode|Exterior1st_CemntBd', 'ExterCond_Tencode|MasVnrType_BrkCmn', 'MiscVal|SaleCondition_Family', 'Neighborhood_Veenker|Exterior1st_Wd Sdng', 'RoofStyle_Tencode|Foundation_Slab', 'BldgType_1Fam|Neighborhood_IDOTRR', 'GarageFinish_Fin|BsmtFinSF1', 'BsmtFinType2_GLQ|SaleType_WD', 'Exterior2nd_Stucco|Exterior1st_HdBoard', 'GarageType_Attchd|MasVnrType_None', 'Neighborhood_Blmngtn|ExterQual_Tencode', 'PavedDrive_N|HeatingQC_TA', 'RoofStyle_Hip|Foundation_BrkTil', 'BsmtExposure_Tencode|Neighborhood_CollgCr', 'Neighborhood_Gilbert|ExterQual_Tencode', 'PavedDrive_P|MasVnrType_Stone', 'RoofStyle_Flat|KitchenQual_TA', 'Exterior2nd_Stucco|Neighborhood_OldTown', 'Neighborhood_SWISU|ExterQual_Ex', 'BsmtExposure_Mn|Exterior1st_MetalSd', 'LotShape_Tencode|Exterior2nd_VinylSd', 'Neighborhood_BrDale|Exterior2nd_Wd Shng', 'MasVnrArea|Foundation_Slab', 'LotShape_IR1|FireplaceQu_Ex', 'BldgType_2fmCon|Neighborhood_Sawyer', 'Condition1_PosA|HouseStyle_2.5Unf', 'Condition2_Norm|HouseStyle_1.5Fin', 'HouseStyle_1Story|Electrical_SBrkr', 'BsmtFinType1_Rec|Condition1_Norm', 'YearRemodAdd|LotArea', 'Alley_Tencode|Electrical_SBrkr', 'Electrical_FuseA|Exterior2nd_MetalSd', 'Exterior2nd_Stucco|HouseStyle_2Story', 'Exterior2nd_Stucco|LotShape_Reg', 'GarageCond_Gd|Exterior1st_CemntBd', 'Neighborhood_SWISU|SaleType_New', 'OverallCond|ScreenPorch', 'PavedDrive_Y|LotConfig_Inside', 'GarageFinish_RFn|Foundation_Slab', 'HouseStyle_Tencode|WoodDeckSF', 'MiscFeature_Othr|FireplaceQu_Ex', 'HeatingQC_Gd|GarageArea', 'Functional_Tencode|LotShape_IR1', 'BsmtFinType2_Rec|MasVnrType_None', 'ExterQual_Gd|BsmtQual_Gd', 'GarageType_CarPort|BsmtExposure_Mn', 'Neighborhood_NridgHt|GarageType_2Types', 'BsmtFinType2_GLQ|Functional_Maj2', 'Exterior1st_BrkFace|Condition2_Tencode', 'Neighborhood_OldTown|TotRmsAbvGrd', 'SaleCondition_Alloca|BsmtCond_Po', 'BsmtFinType1_Unf|Neighborhood_IDOTRR', 'HouseStyle_SFoyer|BsmtFinType2_ALQ', 'GarageType_Basment|BsmtFinSF1', 'OpenPorchSF|BsmtCond_Gd', 'Exterior2nd_Stucco|KitchenQual_Ex', 'Neighborhood_NoRidge|MiscFeature_Tencode', 'Exterior1st_Tencode|MSZoning_RL', 'Neighborhood_SWISU|PavedDrive_Tencode', 'MSZoning_RM|Alley_Grvl', 'RoofStyle_Flat|Neighborhood_NWAmes', 'Foundation_PConc|2ndFlrSF', 'SaleType_Tencode|Alley_Grvl', 'RoofMatl_Tar&Grv|Condition1_RRAn', 'RoofStyle_Gable|HouseStyle_2.5Unf', 'Alley_Pave|ExterQual_Tencode', 'LandSlope_Tencode|Fence_MnPrv', 'RoofStyle_Gable|Alley_Grvl', 'SaleCondition_Family|SaleCondition_Partial', 'BsmtFinType1_ALQ|Exterior2nd_Plywood', 'YearBuilt|PoolArea', 'SaleCondition_Partial|BsmtCond_TA', 'Alley_Pave|GarageCars', 'Functional_Typ|PavedDrive_Tencode', 'BldgType_TwnhsE|FireplaceQu_TA', 'HouseStyle_SFoyer|Electrical_FuseA', 'RoofStyle_Shed|Neighborhood_Sawyer', 'Fence_Tencode|Condition2_Tencode', 'Exterior2nd_AsbShng|1stFlrSF', 'LotShape_Tencode|BsmtQual_Gd', 'Neighborhood_Blmngtn|BsmtFinType2_GLQ', 'MiscVal|SaleCondition_Normal', 'BsmtFinType2_BLQ|MasVnrType_BrkCmn', 'LotShape_IR1|Neighborhood_IDOTRR', 'LandContour_Low|Foundation_Tencode', 'GarageQual_Tencode|Exterior2nd_AsphShn', 'Street_Tencode|Neighborhood_OldTown', 'LotShape_Reg|HalfBath', 'LotConfig_Corner|Alley_Grvl', 'Neighborhood_Edwards|LotConfig_Tencode', 'Neighborhood_BrDale|SaleType_Tencode', 'Neighborhood_Veenker|MSZoning_RM', 'HeatingQC_Fa|Exterior2nd_HdBoard', 'Fireplaces|Foundation_BrkTil', 'BsmtFinType1_Tencode|SaleCondition_Normal', 'Neighborhood_ClearCr|LotConfig_Tencode', 'GarageCond_Fa|Exterior2nd_Wd Sdng', 'OverallQual|OverallCond', 'KitchenAbvGr|GarageFinish_RFn', 'HouseStyle_SFoyer|Condition2_Artery', 'BldgType_Duplex|LandSlope_Mod', 'GarageType_Tencode|RoofMatl_WdShngl', 'SaleType_New|HouseStyle_SLvl', 'BldgType_Twnhs|KitchenQual_Tencode', 'YrSold|SaleType_ConLI', 'Exterior2nd_BrkFace|GarageType_Attchd', 'GarageQual_Tencode|BsmtCond_Fa', 'Fireplaces|BsmtQual_Fa', 'BsmtFinType2_Unf|MSZoning_Tencode', 'Exterior1st_Stucco|Condition1_Norm', 'GrLivArea|BldgType_1Fam', 'FireplaceQu_Tencode|BsmtFinSF1', 'LotConfig_FR2|Neighborhood_MeadowV', 'HeatingQC_Gd|HeatingQC_Tencode', 'BsmtFinSF2|MSZoning_C (all)', 'Alley_Tencode|BsmtCond_Po', 'GarageType_BuiltIn|Condition1_RRAn', 'Exterior2nd_Stone|GarageType_Tencode', 'LandSlope_Tencode|Street_Pave', 'Street_Tencode|Heating_GasW', 'Condition1_PosN|LotConfig_Inside', 'BsmtFinType1_Tencode|LotShape_IR3', 'BsmtFinType1_Tencode|RoofStyle_Tencode', 'Exterior1st_AsbShng|BsmtExposure_No', 'OverallQual|ExterQual_Gd', 'Neighborhood_BrDale|GarageCond_Ex', 'Exterior2nd_CmentBd|Exterior2nd_Brk Cmn', 'Neighborhood_Mitchel|GarageType_Tencode', 'BsmtFinType2_ALQ|Neighborhood_NAmes', 'Utilities_Tencode|Street_Pave', 'KitchenAbvGr|MiscVal', 'Condition1_RRAe|BldgType_TwnhsE', 'BsmtExposure_Gd|Fence_MnWw', 'LandSlope_Sev|MSZoning_RM', 'Exterior1st_HdBoard|Neighborhood_MeadowV', 'CentralAir_Y|BsmtFinType1_Unf', 'RoofStyle_Shed|MasVnrType_BrkFace', 'GarageQual_Gd|BsmtUnfSF', 'GarageQual_TA|Condition1_Feedr', 'SaleCondition_Normal|ExterQual_Gd', 'Heating_GasW|GarageArea', 'BsmtFinType2_ALQ|CentralAir_Y', 'RoofStyle_Gable|BsmtFinType2_Unf', 'BsmtFinType1_BLQ|MiscFeature_Tencode', 'Electrical_SBrkr|Foundation_Slab', 'Exterior2nd_Stone|LandContour_Lvl', 'GarageCars|Neighborhood_Crawfor', 'LandSlope_Sev|Neighborhood_OldTown', 'MiscFeature_Othr|BsmtExposure_No', 'YearRemodAdd|1stFlrSF', 'Foundation_PConc|Fence_GdWo', 'Heating_Grav|Condition1_PosA', 'Functional_Maj2|MasVnrType_Tencode', 'PavedDrive_Y|LotShape_IR3', 'BldgType_Duplex|ExterQual_Ex', 'LandSlope_Tencode|BsmtFinType2_LwQ', 'BsmtFinType2_Tencode|Exterior2nd_MetalSd', 'HeatingQC_Fa|Foundation_BrkTil', 'BldgType_Duplex|HeatingQC_Gd', 'Foundation_BrkTil|Condition1_Norm', 'Neighborhood_CollgCr|FireplaceQu_Ex', 'HouseStyle_SFoyer|Exterior1st_CemntBd', 'ExterQual_Ex|BsmtCond_Tencode', 'BsmtHalfBath|LandSlope_Sev', 'OverallCond|BldgType_1Fam', 'PoolQC_Tencode|MasVnrType_None', 'HouseStyle_SFoyer|FireplaceQu_Po', 'ExterQual_TA|RoofMatl_Tar&Grv', 'LotConfig_CulDSac|FireplaceQu_Ex', 'Functional_Typ|MSZoning_FV', 'BsmtCond_Fa|ExterCond_Fa', 'Fireplaces|Alley_Grvl', 'GarageQual_Gd|Exterior2nd_Wd Shng', 'Electrical_Tencode|Condition1_Norm', 'BsmtFinType2_GLQ|GarageQual_TA', 'Electrical_FuseP|SaleType_ConLI', 'KitchenQual_Ex|KitchenQual_TA', 'GarageFinish_Fin|Neighborhood_SWISU', 'GarageCars|RoofMatl_WdShngl', 'ExterQual_Tencode|BsmtExposure_Mn', 'LandContour_Low|HeatingQC_Ex', 'Exterior2nd_AsbShng|Fence_MnPrv', 'SaleCondition_Family|Street_Grvl', 'PavedDrive_N|Heating_Grav', 'MSZoning_C (all)|Fence_GdWo', 'Neighborhood_NAmes|Fence_MnWw', 'SaleCondition_Tencode|BsmtFinType1_ALQ', 'Foundation_CBlock|MSZoning_RL', 'GarageType_Detchd|BsmtUnfSF', 'BsmtFinType1_Tencode|BsmtQual_Fa', 'BsmtCond_Tencode|Alley_Grvl', 'GarageFinish_Unf|HouseStyle_1.5Unf', 'Exterior1st_BrkFace|Neighborhood_SawyerW', 'BsmtFinType2_Rec|BsmtCond_Fa', 'Exterior2nd_AsbShng|GarageType_CarPort', 'Functional_Tencode|Exterior1st_CemntBd', 'LandContour_HLS|SaleCondition_Partial', 'CentralAir_N|Exterior1st_MetalSd', 'Exterior1st_VinylSd|RoofMatl_WdShngl', 'Functional_Mod|MasVnrType_BrkFace', 'RoofMatl_CompShg|BsmtFinType2_Rec', 'KitchenAbvGr|LandContour_HLS', 'ExterQual_TA|Exterior2nd_VinylSd', 'FullBath|BsmtCond_Po', 'Fence_GdPrv|ExterQual_Tencode', 'KitchenQual_Ex|WoodDeckSF', 'Neighborhood_NoRidge|Fence_MnPrv', 'Exterior2nd_Wd Sdng|Alley_Grvl', 'Street_Tencode|GarageType_Tencode', 'RoofMatl_Tencode|FireplaceQu_TA', 'Functional_Typ|BsmtCond_Fa', 'HeatingQC_Tencode|Exterior1st_Tencode', 'Condition1_PosN|BsmtExposure_Mn', 'FullBath|BsmtCond_TA', 'LotShape_Tencode|Condition2_Artery', 'Neighborhood_ClearCr|Functional_Typ', 'SaleCondition_Family|BsmtExposure_Mn', 'BsmtFinSF2|BldgType_TwnhsE', 'LandContour_Tencode|MasVnrType_Tencode', 'FullBath|Functional_Min2', 'GarageQual_Gd|BldgType_1Fam', 'FireplaceQu_Fa|BsmtCond_Gd', 'GarageFinish_Tencode|SaleType_New', 'SaleType_Tencode|ExterQual_Gd', 'Street_Tencode|GarageYrBlt', 'Exterior2nd_Stone|MasVnrType_None', 'Neighborhood_BrDale|GarageType_Attchd', 'Neighborhood_Blmngtn|LotShape_IR1', 'GarageCond_Po|Exterior1st_CemntBd', 'Foundation_PConc|Functional_Min1', 'GarageCond_Tencode|2ndFlrSF', 'Neighborhood_IDOTRR|Exterior1st_Wd Sdng', 'BsmtHalfBath|RoofStyle_Gambrel', 'RoofStyle_Gambrel|BldgType_1Fam', 'YearRemodAdd|GarageType_Attchd', 'Neighborhood_NoRidge|Condition2_Norm', 'LotShape_IR2|BsmtFinType1_GLQ', 'GarageQual_Fa|RoofStyle_Tencode', 'HouseStyle_Tencode|HouseStyle_2.5Unf', 'Heating_GasA|MasVnrType_None', 'Electrical_FuseP|Neighborhood_Tencode', 'BsmtFinType2_Tencode|LotShape_Reg', '2ndFlrSF|Exterior1st_MetalSd', 'Condition1_PosA|MSZoning_FV', 'Neighborhood_Somerst|OpenPorchSF', 'Heating_GasW|GarageCond_Gd', 'RoofStyle_Flat|BldgType_Twnhs', 'BldgType_1Fam|KitchenQual_TA', 'SaleType_ConLD|Neighborhood_MeadowV', 'MSSubClass|Exterior1st_MetalSd', 'RoofMatl_CompShg|KitchenQual_Fa', 'Condition1_Norm|Fence_MnWw', 'HeatingQC_Gd|LotConfig_FR2', 'GarageQual_Po|LotConfig_Tencode', 'FireplaceQu_Gd|BsmtCond_Gd', 'Electrical_FuseP|LotConfig_Corner', 'Condition2_Norm|BsmtCond_TA', 'TotalBsmtSF|ExterQual_Gd', 'KitchenAbvGr|MSZoning_FV', 'LotShape_Reg|PoolArea', 'Functional_Maj2|RoofStyle_Tencode', 'RoofMatl_Tencode|GarageCond_Gd', 'BsmtFinType2_Unf|Exterior1st_Plywood', 'Fence_MnPrv|ExterCond_Fa', 'Neighborhood_NoRidge|ExterCond_Gd', 'GarageType_Tencode|GarageQual_TA', 'Neighborhood_Blmngtn|HeatingQC_Gd', 'BsmtFinType2_ALQ|Fence_Tencode', 'Electrical_FuseF|MiscFeature_Tencode', 'PoolQC_Tencode|BldgType_1Fam', 'Exterior1st_HdBoard|LandSlope_Gtl', 'SaleCondition_Family|PavedDrive_Tencode', 'Neighborhood_NPkVill|YearBuilt', 'GarageType_Attchd|MSZoning_FV', 'GarageFinish_RFn|OverallCond', 'GarageCond_TA|BldgType_TwnhsE', 'MSSubClass|HouseStyle_1.5Fin', 'Condition2_Tencode|GarageType_Attchd', 'OverallQual|Neighborhood_Edwards', 'RoofStyle_Flat|Condition1_Tencode', 'ExterCond_Tencode|Condition1_RRAe', 'SaleCondition_Family|Functional_Maj2', 'MiscFeature_Othr|MoSold', 'RoofStyle_Gambrel|MasVnrType_Tencode', 'BldgType_Twnhs|BsmtExposure_Mn', 'LotShape_IR1|Foundation_Slab', 'Exterior1st_HdBoard|Neighborhood_SWISU', 'Neighborhood_Blmngtn|SaleCondition_Abnorml', 'BldgType_Duplex|Street_Pave', 'Neighborhood_Blmngtn|BsmtFullBath', 'Electrical_FuseF|Neighborhood_Sawyer', 'GarageFinish_Unf|HalfBath', 'Neighborhood_CollgCr|Foundation_BrkTil', 'BldgType_1Fam|ScreenPorch', 'MSZoning_C (all)|RoofStyle_Tencode', 'TotRmsAbvGrd|MSZoning_RH', 'Functional_Typ|BsmtFinType2_LwQ', 'Fence_GdPrv|MSZoning_RH', 'BsmtCond_TA|ExterCond_Fa', 'GarageCars|Neighborhood_NAmes', 'Exterior2nd_VinylSd|FireplaceQu_Ex', 'LandContour_Low|Condition2_Tencode', 'LotShape_IR1|GarageYrBlt', 'BsmtFullBath|WoodDeckSF', 'Exterior2nd_Tencode|Exterior1st_CemntBd', 'Foundation_PConc|SaleType_ConLw', 'Electrical_FuseP|CentralAir_Tencode', 'FullBath|RoofStyle_Tencode', 'MSZoning_RH|MasVnrType_Tencode', 'Exterior2nd_Stucco|LandSlope_Mod', 'Exterior2nd_VinylSd|Exterior2nd_AsphShn', 'PavedDrive_P|LotShape_IR3', 'Fence_GdPrv|MasVnrType_Tencode', 'SaleType_Tencode|MasVnrArea', 'Condition2_Artery|BldgType_1Fam', 'Neighborhood_NridgHt|MasVnrType_Stone', 'MasVnrType_BrkCmn|BsmtCond_TA', 'Neighborhood_BrDale|MSZoning_C (all)', 'FireplaceQu_Gd|Neighborhood_Edwards', 'SaleCondition_Family|LowQualFinSF', 'SaleCondition_Family|GarageYrBlt', 'Heating_GasW|BsmtFinType1_ALQ', 'BsmtExposure_Av|MSZoning_RM', '3SsnPorch|Exterior2nd_MetalSd', 'BsmtFinType2_GLQ|BsmtFinType1_Rec', 'MiscFeature_Othr|MasVnrType_BrkFace', 'HouseStyle_1Story|MasVnrType_Stone', 'YearRemodAdd|PoolQC_Tencode', 'Electrical_FuseA|Exterior2nd_AsphShn', 'RoofStyle_Tencode|HouseStyle_1.5Fin', 'Electrical_FuseF|MasVnrType_Stone', 'BsmtFinType1_BLQ|Neighborhood_NAmes', 'TotalBsmtSF|BsmtFinType1_LwQ', 'KitchenQual_TA|Exterior1st_Plywood', 'GarageFinish_Unf|EnclosedPorch', 'HeatingQC_TA|Functional_Maj2', 'YrSold|Condition1_RRAe', 'YrSold|Fence_GdPrv', '2ndFlrSF|Neighborhood_SawyerW', 'BsmtFinType2_BLQ|SaleType_WD', 'Fireplaces|BsmtQual_Tencode', 'LandSlope_Sev|Functional_Maj2', 'HeatingQC_Fa|LotConfig_Inside', 'Condition1_Tencode|Exterior2nd_Wd Shng', 'FireplaceQu_Po|Condition2_Tencode', 'Street_Tencode|GarageType_BuiltIn', 'Exterior2nd_Stone|PavedDrive_Tencode', 'SaleType_Oth|Exterior2nd_AsphShn', 'Heating_GasA|Utilities_AllPub', '1stFlrSF|BsmtQual_Gd', 'Alley_Pave|GarageYrBlt', 'Fence_GdPrv|RoofMatl_WdShngl', 'Electrical_SBrkr|Fence_MnPrv', 'GarageType_Detchd|Condition1_RRAn', 'Neighborhood_Edwards|GarageQual_TA', 'SaleCondition_Tencode|LotShape_IR2', 'YearRemodAdd|Condition1_Norm', 'Fireplaces|PavedDrive_Y', 'Neighborhood_ClearCr|Electrical_FuseP', 'FireplaceQu_Po|Neighborhood_SawyerW', 'LotConfig_CulDSac|LotConfig_Inside', '1stFlrSF|LotConfig_Inside', 'Exterior2nd_AsbShng|EnclosedPorch', 'FireplaceQu_Gd|SaleType_WD', 'FireplaceQu_Tencode|MSZoning_C (all)', 'LotShape_Tencode|MSZoning_FV', 'LandSlope_Gtl|WoodDeckSF', 'Neighborhood_Veenker|Neighborhood_Crawfor', 'MasVnrType_BrkCmn|BsmtCond_Fa', 'GarageCars|Condition1_RRAn', 'Foundation_PConc|Exterior2nd_Plywood', 'HouseStyle_1.5Unf|GarageArea', 'GarageCars|MoSold', 'GarageCars|Functional_Maj1', 'LotFrontage|MSZoning_FV', 'HeatingQC_Gd|MSZoning_RH', 'BsmtFinType2_Tencode|YearBuilt', 'Neighborhood_Blmngtn|Exterior1st_CemntBd', 'HeatingQC_TA|WoodDeckSF', 'Neighborhood_BrDale|GarageQual_Gd', 'BsmtFinType1_Tencode|LandContour_Lvl', 'ExterQual_TA|KitchenQual_Ex', 'RoofMatl_Tar&Grv|Condition1_Tencode', 'BsmtFinType2_LwQ|ExterCond_Fa', 'BsmtFinType2_GLQ|RoofStyle_Tencode', 'MiscVal|Exterior1st_VinylSd', 'Foundation_Tencode|Condition1_Feedr', 'Neighborhood_BrDale|Exterior2nd_VinylSd', 'HouseStyle_1Story|OverallCond', 'Neighborhood_NPkVill|LotShape_IR3', 'GarageType_Detchd|BsmtQual_TA', 'RoofMatl_Tar&Grv|MasVnrArea', 'Neighborhood_BrDale|Neighborhood_NPkVill', 'GarageCond_Gd|ExterQual_Gd', 'Exterior2nd_CmentBd|Neighborhood_Gilbert', 'GarageQual_Po|BldgType_TwnhsE', 'BsmtQual_Fa', 'RoofStyle_Flat|GarageType_2Types', 'MasVnrType_None|PoolArea', 'Exterior1st_VinylSd|ExterQual_Fa', 'HouseStyle_Tencode|Exterior1st_CemntBd', 'SaleType_ConLw|Fence_MnWw', 'Neighborhood_OldTown|KitchenQual_TA', 'ExterQual_Gd|LotShape_IR3', 'LotConfig_Tencode|LotShape_IR3', 'Heating_GasA|Functional_Maj1', 'GarageArea|SaleCondition_Partial', 'GarageQual_Po|Condition1_RRAn', 'BldgType_2fmCon|Neighborhood_IDOTRR', 'Foundation_PConc|KitchenQual_Gd', 'RoofStyle_Gambrel|BsmtFinType2_LwQ', 'Neighborhood_Blmngtn|Neighborhood_Crawfor', 'BsmtFinType2_Unf|MSZoning_FV', 'RoofMatl_CompShg|1stFlrSF', 'GarageCond_Po|Condition1_RRAe', 'LandSlope_Mod|BsmtQual_Gd', 'GarageQual_Fa|Exterior2nd_Plywood', 'SaleCondition_Normal|Exterior1st_WdShing', 'Condition1_Norm|HouseStyle_2Story', 'HeatingQC_Fa|SaleType_WD', 'ExterCond_Gd', 'LandSlope_Sev|LandSlope_Gtl', 'BsmtFinType2_GLQ|Fence_MnPrv', 'Electrical_FuseA|PavedDrive_Tencode', 'GarageQual_Po|MasVnrArea', 'BsmtFinSF2|Neighborhood_NWAmes', 'HeatingQC_Fa|MasVnrType_None', 'Heating_GasA|Fireplaces', 'ExterCond_Gd|Neighborhood_SawyerW', 'BsmtUnfSF|BldgType_Tencode', 'KitchenAbvGr|Exterior1st_WdShing', 'LandSlope_Sev|Functional_Mod', 'Exterior2nd_BrkFace|KitchenQual_Ex', 'OverallQual|LotConfig_Corner', 'BsmtFinType2_GLQ|BedroomAbvGr', 'Neighborhood_BrDale|YearBuilt', 'Functional_Tencode|ExterQual_Tencode', 'Exterior1st_HdBoard|SaleType_New', 'BldgType_TwnhsE|GarageFinish_RFn', 'Neighborhood_NPkVill|Fireplaces', 'BsmtQual_Tencode|Functional_Maj1', 'BldgType_TwnhsE|BsmtQual_Gd', 'BldgType_Duplex|BsmtFullBath', 'LotConfig_CulDSac|SaleCondition_Normal', 'RoofMatl_Tencode|Neighborhood_NPkVill', 'SaleType_New|LotConfig_Inside', 'Exterior2nd_Stone|SaleType_ConLw', 'LotShape_Tencode|LandContour_Bnk', 'MSZoning_C (all)|Condition1_Tencode', 'LotConfig_Corner|ExterQual_Fa', 'FireplaceQu_Tencode|HouseStyle_2Story', 'HeatingQC_Fa|ExterQual_Gd', 'BldgType_Duplex|BsmtFinType1_GLQ', 'Alley_Tencode|Foundation_Slab', 'Heating_Tencode|RoofStyle_Gambrel', 'TotalBsmtSF|PavedDrive_Y', 'BsmtQual_Fa|BsmtFinType1_LwQ', 'Fence_GdPrv|Neighborhood_SawyerW', 'LotShape_Tencode|BsmtExposure_Gd', 'Functional_Typ|GarageQual_Gd', 'Fence_Tencode|Functional_Maj2', 'Electrical_Tencode|Exterior1st_CemntBd', 'Neighborhood_Mitchel|Functional_Maj1', 'BsmtFinType2_ALQ|MSZoning_FV', 'BedroomAbvGr|Exterior2nd_AsphShn', 'ExterQual_Ex|Condition2_Artery', 'RoofMatl_Tencode|BsmtFinType1_Rec', 'BsmtFinType2_GLQ|LandSlope_Tencode', 'GarageType_Detchd|BsmtFinType1_Rec', 'Neighborhood_Edwards|BedroomAbvGr', 'Street_Grvl|ScreenPorch', 'LotShape_Reg|MSZoning_C (all)', 'Exterior2nd_VinylSd|Condition1_Tencode', 'TotRmsAbvGrd|BsmtFinType1_LwQ', 'Exterior2nd_Wd Shng|Utilities_AllPub', 'LandContour_HLS|BsmtExposure_Mn', 'Functional_Typ|ExterQual_Ex', 'Exterior2nd_Stone|Heating_Tencode', 'GarageCond_Tencode|BsmtFinType1_Rec', 'BsmtCond_Gd', 'GarageCond_Po|Fence_GdPrv', 'FireplaceQu_Tencode|Fence_GdPrv', 'SaleCondition_Tencode|KitchenQual_Tencode', 'RoofStyle_Hip|Street_Grvl', 'Functional_Min1|Neighborhood_Timber', 'CentralAir_Y|MSZoning_FV', 'KitchenQual_Ex|LowQualFinSF', 'LowQualFinSF|Condition2_Artery', 'FullBath|MiscVal', 'FireplaceQu_Gd|ExterQual_Gd', 'Heating_GasW|HouseStyle_2Story', 'PavedDrive_Y|SaleCondition_Normal', 'Exterior2nd_CmentBd|Condition2_Norm', 'Functional_Maj2|BsmtExposure_Gd', 'BsmtFinType2_Tencode|LotConfig_Corner', 'Neighborhood_NPkVill|ExterQual_Gd', 'LotShape_Reg|GarageType_2Types', 'Electrical_FuseP|2ndFlrSF', 'LotFrontage|LandContour_Tencode', 'Exterior2nd_BrkFace|MSZoning_RL', 'LotConfig_Corner|SaleType_COD', 'Functional_Maj1|MasVnrType_BrkCmn', 'BldgType_Twnhs|Exterior2nd_Brk Cmn', 'PoolQC_Tencode|Street_Grvl', 'LotShape_Tencode|Neighborhood_StoneBr', 'GarageFinish_Unf|FireplaceQu_TA', 'BldgType_Tencode|ExterQual_Tencode', 'BsmtFinType2_LwQ|Neighborhood_NAmes', 'BsmtFinType1_GLQ|Fence_MnPrv', 'HeatingQC_Fa|Functional_Tencode', 'BsmtFinType1_BLQ|HeatingQC_Tencode', 'SaleCondition_Tencode|FireplaceQu_Ex', 'Exterior2nd_Stone|HalfBath', 'LotShape_IR3|WoodDeckSF', 'PavedDrive_N|GarageCond_Tencode', 'FireplaceQu_Gd|Condition2_Tencode', 'Electrical_FuseP|Exterior1st_Stucco', 'Exterior1st_AsbShng|BsmtCond_Tencode', 'EnclosedPorch|Fence_MnWw', 'RoofStyle_Hip|Exterior2nd_VinylSd', 'GarageCars|ExterCond_Fa', 'Neighborhood_NoRidge|LandContour_Lvl', 'GrLivArea|BsmtFullBath', 'GarageCond_Po|EnclosedPorch', 'BldgType_Twnhs|MasVnrArea', 'OverallQual|ExterCond_Fa', 'BsmtHalfBath|GarageQual_TA', 'GarageQual_Gd|Neighborhood_Timber', 'BsmtHalfBath|BsmtQual_TA', 'Condition1_Feedr|BsmtFinType1_LwQ', 'LotShape_Tencode|LotShape_IR3', 'Heating_GasA|ExterCond_Tencode', 'LotArea|LowQualFinSF', 'GrLivArea|Fireplaces', 'RoofStyle_Tencode|BsmtFinType2_Unf', 'Exterior2nd_CmentBd|MSZoning_RM', 'FireplaceQu_Gd|GarageQual_Gd', 'Exterior1st_CemntBd|MasVnrType_BrkFace', 'OpenPorchSF|Exterior2nd_AsphShn', 'Exterior2nd_Tencode|BsmtQual_Fa', 'OpenPorchSF|HouseStyle_SLvl', 'LotShape_Tencode|LotConfig_Tencode', 'Neighborhood_Mitchel|Functional_Maj2', 'OverallQual|SaleType_New', 'MSZoning_C (all)|Exterior1st_MetalSd', 'LandContour_Bnk|BsmtFinType1_LwQ', 'GarageFinish_Unf|FireplaceQu_Po', 'Foundation_Tencode|2ndFlrSF', 'Fence_GdWo|Exterior2nd_HdBoard', 'Foundation_PConc|Electrical_Tencode', 'GarageFinish_Unf|LotShape_IR2', 'FullBath|MSZoning_FV', 'GarageQual_Gd|BsmtQual_Fa', 'LandSlope_Sev|GarageType_Attchd', 'Exterior2nd_Plywood', 'Condition1_Artery|Condition1_Feedr', 'Neighborhood_BrDale|Neighborhood_Tencode', 'Neighborhood_Somerst|SaleType_ConLD', 'RoofStyle_Shed|HouseStyle_SLvl', 'GarageQual_TA|Functional_Min2', 'Alley_Tencode|MiscFeature_Gar2', 'BsmtFinType2_ALQ|LotConfig_Inside', 'HeatingQC_Tencode|Functional_Mod', 'BsmtFinType2_LwQ|GarageQual_Tencode', 'RoofMatl_Tar&Grv|BldgType_1Fam', 'LotConfig_Tencode|Neighborhood_Timber', 'MiscFeature_Tencode|BldgType_TwnhsE', 'BsmtExposure_Tencode|BsmtCond_Gd', 'BldgType_Duplex|Electrical_FuseP', 'Neighborhood_Blmngtn|GarageQual_Po', 'Functional_Typ|GarageQual_Po', 'SaleType_ConLw|MiscFeature_Tencode', 'Functional_Maj2|Neighborhood_IDOTRR', 'Condition1_Artery|BsmtFinType1_LwQ', 'HouseStyle_1Story|Neighborhood_Mitchel', 'Alley_Tencode|BsmtFinType1_LwQ', 'Foundation_BrkTil|BldgType_TwnhsE', 'HalfBath|CentralAir_N', 'RoofStyle_Gable|MiscFeature_Gar2', 'BsmtHalfBath|YearBuilt', 'GarageCond_Tencode|BsmtFinType1_ALQ', 'BsmtQual_Fa|MiscFeature_Tencode', 'Neighborhood_Tencode|MasVnrType_Tencode', 'BsmtFinType1_ALQ|Functional_Maj2', 'GrLivArea|GarageQual_Po', 'Neighborhood_NWAmes|ExterQual_Gd', 'Exterior2nd_AsbShng|Exterior1st_VinylSd', 'LotShape_Tencode|SaleCondition_Alloca', 'Electrical_FuseA|Exterior1st_VinylSd', 'Condition2_Tencode|Condition1_Feedr', 'Utilities_Tencode|GarageCond_Gd', 'FireplaceQu_Fa|BsmtFinType1_Unf', 'LotArea|LandContour_Tencode', 'KitchenQual_Gd|Neighborhood_Tencode', 'BsmtExposure_Av|GarageQual_Tencode', 'GarageType_CarPort|Neighborhood_SawyerW', 'Neighborhood_Mitchel|LandSlope_Sev', 'ExterCond_Tencode|GarageYrBlt', 'Exterior2nd_AsbShng|Functional_Typ', 'BsmtQual_TA|GarageFinish_Tencode', 'Functional_Tencode|GarageCond_Tencode', 'BsmtFinType1_Rec|MoSold', 'GarageCond_Gd|ScreenPorch', 'GarageCond_Po|RoofStyle_Shed', 'BedroomAbvGr|Neighborhood_Crawfor', 'Neighborhood_NoRidge|ExterCond_Fa', 'RoofStyle_Tencode|BsmtCond_Tencode', 'Foundation_Stone|SaleType_ConLw', 'BsmtExposure_No|Fence_MnWw', 'LotConfig_Corner|HouseStyle_1.5Unf', 'SaleType_New|Neighborhood_IDOTRR', 'EnclosedPorch|Exterior1st_Wd Sdng', 'Exterior2nd_Stucco|ExterQual_Gd', 'Neighborhood_Somerst|Condition1_Feedr', 'Utilities_Tencode|BsmtFinType1_Rec', 'Exterior1st_AsbShng|LandSlope_Mod', 'GarageType_Attchd|Condition1_Tencode', 'ExterCond_Gd|Foundation_Slab', 'RoofStyle_Tencode|HouseStyle_SLvl', 'Neighborhood_Somerst|Heating_GasW', 'RoofStyle_Shed|1stFlrSF', 'Heating_Tencode|GarageType_2Types', 'PavedDrive_N|BsmtExposure_Gd', 'Neighborhood_Veenker|RoofStyle_Tencode', 'BsmtFinType2_Tencode|MiscVal', 'Exterior2nd_BrkFace|MiscVal', 'GarageFinish_RFn|MiscFeature_Gar2', 'SaleType_Oth|Neighborhood_IDOTRR', 'LandContour_Low|BsmtCond_Tencode', 'TotalBsmtSF|KitchenQual_Fa', 'GrLivArea|SaleType_WD', 'BsmtFinType2_Tencode|KitchenQual_TA', 'FireplaceQu_Gd|1stFlrSF', 'KitchenQual_Fa|MSSubClass', 'Electrical_FuseP|GarageQual_Po', 'BldgType_TwnhsE|ExterCond_Fa', 'Heating_Tencode|GarageArea', 'Functional_Maj1|Neighborhood_Crawfor', 'HeatingQC_Tencode|MiscFeature_Gar2', 'FireplaceQu_Ex|BsmtFinType1_GLQ', 'BldgType_Duplex|KitchenQual_Tencode', 'GarageFinish_Tencode|Exterior2nd_CmentBd', 'Exterior2nd_Stone|Neighborhood_NWAmes', 'BedroomAbvGr|LowQualFinSF', 'PavedDrive_N|PavedDrive_P', 'Neighborhood_SWISU|Neighborhood_BrkSide', 'PavedDrive_N|KitchenQual_Tencode', 'ExterCond_Tencode|Alley_Grvl', 'Heating_GasA|BsmtCond_Tencode', 'Neighborhood_ClearCr|LotConfig_CulDSac', 'Electrical_SBrkr|HeatingQC_Ex', 'FireplaceQu_Gd|MasVnrType_BrkFace', 'Exterior1st_WdShing|LotConfig_Inside', 'Electrical_SBrkr|Condition2_Tencode', 'Neighborhood_Blmngtn|Neighborhood_OldTown', 'Exterior1st_HdBoard|Condition1_Norm', 'Fence_GdWo|HouseStyle_2Story', 'TotRmsAbvGrd|CentralAir_Tencode', 'YearRemodAdd|Fence_GdPrv', 'YearRemodAdd|Functional_Maj2', 'HouseStyle_1.5Fin|Exterior1st_Plywood', 'BedroomAbvGr|Exterior1st_VinylSd', 'PavedDrive_N|GarageType_Tencode', 'LotConfig_CulDSac|LowQualFinSF', 'Exterior1st_BrkFace|BsmtHalfBath', 'KitchenQual_Ex|SaleType_WD', 'Exterior2nd_BrkFace|Foundation_Slab', 'RoofMatl_Tencode|BsmtFinType1_Unf', 'Neighborhood_SawyerW|MasVnrType_Tencode', 'Foundation_BrkTil|Exterior1st_Plywood', 'GarageType_BuiltIn|GarageCond_Ex', 'BsmtFinType1_Rec|1stFlrSF', 'Foundation_PConc|Alley_Tencode', 'GarageFinish_Fin|LowQualFinSF', 'ExterCond_TA|Neighborhood_NAmes', 'Neighborhood_Somerst|GarageType_Tencode', 'RoofMatl_CompShg|BsmtFullBath', 'Utilities_AllPub|HouseStyle_2Story', 'GarageQual_Gd|Neighborhood_SWISU', 'Exterior2nd_Tencode|BsmtFinSF2', 'Exterior2nd_Stone|RoofStyle_Shed', 'LotShape_IR1|Condition1_PosA', 'BsmtFinType2_GLQ|SaleCondition_Abnorml', 'BsmtFinType2_LwQ|BsmtExposure_Mn', 'LotConfig_CulDSac|SaleCondition_Alloca', 'SaleCondition_Tencode|Utilities_AllPub', 'Fence_GdWo|RoofMatl_WdShngl', 'FullBath|PavedDrive_P', 'HeatingQC_TA|Fence_MnWw', 'BsmtQual_Tencode|PavedDrive_Y', 'BldgType_Duplex|ExterCond_Gd', 'Neighborhood_CollgCr|ExterCond_Fa', 'LotShape_Tencode|Condition1_PosN', 'LotConfig_Corner|Neighborhood_NAmes', 'Exterior1st_BrkFace|Electrical_FuseF', 'Utilities_Tencode|KitchenQual_TA', 'Exterior2nd_Stone|LotConfig_Inside', 'HouseStyle_Tencode|Neighborhood_Edwards', 'Neighborhood_BrDale|PavedDrive_Tencode', 'Electrical_SBrkr|Neighborhood_StoneBr', 'BsmtQual_Ex|KitchenQual_TA', 'PoolArea|ScreenPorch', 'BsmtFinType1_Tencode|TotRmsAbvGrd', 'Heating_GasA|Condition1_RRAn', 'BsmtFinSF2|LandSlope_Sev', 'BsmtExposure_Av|Foundation_Slab', 'Foundation_BrkTil|BsmtFinType2_Rec', 'ExterCond_TA|Neighborhood_SWISU', 'Exterior2nd_HdBoard|Foundation_Slab', 'LandSlope_Sev|GarageFinish_Tencode', 'SaleCondition_Tencode|Exterior1st_Wd Sdng', 'KitchenAbvGr|Neighborhood_Somerst', '3SsnPorch|RoofMatl_Tar&Grv', 'Street_Grvl|Condition1_RRAn', 'FullBath|Exterior2nd_HdBoard', 'ExterCond_Gd|1stFlrSF', 'EnclosedPorch|MiscFeature_Othr', 'BldgType_Duplex|BldgType_Tencode', 'GrLivArea|KitchenQual_Tencode', 'SaleType_Tencode|BsmtFullBath', 'SaleType_ConLD|Exterior1st_Plywood', 'Exterior2nd_Brk Cmn|SaleType_Oth', 'SaleType_WD|MSZoning_C (all)', 'HeatingQC_Ex|BsmtCond_Gd', 'HeatingQC_TA|Condition1_RRAn', 'PavedDrive_N|Condition2_Norm', 'MiscFeature_Othr|SaleType_CWD', 'Heating_GasA|HeatingQC_Ex', 'LotShape_IR3|BsmtCond_Fa', 'LandSlope_Sev|Condition1_Norm', 'Exterior1st_BrkFace|SaleType_ConLD', 'Neighborhood_Somerst|Functional_Tencode', 'BsmtHalfBath|GarageType_Attchd', 'ExterCond_TA|LandContour_Tencode', 'SaleType_COD|Fence_MnPrv', 'BsmtQual_Ex|MSSubClass', 'GrLivArea|LotFrontage', 'Neighborhood_NoRidge|Fence_GdWo', 'GarageArea|HouseStyle_SLvl', 'Exterior2nd_AsbShng|YearBuilt', 'Neighborhood_BrDale|RoofStyle_Shed', 'Condition1_PosN|Condition2_Artery', 'BsmtCond_Tencode|CentralAir_Tencode', 'LotShape_IR1|BsmtFinType2_Unf', 'GarageFinish_Fin|BsmtHalfBath', 'BsmtFinType2_LwQ|MasVnrType_BrkFace', 'BsmtCond_Tencode|BsmtQual_Gd', 'HeatingQC_Ex|OverallCond', 'KitchenAbvGr|BsmtFinType2_Rec', 'GarageFinish_Unf|BsmtFinType1_BLQ', 'FireplaceQu_Po|SaleType_Oth', 'Street_Tencode|HeatingQC_TA', 'GarageType_Tencode|BsmtFinType2_Rec', 'OverallQual|HouseStyle_1.5Fin', 'Functional_Typ|BsmtFinType2_GLQ', 'GarageType_Tencode|Neighborhood_Veenker', 'GarageType_Detchd|GrLivArea', 'Alley_Pave|Neighborhood_Mitchel', 'Functional_Maj2|1stFlrSF', 'Heating_Grav|MiscFeature_Othr', 'FireplaceQu_Tencode|MasVnrType_Stone', 'OpenPorchSF|Exterior1st_Wd Sdng', 'FullBath|Neighborhood_Timber', 'BsmtFinType1_Rec|BsmtCond_Po', 'PavedDrive_N|RoofStyle_Gambrel', 'SaleCondition_Family|Condition1_Tencode', 'Exterior1st_Stucco|Condition1_RRAe', 'MiscFeature_Shed|BsmtFinType1_LwQ', 'GarageFinish_Fin|Exterior1st_AsbShng', 'Electrical_Tencode|GarageType_Tencode', 'LotConfig_Corner|SaleType_New', 'GarageCond_TA|GarageFinish_Fin', 'Exterior1st_Stucco|YearBuilt', 'HouseStyle_2.5Unf|Neighborhood_SawyerW', 'LandContour_Low|MasVnrType_Tencode', 'BsmtFinType2_BLQ|HouseStyle_SLvl', 'RoofMatl_Tencode|Neighborhood_OldTown', 'YearRemodAdd|HeatingQC_Fa', 'LotShape_IR2|BsmtFinType1_ALQ', 'ExterCond_Tencode|MasVnrType_Tencode', 'Electrical_Tencode|Heating_GasW', 'Exterior1st_CemntBd|RoofStyle_Shed', 'FireplaceQu_Fa|MasVnrType_Tencode', 'HalfBath|Condition1_Norm', 'Exterior2nd_MetalSd|Neighborhood_BrkSide', 'GarageCond_Tencode|MSSubClass', 'OverallQual|BsmtCond_Tencode', 'Exterior2nd_MetalSd|MSZoning_FV', 'PavedDrive_Y|OpenPorchSF', 'YearRemodAdd|Foundation_Slab', 'GarageQual_Fa|MasVnrType_BrkCmn', 'ExterCond_TA|BsmtFinType2_BLQ', 'FullBath|RoofMatl_WdShngl', 'BsmtHalfBath|GarageArea', 'Exterior2nd_Stucco|FireplaceQu_Fa', 'Exterior2nd_Stucco|BsmtFinType2_ALQ', 'ExterQual_TA|GrLivArea', 'PoolQC_Tencode|LandContour_Bnk', 'BldgType_TwnhsE|Exterior2nd_Wd Shng', 'GarageCond_TA|Condition2_Tencode', 'BsmtFinType2_GLQ|GarageQual_Po', 'Functional_Tencode|Exterior2nd_Tencode', 'SaleType_ConLw|SaleCondition_Abnorml', 'GarageQual_Po|LotShape_IR3', 'BsmtExposure_Tencode|LandSlope_Sev', 'BsmtFinType2_Tencode|FireplaceQu_Fa', 'BsmtFinType2_Tencode|RoofStyle_Gable', 'SaleCondition_Alloca|Exterior2nd_Brk Cmn', 'SaleType_Tencode|GarageCond_Ex', 'MSZoning_Tencode|Neighborhood_IDOTRR', '1stFlrSF|Functional_Mod', 'ExterQual_Ex|Neighborhood_SawyerW', 'MoSold|CentralAir_N', 'MSZoning_C (all)|Utilities_AllPub', 'LotShape_Reg|Electrical_FuseP', 'LotShape_IR2|GarageQual_Fa', 'Neighborhood_Blmngtn|Functional_Maj1', 'BldgType_Duplex|TotRmsAbvGrd', 'PavedDrive_N|GrLivArea', 'Electrical_FuseP|ExterQual_Tencode', 'Condition1_Tencode|GarageCond_Ex', 'BsmtFinType2_BLQ|ExterQual_Tencode', 'BsmtExposure_Av|Condition1_Norm', 'LotConfig_Tencode|Exterior1st_BrkComm', 'FireplaceQu_TA|Exterior1st_MetalSd', 'Exterior2nd_Tencode|MasVnrType_BrkFace', 'LandContour_Tencode|KitchenQual_TA', 'LotShape_IR2|HouseStyle_1.5Unf', 'Exterior1st_Stucco|GarageArea', 'Foundation_Tencode|MSSubClass', 'Street_Tencode|Functional_Maj1', 'GarageCond_Tencode|RoofStyle_Tencode', '3SsnPorch|GarageYrBlt', 'BsmtHalfBath|BedroomAbvGr', 'YearRemodAdd|BsmtExposure_No', 'YearRemodAdd|BsmtFinSF1', 'BldgType_Duplex|Neighborhood_SawyerW', '2ndFlrSF|MasVnrType_Tencode', 'BsmtFinType1_Tencode|GarageFinish_Tencode', 'Condition1_Artery|GarageArea', 'BsmtHalfBath|MSZoning_RH', 'EnclosedPorch|LandContour_HLS', 'Neighborhood_Veenker|RoofStyle_Gambrel', 'Condition1_PosN|GarageQual_Po', 'LandContour_Lvl|Fence_GdPrv', 'Heating_Grav|Neighborhood_NoRidge', 'Exterior1st_VinylSd|HouseStyle_2Story', 'BsmtHalfBath|SaleCondition_Abnorml', 'BsmtExposure_Mn|BsmtCond_TA', 'MSZoning_C (all)|SaleType_Oth', 'BsmtHalfBath|1stFlrSF', 'Neighborhood_NAmes|MSZoning_RM', 'Neighborhood_CollgCr|SaleType_ConLI', 'FullBath|BsmtFinType2_Rec', 'GarageFinish_Fin|Neighborhood_Crawfor', 'HeatingQC_Fa|MiscFeature_Tencode', 'LotShape_IR1|Condition1_Tencode', 'Neighborhood_ClearCr|BsmtFinType1_ALQ', 'BsmtFinType2_GLQ|HouseStyle_2.5Unf', 'Exterior1st_HdBoard|Exterior2nd_BrkFace', 'Electrical_FuseP|LotConfig_Inside', 'BsmtUnfSF|Condition2_Norm', 'ExterCond_Gd|Street_Pave', 'Functional_Mod|GarageQual_Tencode', 'Functional_Typ|GarageYrBlt', 'Functional_Typ|MoSold', 'Electrical_FuseF|Neighborhood_StoneBr', 'Exterior1st_WdShing|Functional_Min2', 'Functional_Min1|Condition1_Feedr', 'SaleType_ConLD|GarageCond_Ex', 'HeatingQC_Fa|ExterCond_TA', 'GarageQual_TA|BsmtFinType2_Unf', 'Electrical_SBrkr|SaleType_Oth', 'FireplaceQu_Tencode|BsmtQual_Fa', 'Foundation_Stone|LotConfig_Tencode', 'LotShape_IR1|LotConfig_Inside', 'TotalBsmtSF|LowQualFinSF', 'BsmtFinType2_BLQ|GarageType_Attchd', 'ExterQual_TA|BsmtFinType1_BLQ', 'RoofStyle_Flat|BsmtFinType2_GLQ', 'ScreenPorch|GarageYrBlt', 'YearBuilt|MasVnrType_Tencode', 'Fence_GdPrv|ExterQual_Gd', 'Electrical_Tencode|BsmtFinSF1', 'SaleType_ConLD|RoofStyle_Gambrel', 'LotFrontage|BsmtFinType2_BLQ', 'Neighborhood_BrkSide|RoofMatl_WdShngl', 'Condition1_PosN|Functional_Min1', 'Exterior2nd_MetalSd|Exterior1st_Wd Sdng', 'LotArea|HouseStyle_SLvl', 'KitchenAbvGr|BsmtFinType2_Tencode', 'MoSold|HouseStyle_2.5Unf', 'Exterior1st_Plywood|Exterior1st_Wd Sdng', 'BsmtFinType2_ALQ|LotConfig_CulDSac', 'Exterior2nd_HdBoard|Fence_MnWw', 'BsmtFinType2_GLQ|Exterior2nd_Tencode', 'SaleType_ConLw|Condition1_Feedr', 'BsmtFinType1_Tencode|Foundation_PConc', 'Condition1_Artery|SaleCondition_Partial', 'ExterCond_TA|BsmtQual_Ex', 'BsmtFinType2_BLQ|Neighborhood_StoneBr', 'Exterior1st_BrkFace|PavedDrive_Y', 'Foundation_Stone|GarageType_BuiltIn', 'HeatingQC_Ex|MSSubClass', 'LotShape_Reg|Neighborhood_Somerst', 'BsmtFinSF2|SaleType_CWD', 'Fence_Tencode|Condition1_RRAn', 'Electrical_Tencode|HeatingQC_Ex', 'Exterior1st_HdBoard|MiscFeature_Tencode', 'MSZoning_Tencode|Neighborhood_MeadowV', 'Exterior1st_AsbShng|MSZoning_Tencode', 'EnclosedPorch|RoofStyle_Tencode', 'GarageFinish_Unf|Functional_Maj1', 'Exterior1st_AsbShng|LotConfig_CulDSac', 'Functional_Maj1|Exterior2nd_Wd Shng', 'LotShape_Tencode|BsmtCond_Po', 'SaleType_ConLI|BsmtQual_TA', 'MSZoning_C (all)|ExterQual_Gd', 'Electrical_FuseP|Exterior2nd_Tencode', 'Exterior2nd_Tencode|MasVnrType_BrkCmn', 'Exterior2nd_Tencode|SaleType_WD', 'FullBath|GarageFinish_Fin', 'KitchenAbvGr|LotConfig_Tencode', 'Heating_GasA|Neighborhood_SWISU', 'LotShape_Reg|FullBath', 'GarageType_CarPort|Exterior1st_MetalSd', 'GarageQual_Po|BsmtCond_Fa', 'Neighborhood_Somerst|Neighborhood_SawyerW', 'HeatingQC_Tencode|Exterior2nd_AsphShn', 'BsmtFinType2_BLQ|Exterior2nd_MetalSd', 'EnclosedPorch|RoofMatl_Tar&Grv', 'Neighborhood_Crawfor|MiscFeature_Gar2', 'FireplaceQu_TA|HouseStyle_2Story', 'BldgType_Twnhs|KitchenQual_Gd', 'YrSold|BldgType_1Fam', 'BsmtExposure_Tencode|Alley_Tencode', 'LandContour_Tencode|CentralAir_Y', 'RoofStyle_Gable|BldgType_Tencode', 'HeatingQC_Gd|BsmtExposure_Av', 'GarageCond_TA|Exterior2nd_Tencode', 'FullBath|MSZoning_RH', 'SaleType_ConLD|Exterior2nd_Wd Shng', 'MoSold|BsmtFinType1_GLQ', 'Exterior1st_HdBoard|KitchenQual_Tencode', 'HeatingQC_Fa|BsmtFinType1_Rec', 'FireplaceQu_Tencode|RoofStyle_Gable', 'PoolArea|RoofMatl_WdShngl', 'Foundation_PConc|PavedDrive_Y', 'EnclosedPorch|LandSlope_Tencode', 'SaleType_ConLI|MasVnrType_BrkCmn', 'SaleCondition_Alloca|Exterior2nd_CmentBd', 'Condition1_RRAn|BsmtQual_Gd', 'Neighborhood_NridgHt|MasVnrType_BrkCmn', 'Exterior2nd_BrkFace|PoolQC_Tencode', 'BldgType_Tencode|LotConfig_Inside', 'OverallQual|BsmtQual_Tencode', 'GarageCond_Gd|GarageType_2Types', 'BldgType_Twnhs|SaleType_New', 'GrLivArea|Exterior1st_BrkComm', 'LotConfig_CulDSac|BsmtExposure_Mn', 'Functional_Tencode|BsmtFinType1_Rec', 'BsmtFinType1_BLQ|ExterQual_Ex', 'LotShape_IR3|LotConfig_Inside', 'GrLivArea|BsmtFinType1_ALQ', 'Exterior2nd_Wd Sdng|Exterior1st_Tencode', 'Neighborhood_NWAmes|OverallCond', 'SaleType_COD|RoofMatl_WdShngl', 'LandContour_HLS|BsmtQual_Ex', 'Neighborhood_Mitchel|Neighborhood_MeadowV', 'Neighborhood_Gilbert|OverallCond', 'LotArea|Neighborhood_SawyerW', 'GarageType_Attchd|BsmtCond_TA', 'GarageQual_TA|BsmtFinSF1', 'LotArea|GarageQual_Tencode', 'Neighborhood_CollgCr|BsmtFinType1_Unf', 'Functional_Typ|LotConfig_CulDSac', 'Neighborhood_ClearCr|BsmtQual_TA', 'GarageFinish_Unf|LandContour_Low', 'BsmtExposure_Tencode|BsmtFinType2_Rec', 'BsmtHalfBath|PoolQC_Tencode', 'Neighborhood_CollgCr|RoofStyle_Gable', 'RoofStyle_Gable|Exterior1st_Plywood', 'GarageCond_TA|Exterior1st_AsbShng', 'Neighborhood_Mitchel|BsmtFinSF2', 'Alley_Pave|MSSubClass', 'BsmtFinType2_BLQ|Neighborhood_SawyerW', 'Exterior2nd_Tencode|GarageType_Attchd', 'LandSlope_Mod|Exterior2nd_Wd Shng', 'RoofStyle_Hip|BsmtFinType1_Unf', 'LandSlope_Mod|ExterQual_Gd', 'Functional_Maj2|BsmtFinType2_LwQ', 'LotConfig_Tencode|Condition1_Feedr', 'BedroomAbvGr|ExterCond_Fa', 'EnclosedPorch|YearBuilt', 'Street_Tencode|ScreenPorch', 'GarageType_BuiltIn|SaleType_New', 'Functional_Maj1|RoofStyle_Tencode', 'BldgType_Duplex|FireplaceQu_Fa', 'Fence_GdPrv|FireplaceQu_TA', 'Street_Grvl|PavedDrive_P', 'LandSlope_Mod|MasVnrType_Stone', 'Neighborhood_BrDale|BsmtFinType2_Unf', 'LotConfig_FR2|BsmtQual_Gd', 'LotShape_IR1|SaleType_ConLI', 'Neighborhood_SWISU|Exterior2nd_MetalSd', 'HouseStyle_1Story|BsmtCond_Fa', 'Exterior1st_Stucco|Neighborhood_Gilbert', 'Exterior2nd_Stone|SaleType_COD', 'OverallQual|MoSold', 'MasVnrType_BrkFace|GarageType_2Types', 'Electrical_FuseP|PoolArea', 'LandContour_Low|Functional_Min2', 'LandContour_Low|ExterCond_Fa', 'LandContour_Tencode|FireplaceQu_TA', 'BldgType_Twnhs|MasVnrType_Tencode', 'EnclosedPorch|BsmtFinType1_LwQ', 'HouseStyle_1Story|FireplaceQu_Po', 'MSZoning_FV|Utilities_AllPub', 'GarageCond_Gd|ExterCond_Tencode', 'Condition1_PosN|Functional_Min2', 'Alley_Grvl|Exterior2nd_AsphShn', 'HouseStyle_Tencode|GarageType_Attchd', 'Exterior2nd_AsbShng|Exterior2nd_BrkFace', 'RoofStyle_Flat|BsmtFinType1_GLQ', 'Neighborhood_Somerst|SaleCondition_Abnorml', 'Foundation_PConc|Exterior2nd_Tencode', 'BsmtQual_Ex|CentralAir_N', 'Neighborhood_Mitchel|BsmtFinSF1', 'Alley_Tencode|KitchenQual_TA', 'BsmtExposure_Tencode|MasVnrType_Tencode', 'Exterior1st_HdBoard|BsmtQual_Fa', 'SaleType_ConLw|BsmtQual_Tencode', 'FullBath|MiscFeature_Gar2', 'Neighborhood_SWISU|GarageFinish_RFn', 'Neighborhood_NoRidge|SaleCondition_Alloca', 'GarageCars|Exterior2nd_Brk Cmn', 'LotShape_IR1|BldgType_1Fam', 'PavedDrive_Y|GarageCond_Ex', 'HouseStyle_SFoyer|Foundation_Slab', 'BsmtFinType1_Tencode|MasVnrArea', 'FireplaceQu_Tencode|LotFrontage', 'RoofMatl_CompShg|WoodDeckSF', 'Exterior2nd_Stucco|MiscFeature_Othr', 'Exterior2nd_Stucco|Neighborhood_NoRidge', 'HeatingQC_TA|GarageQual_Tencode', 'Exterior2nd_VinylSd|GarageCond_Gd', 'Neighborhood_Blmngtn|Exterior1st_Plywood', 'Exterior1st_BrkFace|HouseStyle_1Story', 'MiscVal|Exterior1st_CemntBd', 'SaleType_ConLD|LandContour_Lvl', 'GarageType_BuiltIn|BsmtFinType2_LwQ', 'BsmtUnfSF|BsmtQual_Gd', 'Functional_Typ|Fireplaces', 'Electrical_FuseA|BsmtFinType1_GLQ', 'Functional_Typ|HeatingQC_Tencode', 'GarageQual_TA|MasVnrType_Tencode', 'BsmtFinType2_Rec|MSSubClass', 'LandContour_Tencode|Neighborhood_SWISU', 'GarageType_Detchd|Neighborhood_Sawyer', 'SaleType_ConLw|PavedDrive_P', 'Functional_Min1|BldgType_1Fam', 'BsmtFinType2_Tencode|CentralAir_Tencode', 'Functional_Mod|GarageType_2Types', 'Condition2_Tencode|RoofMatl_WdShngl', 'Condition2_Artery|Exterior1st_WdShing', 'Alley_Tencode|SaleType_CWD', 'BsmtFinType1_Tencode|FireplaceQu_Ex', 'BsmtExposure_Av|Neighborhood_SawyerW', 'HeatingQC_TA|GarageCond_TA', 'Foundation_Stone|Exterior1st_Tencode', 'GarageCond_Ex|MSZoning_Tencode', 'FireplaceQu_Tencode|BsmtQual_Tencode', 'SaleCondition_Partial|Utilities_AllPub', 'Fence_GdWo|BsmtExposure_Mn', 'YearRemodAdd|BsmtFinType1_Rec', 'HouseStyle_SFoyer|Functional_Min2', 'HouseStyle_Tencode|SaleType_COD', 'Neighborhood_Blmngtn|RoofStyle_Gambrel', 'BsmtExposure_Tencode|GarageType_BuiltIn', 'Alley_Tencode|Exterior2nd_Plywood', 'LotShape_Reg|GarageQual_Fa', 'BsmtFinType2_GLQ|Neighborhood_MeadowV', 'Neighborhood_NridgHt|Street_Grvl', 'Neighborhood_Timber|WoodDeckSF', 'BldgType_2fmCon|BsmtFinType2_GLQ', 'BsmtUnfSF|MSZoning_RH', 'PavedDrive_N|SaleCondition_Family', 'Exterior2nd_CmentBd|CentralAir_Tencode', 'Exterior1st_AsbShng|Functional_Min1', 'GarageCond_Fa|Condition1_Feedr', 'HeatingQC_TA|MasVnrType_BrkFace', 'LotShape_Tencode|MasVnrType_BrkCmn', 'LotShape_Reg|Fence_MnWw', 'RoofMatl_Tar&Grv|Exterior1st_BrkComm', 'Neighborhood_NoRidge|GarageYrBlt', 'Condition2_Artery|Exterior2nd_Wd Shng', '2ndFlrSF|GarageYrBlt', 'MiscFeature_Othr|SaleCondition_Alloca', 'BsmtHalfBath|Street_Pave', 'LandContour_HLS|Condition1_RRAn', 'LotConfig_CulDSac|FireplaceQu_TA', 'Electrical_FuseA|MasVnrArea', 'GarageType_Basment|Functional_Min2', 'KitchenQual_Gd|HouseStyle_Tencode', 'ExterQual_TA|ExterQual_Gd', 'Neighborhood_OldTown|Neighborhood_Edwards', 'Neighborhood_NPkVill|Foundation_BrkTil', 'RoofStyle_Hip|Neighborhood_CollgCr', 'GarageCond_Tencode|Neighborhood_Edwards', 'HalfBath|Neighborhood_NWAmes', 'GarageFinish_Tencode|BsmtFinType2_Unf', 'SaleType_ConLD|BldgType_1Fam', 'BsmtFinType2_GLQ|BsmtFinType2_Rec', 'SaleType_WD|ExterQual_Gd', 'LotConfig_FR2|Neighborhood_Timber', 'MasVnrArea|WoodDeckSF', 'BsmtExposure_Gd|ExterQual_Tencode', 'KitchenQual_TA|Neighborhood_Timber', 'ExterCond_TA|LandContour_Bnk', 'BedroomAbvGr|KitchenQual_TA', 'SaleType_Tencode|BsmtExposure_No', 'HeatingQC_Tencode|Fence_MnPrv', 'FireplaceQu_Ex|Neighborhood_BrkSide', 'Alley_Pave|BsmtExposure_Av', 'BsmtFinType1_BLQ|2ndFlrSF', 'ExterQual_TA|Alley_Tencode', 'MiscFeature_Gar2|RoofMatl_WdShngl', 'HeatingQC_Fa|Exterior1st_WdShing', 'ExterQual_Ex|OverallCond', 'Fence_Tencode|MasVnrType_None', 'Functional_Maj1|MasVnrArea', 'LotShape_Reg|BsmtFinType2_LwQ', 'BsmtQual_Tencode|Neighborhood_MeadowV', 'Condition2_Artery|MasVnrArea', 'Fence_Tencode|GarageQual_Po', 'GrLivArea|KitchenQual_TA', 'Neighborhood_Somerst|LandSlope_Sev', 'Exterior1st_CemntBd|GarageQual_Tencode', 'Condition1_RRAe|BldgType_1Fam', 'Neighborhood_OldTown|MasVnrType_BrkFace', 'BsmtFinType1_BLQ|SaleType_New', 'Neighborhood_NPkVill|MasVnrArea', 'Alley_Tencode|KitchenQual_Fa', 'SaleType_Tencode|BsmtCond_Tencode', 'FullBath|BsmtExposure_Mn', 'MiscFeature_Shed|BsmtExposure_No', 'RoofMatl_Tencode|MSSubClass', 'Street_Tencode|GarageType_2Types', 'Neighborhood_SawyerW|BsmtCond_TA', 'Heating_GasA|Neighborhood_BrkSide', 'LotConfig_Tencode|Exterior1st_MetalSd', 'HouseStyle_1.5Fin|MasVnrType_Stone', 'BsmtFinType1_BLQ|MSZoning_C (all)', 'Utilities_Tencode|BldgType_Duplex', 'Fireplaces|Exterior1st_Stucco', 'GrLivArea|Neighborhood_BrkSide', 'PoolQC_Tencode|HouseStyle_2Story', 'Neighborhood_BrDale|Exterior1st_AsbShng', 'LandSlope_Tencode|BsmtUnfSF', 'GarageType_CarPort|BsmtFinSF1', 'Electrical_FuseP|BsmtFinType2_Rec', 'BsmtFinSF1|Utilities_AllPub', 'Street_Tencode|ExterQual_Tencode', 'Exterior1st_HdBoard|Functional_Min2', 'Neighborhood_Somerst|LandContour_Lvl', 'BsmtFinType1_Rec|BsmtExposure_Gd', 'BsmtCond_Gd|MasVnrType_Tencode', 'Utilities_AllPub|Neighborhood_MeadowV', 'EnclosedPorch|Street_Grvl', 'FireplaceQu_Gd|BsmtCond_TA', 'BsmtExposure_Av|BsmtExposure_Mn', 'Functional_Tencode|LandContour_HLS', 'LotConfig_FR2|Exterior1st_VinylSd', 'BsmtCond_Po|Exterior2nd_AsphShn', 'PavedDrive_N|MasVnrType_BrkCmn', 'GarageFinish_RFn|Exterior1st_Wd Sdng', 'BsmtFinType2_LwQ|CentralAir_Y', 'Exterior2nd_BrkFace|Exterior1st_BrkComm', 'Exterior1st_VinylSd|Neighborhood_Gilbert', 'KitchenQual_Ex|HouseStyle_2Story', 'Alley_Pave|GarageQual_Tencode', 'Foundation_BrkTil|BsmtFinType2_LwQ', 'Functional_Maj2|GarageType_Attchd', 'SaleCondition_Tencode|BsmtFinType1_LwQ', '3SsnPorch|GarageType_Basment', 'HeatingQC_TA|Exterior2nd_MetalSd', 'PavedDrive_N|Heating_Tencode', 'SaleType_Tencode|BsmtFinType2_LwQ', 'Neighborhood_NAmes|Condition1_RRAn', 'RoofStyle_Hip|MasVnrType_None', 'GarageArea|KitchenQual_Fa', 'Neighborhood_Crawfor|Neighborhood_SawyerW', 'Neighborhood_StoneBr|BsmtFinType1_LwQ', 'Neighborhood_Blmngtn|Electrical_FuseA', 'LotArea|MiscFeature_Gar2', 'OverallQual|Foundation_Stone', 'SaleCondition_Tencode|Neighborhood_Somerst', 'RoofStyle_Flat|Exterior2nd_Plywood', 'KitchenQual_Gd|BsmtExposure_No', 'Heating_GasW|Neighborhood_Edwards', 'Heating_GasA|ExterQual_Fa', 'ExterCond_TA|MSZoning_RM', 'GarageFinish_Fin|BsmtFinType2_ALQ', 'Alley_Tencode|SaleCondition_Abnorml', 'YearBuilt|Condition1_RRAe', 'Exterior1st_Stucco|Condition1_Feedr', 'FireplaceQu_TA|ExterCond_Fa', 'HeatingQC_Tencode|BsmtFinSF1', 'Utilities_AllPub|MasVnrType_Tencode', 'GarageCond_Fa|SaleType_Oth', 'BsmtHalfBath|BsmtCond_Po', 'GarageArea|BsmtFinType1_LwQ', 'BsmtUnfSF|CentralAir_N', 'Neighborhood_NPkVill|WoodDeckSF', 'Neighborhood_Somerst|KitchenQual_TA', 'Heating_Grav|PoolArea', 'GarageCond_Fa|Neighborhood_BrkSide', 'Neighborhood_NridgHt|LowQualFinSF', 'BsmtFinType2_ALQ|KitchenQual_Ex', 'LotConfig_Tencode|BsmtCond_Fa', 'Functional_Tencode|CentralAir_Y', 'LotConfig_Corner|BsmtFinType1_GLQ', 'Neighborhood_OldTown|BsmtCond_Gd', 'Exterior1st_AsbShng|WoodDeckSF', 'Condition1_Tencode|RoofMatl_WdShngl', 'Neighborhood_Blmngtn|HouseStyle_Tencode', 'BsmtExposure_No|Fence_MnPrv', 'FullBath|Exterior1st_BrkComm', 'LandContour_Low|Alley_Grvl', 'LowQualFinSF|Exterior1st_Tencode', 'MiscVal|BsmtFinSF1', 'KitchenAbvGr|Street_Tencode', 'SaleCondition_Tencode', 'GarageQual_TA|Neighborhood_Timber', 'RoofMatl_Tar&Grv|Neighborhood_IDOTRR', 'Foundation_Tencode|ExterCond_Gd', 'GarageCond_TA|Neighborhood_OldTown', 'Electrical_FuseA|LotShape_IR3', 'BsmtExposure_Tencode|RoofStyle_Tencode', 'Alley_Tencode|BsmtUnfSF', 'Heating_Grav|ExterCond_Fa', 'GarageQual_TA|BsmtFinType1_LwQ', 'Condition2_Artery|Neighborhood_MeadowV', 'LotConfig_Corner|Neighborhood_Sawyer', 'TotalBsmtSF|LandContour_Lvl', 'BsmtFinType1_ALQ|Street_Grvl', 'Alley_Pave|MSZoning_RL', 'BsmtQual_Tencode|PoolQC_Tencode', 'Functional_Tencode|BsmtUnfSF', 'Condition1_Artery|HouseStyle_SFoyer', 'LandSlope_Sev|Exterior1st_Plywood', 'Electrical_FuseA|MSZoning_RL', 'ExterQual_Gd|Exterior1st_MetalSd', 'RoofMatl_Tencode|LandContour_Low', 'Foundation_Stone|BsmtFinType2_Unf', 'MiscFeature_Othr|LandSlope_Sev', 'Neighborhood_Somerst|Exterior1st_CemntBd', 'GarageType_Detchd|OpenPorchSF', 'SaleType_ConLw|GarageQual_Po', 'KitchenAbvGr|Functional_Min1', 'ExterQual_TA|BsmtFinType1_GLQ', 'GarageType_Detchd|CentralAir_Tencode', 'MSZoning_Tencode|Fence_MnWw', 'FireplaceQu_Po|RoofMatl_CompShg', 'Neighborhood_Sawyer|Functional_Min2', 'TotalBsmtSF|GarageYrBlt', 'Neighborhood_Blmngtn|MasVnrArea', 'Electrical_FuseP|Heating_Tencode', 'GarageType_CarPort|BsmtCond_Gd', 'LandSlope_Sev|SaleCondition_Normal', 'Neighborhood_Blmngtn|RoofMatl_CompShg', 'Neighborhood_Blmngtn|KitchenQual_Tencode', 'BldgType_Twnhs|MasVnrType_BrkCmn', 'CentralAir_Y|BsmtExposure_No', 'Neighborhood_ClearCr|GarageType_Basment', 'PavedDrive_N|Electrical_FuseP', 'Exterior1st_HdBoard|1stFlrSF', 'RoofMatl_Tencode|BsmtFinType1_BLQ', 'BsmtFinType1_ALQ|ScreenPorch', 'RoofStyle_Hip|MSSubClass', 'FireplaceQu_Fa|MSSubClass', 'SaleType_ConLD|Neighborhood_NWAmes', 'BldgType_Twnhs|BsmtFinSF2', 'HouseStyle_SFoyer|Exterior1st_MetalSd', 'Condition1_PosA|BsmtCond_TA', 'Heating_Grav|BsmtUnfSF', 'Exterior2nd_Tencode|LotConfig_Inside', 'MSZoning_C (all)|Exterior2nd_MetalSd', 'Condition2_Tencode|ExterQual_Tencode', 'ExterQual_Gd|Functional_Min2', 'Electrical_FuseA|Exterior2nd_VinylSd', 'YearRemodAdd|EnclosedPorch', 'PoolArea|GarageType_2Types', 'LandSlope_Gtl|ExterQual_Fa', 'Utilities_Tencode|MSSubClass', 'Functional_Typ|GarageType_Tencode', 'FireplaceQu_Po|Alley_Grvl', 'HouseStyle_1Story|Exterior1st_BrkComm', 'Exterior2nd_Stucco|MSZoning_FV', 'BldgType_Twnhs|RoofMatl_Tar&Grv', '2ndFlrSF|MSZoning_Tencode', 'MiscFeature_Othr|BsmtFinType1_ALQ', 'SaleCondition_Tencode|Exterior1st_Stucco', 'BsmtHalfBath|HeatingQC_Tencode', 'MSZoning_RM|CentralAir_Y', 'Exterior2nd_Stone|GarageType_Basment', 'RoofStyle_Hip|BsmtFinType1_LwQ', 'Functional_Min1|SaleType_COD', 'PavedDrive_Y|LotConfig_Tencode', 'BsmtQual_Fa|BsmtFinType1_GLQ', 'HouseStyle_SFoyer|MasVnrArea', 'SaleCondition_Partial|Street_Pave', 'SaleCondition_Family|GarageCond_Gd', 'Neighborhood_Tencode|MSSubClass', 'HeatingQC_Fa|CentralAir_N', 'Neighborhood_NridgHt|Heating_GasA', 'RoofMatl_Tar&Grv|1stFlrSF', 'Functional_Maj2|Functional_Min1', 'Utilities_Tencode|Neighborhood_SawyerW', 'Neighborhood_NridgHt|MSSubClass', 'GarageType_Basment|MasVnrType_BrkFace', 'PavedDrive_P|Fence_MnPrv', 'Neighborhood_NPkVill|GarageArea', 'SaleType_WD|BsmtExposure_Mn', 'BsmtExposure_Tencode|LotConfig_Corner', 'BldgType_Twnhs|RoofMatl_CompShg', 'BldgType_Duplex|PoolArea', 'PoolQC_Tencode|PoolArea', 'PavedDrive_N|Condition1_Tencode', 'BsmtFinType2_GLQ|MSZoning_FV', 'BsmtQual_Tencode|PavedDrive_Tencode', 'BldgType_Twnhs|Neighborhood_NWAmes', 'Functional_Maj2|BsmtExposure_Mn', 'GarageCond_Tencode|BsmtQual_Fa', 'FullBath|Neighborhood_Gilbert', 'SaleType_COD|BsmtCond_TA', 'BsmtQual_Ex|Condition1_PosA', 'SaleType_Tencode|PavedDrive_Tencode', 'BldgType_2fmCon|GarageQual_Tencode', 'ExterCond_Gd|MSZoning_RM', 'HeatingQC_Tencode|Exterior1st_MetalSd', 'MasVnrType_None|Functional_Min2', 'Electrical_SBrkr|GarageYrBlt', 'LotConfig_CulDSac|Condition1_Feedr', 'Heating_Grav|OpenPorchSF', 'TotalBsmtSF|BsmtFinType1_Rec', 'Neighborhood_NoRidge|SaleType_CWD', 'BsmtFinType2_Tencode|BsmtQual_Fa', 'Neighborhood_BrDale|Functional_Tencode', 'Neighborhood_SWISU|Neighborhood_SawyerW', 'MiscFeature_Othr|Exterior1st_BrkComm', 'Neighborhood_Edwards|RoofStyle_Shed', 'Exterior2nd_AsbShng|Street_Grvl', 'BsmtFinSF2|Heating_Tencode', 'SaleType_WD|BsmtCond_Po', 'Heating_Grav|Exterior1st_MetalSd', 'HeatingQC_Ex|Foundation_CBlock', 'GarageFinish_Unf|HouseStyle_Tencode', 'HeatingQC_TA|LandContour_Tencode', 'Street_Tencode|LowQualFinSF', 'Neighborhood_Gilbert|Fence_MnPrv', 'LotConfig_CulDSac|Fence_MnWw', 'Exterior2nd_VinylSd|KitchenQual_Fa', 'Neighborhood_NoRidge|BsmtFinType2_BLQ', 'MiscFeature_Othr|HouseStyle_Tencode', 'FireplaceQu_Ex|MSZoning_FV', 'OpenPorchSF|SaleCondition_Partial', 'Alley_Tencode|LotConfig_Tencode', 'LandContour_Low|GarageCars', 'FullBath|Neighborhood_IDOTRR', 'BldgType_Tencode|Exterior2nd_HdBoard', 'FireplaceQu_Tencode|Neighborhood_Crawfor', 'Neighborhood_NPkVill|FireplaceQu_Po', 'Foundation_PConc|SaleType_ConLI', 'BsmtFinType2_Unf|Alley_Grvl', 'GarageFinish_Unf|Condition1_RRAe', 'Foundation_BrkTil|BsmtExposure_Mn', 'ExterQual_Ex|ScreenPorch', 'MiscFeature_Tencode|SaleType_CWD', 'LandContour_Bnk|MSZoning_C (all)', 'KitchenAbvGr|RoofMatl_WdShngl', 'Heating_GasW|Fence_GdWo', 'TotalBsmtSF|MSZoning_RL', 'LotShape_IR1|BsmtFinType1_ALQ', 'ExterQual_Gd|Exterior1st_Wd Sdng', 'Exterior1st_HdBoard|SaleCondition_Abnorml', 'MiscFeature_Tencode|BsmtFinSF1', 'LandContour_Low|Functional_Min1', 'Electrical_FuseP|GarageCond_Ex', 'HouseStyle_SFoyer|Exterior2nd_Wd Sdng', 'BsmtHalfBath|LandSlope_Gtl', 'RoofMatl_Tar&Grv', 'Functional_Tencode|BsmtExposure_Mn', 'BsmtFinType1_ALQ|Neighborhood_Sawyer', 'GarageQual_Gd|Neighborhood_NoRidge', 'Utilities_Tencode|Foundation_PConc', 'RoofStyle_Hip|ExterCond_Tencode', 'ExterCond_TA|Functional_Min1', 'Heating_GasA|Neighborhood_Edwards', 'Exterior2nd_AsbShng|BsmtQual_Ex', 'GrLivArea|PavedDrive_Y', 'SaleType_ConLI|BsmtQual_Gd', 'BsmtQual_Tencode|SaleType_Oth', 'BldgType_2fmCon|Electrical_FuseA', 'GarageFinish_Unf|PoolQC_Tencode', 'GarageQual_Fa|GarageQual_Po', 'BsmtExposure_Av|MasVnrType_Stone', 'Neighborhood_NoRidge|SaleCondition_Normal', 'Heating_GasA|BsmtCond_Po', 'KitchenAbvGr|GarageCond_Fa', 'PoolQC_Tencode|GarageQual_Tencode', 'Neighborhood_NridgHt|RoofStyle_Gable', 'YrSold|BsmtCond_Tencode', 'BldgType_Duplex|MasVnrArea', 'Neighborhood_Tencode|BsmtExposure_Mn', 'EnclosedPorch|LotShape_IR1', 'ExterQual_TA|Fence_MnPrv', 'BedroomAbvGr|HouseStyle_1.5Unf', 'SaleType_ConLw|FireplaceQu_Ex', 'KitchenQual_Gd|3SsnPorch', 'PavedDrive_Y|GarageArea', 'BsmtFinType1_LwQ|Fence_MnPrv', 'YearRemodAdd|Neighborhood_NAmes', 'BsmtHalfBath|BsmtQual_Fa', 'RoofStyle_Tencode|BsmtExposure_Mn', 'MiscVal|Functional_Mod', 'LotFrontage|3SsnPorch', 'Exterior2nd_AsbShng|Neighborhood_NAmes', 'GarageFinish_Unf|KitchenQual_Fa', 'KitchenAbvGr|RoofMatl_CompShg', 'Neighborhood_NPkVill|Neighborhood_NWAmes', 'BsmtExposure_Av', 'ExterQual_TA|TotRmsAbvGrd', 'Foundation_BrkTil|BsmtFinType1_ALQ', 'Fireplaces|FireplaceQu_Fa', 'FireplaceQu_Po|Foundation_BrkTil', 'LotConfig_CulDSac|MasVnrType_Tencode', 'SaleType_ConLw|MSZoning_C (all)', 'GarageCond_TA|Exterior1st_VinylSd', 'MSSubClass|MasVnrArea', 'YrSold|Exterior1st_VinylSd', 'BsmtFinSF2|HalfBath', 'BsmtExposure_Av|MSZoning_RL', 'Neighborhood_ClearCr|Foundation_BrkTil', 'GarageType_Detchd|RoofStyle_Gambrel', 'SaleType_New|MasVnrType_BrkCmn', 'SaleType_ConLw|BsmtQual_Gd', 'Alley_Pave|LotArea', 'SaleCondition_Family|Foundation_Slab', 'Heating_GasW|SaleCondition_Abnorml', 'RoofStyle_Shed|KitchenQual_TA', 'GarageType_BuiltIn|HouseStyle_2Story', 'HouseStyle_SFoyer|LotConfig_Tencode', 'Condition1_Norm|Exterior1st_Plywood', 'GarageType_CarPort|BldgType_Tencode', 'Functional_Tencode|Neighborhood_Sawyer', 'FullBath|BsmtFinType2_ALQ', 'Neighborhood_Blmngtn|Heating_Grav', 'LotShape_Tencode|RoofStyle_Hip', 'LotArea|SaleType_ConLI', 'Exterior2nd_Stone|BldgType_Tencode', 'SaleType_Oth|KitchenQual_TA', 'MoSold|MSZoning_RH', 'Neighborhood_OldTown|BsmtFinType1_Rec', 'Condition1_RRAe|PavedDrive_P', 'Condition2_Artery|Neighborhood_Timber', 'Exterior1st_HdBoard|BsmtExposure_No', 'Exterior1st_AsbShng|LotConfig_FR2', 'MasVnrType_BrkCmn|OpenPorchSF', 'Electrical_FuseF|Exterior1st_WdShing', 'Alley_Grvl|HouseStyle_2Story', 'Neighborhood_Blmngtn|MSZoning_Tencode', 'HouseStyle_SFoyer|Exterior1st_AsbShng', 'Foundation_Tencode|Condition1_PosA', 'GarageQual_Gd|BsmtQual_Ex', 'Fence_Tencode|MoSold', 'GarageCond_Ex|FireplaceQu_TA', 'LowQualFinSF|Fence_GdWo', 'GarageArea|OpenPorchSF', 'BsmtFinType1_Tencode|Electrical_FuseP', 'PavedDrive_Tencode|MasVnrType_BrkFace', 'ExterCond_TA|MiscFeature_Tencode', 'Neighborhood_NridgHt|RoofStyle_Shed', 'MasVnrType_BrkCmn|Utilities_AllPub', 'BsmtExposure_Tencode|Functional_Min2', 'BsmtUnfSF|Fence_MnWw', 'Exterior2nd_Stone|OverallCond', 'RoofStyle_Shed|BldgType_Tencode', 'LandContour_Tencode|KitchenQual_Tencode', 'YearRemodAdd|Exterior2nd_HdBoard', 'LotConfig_FR2|MSZoning_FV', 'PoolArea', 'Foundation_Stone|BsmtFinType2_LwQ', 'LandContour_Lvl|MasVnrType_Stone', 'BldgType_Duplex|BsmtQual_Ex', 'GarageYrBlt|CentralAir_N', 'Functional_Typ|BsmtQual_TA', 'BsmtExposure_Av|FireplaceQu_Ex', 'Neighborhood_NWAmes|Condition1_RRAn', 'GarageCond_TA|Street_Pave', 'OverallQual|LotArea', 'Condition1_PosA|GarageType_2Types', 'Functional_Typ|FullBath', 'PavedDrive_Tencode|Neighborhood_StoneBr', 'LandSlope_Gtl|Neighborhood_SawyerW', 'RoofMatl_WdShngl|BsmtCond_Fa', 'Neighborhood_Edwards|SaleType_WD', 'GarageCond_Po|BsmtUnfSF', 'HeatingQC_Gd|CentralAir_Tencode', 'YrSold|Neighborhood_NWAmes', 'Functional_Typ|Functional_Mod', 'Neighborhood_ClearCr|Functional_Mod', 'SaleCondition_Tencode|MSZoning_Tencode', 'BldgType_Duplex|Fireplaces', 'Street_Tencode|BsmtFinSF2', 'BsmtExposure_Av|Street_Grvl', 'Neighborhood_ClearCr|HeatingQC_Ex', 'Utilities_Tencode|GarageType_BuiltIn', 'LotShape_IR1|HeatingQC_Gd', 'OverallQual|Neighborhood_Crawfor', 'MiscFeature_Shed|LandSlope_Gtl', 'GarageCond_TA|GarageQual_Gd', 'BsmtFinType2_Tencode|RoofStyle_Shed', 'HouseStyle_SFoyer|Foundation_Tencode', 'Electrical_Tencode|Exterior1st_VinylSd', 'GarageType_Detchd|Exterior2nd_Tencode', 'KitchenAbvGr|BsmtFinType1_ALQ', 'Exterior2nd_Tencode|GarageType_Basment', 'Exterior1st_HdBoard|GarageCond_Tencode', 'ExterQual_Gd|Neighborhood_Gilbert', 'KitchenQual_Ex|ScreenPorch', 'Neighborhood_NWAmes|HouseStyle_2.5Unf', 'BsmtFinType1_Tencode|GarageCars', 'TotalBsmtSF|HalfBath', 'GarageFinish_Tencode|RoofMatl_WdShngl', 'FireplaceQu_Gd|Electrical_FuseP', 'LowQualFinSF|Exterior2nd_AsphShn', 'BsmtFinSF1|ExterCond_Fa', 'SaleCondition_Alloca|BldgType_1Fam', 'Exterior1st_HdBoard|LandContour_HLS', 'Fence_GdPrv|BsmtFinType1_GLQ', 'Utilities_Tencode|YearBuilt', 'SaleType_ConLw|Neighborhood_Gilbert', 'TotalBsmtSF|Exterior1st_AsbShng', 'MiscFeature_Othr|BsmtExposure_Av', 'Fence_Tencode|ScreenPorch', 'KitchenAbvGr|GarageType_Attchd', 'Utilities_Tencode|LandContour_Low', 'HouseStyle_1.5Unf|Exterior2nd_CmentBd', 'Neighborhood_Mitchel|FireplaceQu_TA', 'SaleType_ConLI|RoofMatl_WdShngl', 'GrLivArea|Heating_Tencode', 'Electrical_SBrkr|Neighborhood_IDOTRR', 'LotShape_IR2|Alley_Tencode', 'SaleCondition_Tencode|LotConfig_CulDSac', 'TotalBsmtSF|SaleType_WD', 'Condition1_Artery|GarageQual_TA', 'MoSold|FireplaceQu_Ex', 'Neighborhood_NWAmes|Exterior1st_MetalSd', 'ExterQual_Ex|HouseStyle_SLvl', 'Exterior1st_BrkComm|Exterior2nd_AsphShn', 'HouseStyle_SFoyer|SaleCondition_Abnorml', 'GarageCond_Fa|Condition2_Norm', 'RoofStyle_Shed|GarageType_2Types', 'ExterCond_TA|Exterior1st_VinylSd', 'ScreenPorch|MSZoning_FV', 'GarageCond_Ex|Utilities_AllPub', 'EnclosedPorch|CentralAir_N', 'Electrical_SBrkr|Neighborhood_Timber', 'LotArea|Exterior2nd_AsphShn', 'GarageCond_Po|GarageQual_Gd', 'LandSlope_Gtl|Exterior2nd_Wd Shng', 'Utilities_Tencode|PavedDrive_Y', 'BsmtExposure_Av|Exterior1st_Tencode', 'Functional_Min1|BsmtExposure_Mn', 'Exterior2nd_BrkFace|WoodDeckSF', 'Foundation_Tencode|ExterQual_Gd', 'SaleCondition_Abnorml|Exterior2nd_AsphShn', 'RoofMatl_Tar&Grv|RoofStyle_Gable', 'MiscFeature_Othr|PoolArea', 'GarageType_Tencode|Street_Grvl', 'MSZoning_C (all)|Exterior2nd_Brk Cmn', 'Exterior1st_HdBoard|Neighborhood_Mitchel', 'HouseStyle_SFoyer|GarageArea', 'MiscVal|BsmtFinType2_Rec', 'Exterior2nd_Stone|Condition2_Artery', 'BsmtQual_Tencode|Exterior2nd_VinylSd', 'OverallQual|HeatingQC_Ex', 'GarageCond_Tencode|GarageArea', 'BedroomAbvGr|Exterior1st_Wd Sdng', 'HeatingQC_Tencode|BsmtFinType1_GLQ', 'GarageFinish_Unf|GarageFinish_RFn', '2ndFlrSF|MasVnrType_BrkFace', 'Condition1_RRAe|MasVnrArea', 'HeatingQC_Fa|ScreenPorch', 'Heating_Grav|Neighborhood_Tencode', 'LotShape_Reg|RoofMatl_WdShngl', 'SaleCondition_Partial|OverallCond', 'LotShape_Tencode|Neighborhood_ClearCr', 'GarageQual_TA|HouseStyle_1.5Fin', 'HouseStyle_Tencode|BsmtFinType1_GLQ', 'BsmtExposure_Tencode|GarageQual_Tencode', 'Foundation_Stone|HouseStyle_Tencode', 'GarageFinish_Fin|SaleCondition_Alloca', 'GarageQual_TA|BsmtCond_Po', 'SaleCondition_Tencode|Exterior2nd_Wd Shng', 'Neighborhood_NridgHt|BldgType_2fmCon', 'BsmtCond_Fa|Fence_MnWw', 'Heating_GasW|Condition2_Artery', 'FireplaceQu_Tencode|RoofStyle_Hip', 'FireplaceQu_Gd|LotConfig_Corner', 'BldgType_TwnhsE|CentralAir_N', 'MiscFeature_Othr|LotArea', 'HalfBath|MasVnrType_Stone', 'Condition1_Feedr|Functional_Mod', 'BsmtExposure_Tencode|Condition1_RRAn', 'Exterior2nd_MetalSd|BsmtCond_TA', 'BldgType_2fmCon|Heating_GasW', 'GarageFinish_Unf|Electrical_Tencode', 'GarageCars|BsmtFinType1_GLQ', 'GarageType_CarPort|SaleType_Oth', 'Foundation_Stone|MasVnrType_Stone', 'GarageFinish_RFn|GarageQual_Tencode', 'LandContour_Bnk|MasVnrType_Tencode', 'KitchenQual_Tencode|GarageFinish_Tencode', 'GarageQual_Fa|BsmtExposure_Av', 'LandSlope_Sev|Exterior1st_Tencode', 'GarageCond_TA|Street_Grvl', 'HalfBath|GarageCond_Ex', 'MiscVal|MSZoning_C (all)', 'Neighborhood_ClearCr|Functional_Maj2', 'Neighborhood_Tencode|Neighborhood_Edwards', 'GarageQual_Po|MasVnrType_None', 'Neighborhood_Blmngtn|LotConfig_Tencode', 'Heating_GasA|SaleCondition_Partial', 'FireplaceQu_Po|MiscVal', 'Neighborhood_NWAmes|Functional_Mod', 'Electrical_FuseF|BsmtFinType2_Rec', 'Neighborhood_SWISU|Exterior2nd_CmentBd', 'RoofMatl_Tencode|ExterCond_Tencode', 'GarageType_Tencode|BsmtFinType2_Unf', 'BsmtFinType2_BLQ|SaleCondition_Alloca', 'Neighborhood_ClearCr|Electrical_SBrkr', 'GarageCond_TA|LotConfig_FR2', 'RoofStyle_Flat|Exterior1st_Wd Sdng', 'ExterCond_Gd|BsmtFinType2_Rec', 'OverallCond|BsmtFinType1_GLQ', 'Neighborhood_Blmngtn|Street_Pave', 'Foundation_Tencode|ScreenPorch', 'RoofStyle_Flat|1stFlrSF', 'BldgType_Twnhs|Street_Pave', 'BsmtFinType2_LwQ|GarageQual_Po', 'GarageFinish_Fin|BsmtExposure_Av', 'Foundation_Stone|MiscFeature_Shed', 'RoofStyle_Flat|Fence_MnWw', 'BldgType_2fmCon|Condition2_Tencode', 'HouseStyle_1.5Unf|Exterior1st_Wd Sdng', 'GarageFinish_Unf|ExterQual_TA', 'EnclosedPorch|MasVnrType_Stone', 'BsmtFinType1_Rec|BsmtFinType1_Unf', 'MasVnrType_None|MSZoning_Tencode', 'Alley_Tencode|BldgType_1Fam', 'YearRemodAdd|GarageQual_Po', 'Utilities_Tencode|Neighborhood_BrkSide', 'Functional_Mod|ExterQual_Gd', 'Neighborhood_Mitchel|GarageQual_TA', 'Fence_GdPrv|HouseStyle_SLvl', 'Neighborhood_StoneBr|SaleType_CWD', 'SaleCondition_Normal|KitchenQual_Fa', 'LotShape_IR1|Neighborhood_Gilbert', 'MiscFeature_Othr|HeatingQC_Ex', 'HouseStyle_Tencode|Utilities_AllPub', 'KitchenQual_Gd|GarageFinish_RFn', '2ndFlrSF|Fence_MnWw', 'YearRemodAdd|ExterQual_Gd', 'Foundation_Stone|LowQualFinSF', 'SaleType_Tencode|Electrical_SBrkr', 'Electrical_FuseP|Neighborhood_NoRidge', 'KitchenQual_Gd|Electrical_SBrkr', 'BsmtFinType2_ALQ|Neighborhood_StoneBr', 'BsmtFinType2_Unf|SaleCondition_Abnorml', 'KitchenQual_TA|Condition2_Norm', 'SaleType_ConLI|BsmtFinType1_LwQ', 'Exterior1st_HdBoard|Neighborhood_Gilbert', 'Exterior2nd_Stone|Fence_Tencode', 'LotShape_IR2|Condition1_Feedr', 'ExterQual_TA|HeatingQC_Gd', 'MoSold|GarageType_Basment', 'LotShape_Reg|Exterior2nd_Wd Sdng', 'Functional_Min1|FireplaceQu_TA', 'FireplaceQu_TA|Foundation_Slab', 'PavedDrive_Tencode|ExterCond_Tencode', 'Fence_Tencode|MasVnrType_BrkCmn', 'Foundation_BrkTil|LotShape_IR3', 'YrSold|Neighborhood_StoneBr', 'GarageCond_Tencode|LandSlope_Tencode', 'Foundation_Stone|OpenPorchSF', 'PavedDrive_Y|Exterior2nd_Wd Shng', 'Neighborhood_NridgHt|LotShape_IR3', 'KitchenQual_Gd|SaleCondition_Partial', 'BsmtQual_Ex|SaleCondition_Abnorml', 'LandContour_Bnk|MasVnrArea', 'BsmtExposure_No|Exterior1st_WdShing', 'Alley_Pave|ExterCond_Gd', '3SsnPorch|Fence_GdPrv', 'SaleType_WD|Condition1_RRAe', 'BldgType_2fmCon|Neighborhood_NoRidge', 'Exterior2nd_Wd Shng|MasVnrType_Tencode', 'Exterior2nd_VinylSd|MasVnrType_Tencode', 'Exterior1st_WdShing|ExterCond_Fa', 'BsmtFinType1_LwQ|MiscFeature_Gar2', 'BsmtFinType2_LwQ|LandSlope_Gtl', 'GarageQual_Gd|CentralAir_N', 'GarageType_Detchd|GarageCond_Ex', 'GarageCond_Tencode|LotConfig_Tencode', 'YearRemodAdd|HouseStyle_SLvl', 'HeatingQC_Gd|RoofStyle_Shed', 'Neighborhood_Crawfor|BsmtCond_Fa', 'Exterior1st_BrkFace|Fence_GdWo', 'Neighborhood_NoRidge|Neighborhood_NWAmes', 'Utilities_Tencode|YearRemodAdd', 'PavedDrive_N|Heating_GasW', 'Fireplaces|SaleType_CWD', 'ExterCond_TA|LandSlope_Mod', 'BsmtQual_Ex|MSZoning_FV', 'Fence_GdPrv|MSZoning_RM', 'HalfBath', 'Neighborhood_CollgCr|MSSubClass', 'Fireplaces|LotConfig_FR2', 'HeatingQC_Ex|BsmtCond_Po', 'LandContour_HLS|GarageType_BuiltIn', 'PavedDrive_Y|KitchenQual_Fa', 'BsmtFinType2_Tencode|Neighborhood_BrkSide', 'GarageQual_Tencode|MSZoning_RH', 'ExterCond_TA|Neighborhood_BrkSide', 'ExterCond_Gd|MasVnrType_None', 'Functional_Typ|KitchenQual_Tencode', 'Condition1_PosN|OverallCond', 'LotFrontage|Utilities_AllPub', 'Functional_Mod|MSZoning_RM', 'BsmtFinType1_ALQ|BsmtCond_TA', 'BldgType_Duplex|GarageFinish_Tencode', 'Neighborhood_Gilbert|ScreenPorch', 'BldgType_1Fam|Exterior2nd_Wd Shng', 'BsmtExposure_Av|CentralAir_Tencode', 'KitchenQual_Ex|BsmtExposure_Mn', 'PoolQC_Tencode|2ndFlrSF', 'Heating_Grav|BldgType_Tencode', 'ExterQual_Ex|BsmtCond_Fa', 'PavedDrive_Tencode|Exterior2nd_MetalSd', 'FireplaceQu_Tencode|BsmtFinType1_ALQ', 'Neighborhood_NridgHt|LotConfig_Corner', 'MiscFeature_Tencode|BsmtFinType2_Unf', 'Electrical_FuseP|Exterior2nd_CmentBd', 'Electrical_Tencode|BsmtHalfBath', 'PoolQC_Tencode|SaleCondition_Alloca', 'Condition1_Artery|BsmtFinType1_Rec', 'RoofStyle_Gable', 'GarageCond_Gd|BsmtQual_Gd', 'PavedDrive_Tencode|RoofStyle_Shed', 'Neighborhood_Edwards|Foundation_CBlock', 'GarageQual_Gd|HouseStyle_Tencode', 'ExterCond_TA|BldgType_Tencode', 'HalfBath|BldgType_TwnhsE', 'ExterQual_Gd|Neighborhood_Timber', 'Exterior2nd_BrkFace|HouseStyle_1.5Unf', 'RoofStyle_Gambrel|SaleType_CWD', 'TotalBsmtSF|Functional_Min1', 'LandContour_Lvl|Neighborhood_SWISU', 'Heating_GasA|GarageType_2Types', 'Neighborhood_NridgHt|OpenPorchSF', 'Exterior2nd_Tencode|GarageQual_Fa', 'GarageQual_Tencode|CentralAir_N', 'Alley_Tencode|GarageQual_Gd', '2ndFlrSF|Exterior1st_WdShing', 'Neighborhood_NPkVill|KitchenQual_Ex', 'GarageType_Attchd', 'Neighborhood_Mitchel|Foundation_CBlock', 'TotalBsmtSF|Condition1_Norm', 'Functional_Tencode|Functional_Maj2', 'GarageQual_Gd|MoSold', 'Condition1_Feedr|HouseStyle_1.5Fin', 'Exterior2nd_AsbShng|BsmtExposure_No', 'MiscFeature_Shed|MasVnrType_Tencode', 'Neighborhood_Veenker|BldgType_1Fam', 'BsmtFinType1_BLQ|ExterQual_Fa', 'BsmtQual_Tencode|GarageCond_Ex', 'ExterCond_TA|GarageType_Tencode', 'LandContour_Bnk|KitchenQual_TA', 'MasVnrType_BrkCmn|SaleCondition_Abnorml', 'ExterQual_Gd|BsmtFinType1_LwQ', 'MoSold|HouseStyle_2Story', 'BsmtFinType2_Tencode|BsmtCond_TA', 'Exterior1st_AsbShng|Neighborhood_Gilbert', 'MiscFeature_Othr|Neighborhood_Timber', 'GrLivArea|GarageType_BuiltIn', 'Alley_Tencode|KitchenQual_Tencode', 'LotConfig_Corner|BsmtCond_Tencode', 'Heating_GasW|BsmtQual_Fa', 'RoofStyle_Hip|GarageCond_Ex', 'Neighborhood_BrDale|Neighborhood_Edwards', 'Utilities_Tencode|BsmtHalfBath', 'Functional_Maj1|Functional_Mod', 'Exterior2nd_Brk Cmn|ExterQual_Fa', 'HouseStyle_1Story|BsmtUnfSF', 'BsmtQual_TA|KitchenQual_TA', 'RoofStyle_Gable|BsmtExposure_Av', 'BsmtExposure_Gd|KitchenQual_TA', 'BsmtFinType2_BLQ|BsmtFinType1_ALQ', 'PavedDrive_P|GarageCond_Ex', 'Exterior2nd_AsbShng|Neighborhood_Blmngtn', 'PavedDrive_N|Neighborhood_OldTown', 'RoofMatl_Tar&Grv|ExterCond_Tencode', 'Exterior1st_Stucco|LowQualFinSF', 'YrSold|BedroomAbvGr', 'Foundation_Stone|PavedDrive_Tencode', 'HalfBath|HouseStyle_2.5Unf', 'Condition1_PosN|MSZoning_Tencode', '3SsnPorch|KitchenQual_Fa', 'EnclosedPorch|LandSlope_Mod', 'MSZoning_FV|Exterior2nd_Wd Shng', 'GarageFinish_Tencode|MasVnrArea', 'KitchenAbvGr|Exterior2nd_Wd Shng', 'Neighborhood_NPkVill|LotConfig_Tencode', 'Neighborhood_Crawfor|GarageCond_Ex', 'Neighborhood_NoRidge|HouseStyle_SLvl', 'SaleCondition_Tencode|LotConfig_FR2', 'GarageCond_Tencode|3SsnPorch', 'Alley_Pave|Condition1_Norm', 'MiscVal|HouseStyle_SLvl', 'Exterior2nd_CmentBd|MasVnrType_BrkFace', 'RoofStyle_Flat|Functional_Mod', 'Electrical_FuseP|GarageType_2Types', 'LotShape_IR1|SaleCondition_Partial', 'BsmtFinSF2|BsmtExposure_Mn', 'Functional_Tencode|Neighborhood_BrkSide', 'BsmtFullBath|Functional_Min2', 'GarageCond_Po|LotConfig_CulDSac', 'HouseStyle_1Story|Street_Grvl', 'CentralAir_N|MasVnrType_Tencode', 'LotShape_Tencode|LotConfig_Corner', 'BsmtFinType2_GLQ|Condition1_Norm', 'MoSold|Exterior2nd_CmentBd', 'YrSold|Neighborhood_NAmes', 'ExterCond_TA|GarageCond_Fa', 'GarageArea', 'TotRmsAbvGrd|ScreenPorch', 'BsmtExposure_Av|Fence_MnWw', 'HeatingQC_TA|GarageFinish_Tencode', 'GarageType_Tencode|BsmtCond_Fa', 'YearRemodAdd|Utilities_AllPub', 'BsmtExposure_Mn|MasVnrType_Tencode', 'BsmtFullBath|BsmtFinType1_Rec', 'BsmtFinType1_Tencode|ExterQual_Tencode', 'Exterior2nd_AsbShng|Foundation_BrkTil', 'Exterior2nd_BrkFace|MSZoning_RM', 'Exterior2nd_Tencode|ExterQual_Fa', 'GarageCond_Po|LandSlope_Sev', 'BsmtFinType1_Tencode|GarageType_2Types', 'GarageFinish_Fin|LandContour_Lvl', 'Neighborhood_BrDale|MiscFeature_Tencode', 'GarageFinish_Fin|Neighborhood_SawyerW', 'Condition1_PosA|Condition1_PosN', 'RoofStyle_Flat|Neighborhood_NAmes', 'LandSlope_Gtl|Neighborhood_MeadowV', 'Heating_Grav|LandSlope_Sev', 'BsmtQual_TA|Condition1_Norm', 'BsmtFinType2_Unf|Exterior2nd_Wd Shng', 'Neighborhood_Edwards|PoolQC_Tencode', 'Utilities_Tencode|LotConfig_Inside', 'BsmtUnfSF|OverallCond', 'Exterior1st_AsbShng|SaleType_ConLw', 'BsmtFinType2_Unf|Neighborhood_IDOTRR', 'SaleType_Tencode|LotShape_IR3', 'HeatingQC_TA|GarageQual_TA', 'Exterior2nd_Stucco|SaleType_ConLI', 'GarageYrBlt|Exterior1st_Plywood', 'PavedDrive_Y|BsmtFullBath', 'Functional_Tencode|MiscVal', 'BedroomAbvGr|MiscFeature_Shed', 'GrLivArea|ExterQual_Fa', 'Electrical_SBrkr|Neighborhood_BrkSide', 'LotConfig_CulDSac|Exterior1st_VinylSd', 'Utilities_Tencode|PoolArea', 'BsmtFinType2_GLQ|Fireplaces', 'HouseStyle_SFoyer|GarageCond_Gd', 'RoofStyle_Tencode|BsmtCond_Po', 'Exterior2nd_AsbShng|HouseStyle_2Story', 'GarageType_Tencode|BldgType_TwnhsE', 'LotConfig_Corner|Neighborhood_NWAmes', 'GrLivArea|MasVnrType_BrkCmn', 'Neighborhood_BrDale|SaleCondition_Normal', 'OpenPorchSF|Neighborhood_Crawfor', 'HalfBath|ScreenPorch', 'YearBuilt|MasVnrType_BrkCmn', 'LotShape_IR2|ExterCond_Fa', 'MiscVal|BldgType_1Fam', 'YrSold|Electrical_FuseF', 'Exterior1st_BrkFace|Electrical_FuseP', 'Exterior2nd_BrkFace|HouseStyle_1.5Fin', 'Electrical_FuseA|SaleType_ConLI', 'BldgType_Duplex|Heating_GasA', 'HeatingQC_TA|Exterior1st_MetalSd', 'SaleType_ConLw|HouseStyle_1.5Unf', 'GarageFinish_Unf|ExterCond_Gd', 'BsmtFinType2_Tencode|Exterior2nd_Tencode', 'Electrical_FuseP|KitchenQual_Tencode', 'Exterior1st_Wd Sdng|Neighborhood_MeadowV', 'Foundation_Stone|Exterior2nd_Wd Sdng', 'Exterior2nd_Tencode|RoofMatl_WdShngl', 'Condition1_PosN|Street_Grvl', 'Exterior1st_Wd Sdng', 'LandContour_Bnk|PavedDrive_P', 'Exterior2nd_CmentBd|WoodDeckSF', 'Condition1_Tencode|Fence_MnPrv', 'LotShape_IR1|Electrical_Tencode', 'FireplaceQu_TA|BsmtCond_TA', 'MasVnrType_BrkCmn|Neighborhood_BrkSide', 'Heating_GasA|YearBuilt', 'LandContour_Tencode|MSZoning_FV', 'Electrical_FuseA|RoofMatl_WdShngl', 'MiscVal|BsmtQual_TA', 'LotShape_Tencode|WoodDeckSF', 'BsmtExposure_Av|Exterior2nd_HdBoard', 'Neighborhood_NoRidge|SaleType_ConLD', 'LandSlope_Tencode|3SsnPorch', 'Fence_GdPrv|BsmtCond_Tencode', 'SaleType_Tencode|HouseStyle_2Story', 'BsmtFinType1_Rec|HouseStyle_2Story', 'Alley_Tencode|GarageType_Tencode', 'BsmtQual_Tencode|LotArea', 'GarageCond_Tencode|Exterior1st_Tencode', 'Neighborhood_BrDale|Electrical_FuseP', 'Heating_GasW|MSZoning_RM', 'GarageCond_Tencode|PavedDrive_P', 'RoofMatl_Tar&Grv|Exterior1st_Wd Sdng', 'BsmtFinType1_Rec|BsmtCond_Fa', 'BsmtFinType2_Tencode|BsmtExposure_Av', 'RoofMatl_Tencode|Neighborhood_IDOTRR', 'SaleType_WD|GarageArea', 'Exterior2nd_Stone|LandSlope_Gtl', 'SaleCondition_Abnorml|Exterior2nd_Plywood', 'Exterior2nd_AsbShng|Neighborhood_Veenker', 'Exterior1st_BrkFace|Street_Pave', 'GarageCond_Po|KitchenQual_Fa', 'Condition1_Artery|RoofStyle_Hip', 'Foundation_Slab|GarageType_2Types', 'RoofStyle_Gable|Functional_Maj1', 'BsmtHalfBath|MSZoning_RM', 'RoofMatl_CompShg|GarageCond_Ex', 'LotArea|MasVnrType_BrkCmn', 'KitchenAbvGr|BsmtExposure_Mn', 'HouseStyle_1Story|Exterior1st_VinylSd', 'Exterior1st_HdBoard|HouseStyle_1.5Fin', 'Neighborhood_SawyerW|Exterior1st_Tencode', 'GarageType_Detchd|Exterior2nd_Brk Cmn', 'TotalBsmtSF|FireplaceQu_Po', 'BsmtFullBath|FireplaceQu_Ex', 'BsmtExposure_Av|BldgType_Tencode', 'Neighborhood_Timber|Utilities_AllPub', 'LotShape_IR2|MSZoning_C (all)', 'RoofMatl_Tar&Grv|BsmtFinType2_LwQ', 'PavedDrive_Tencode|GarageQual_Fa', 'LowQualFinSF|Neighborhood_NWAmes', 'Electrical_FuseF|1stFlrSF', 'BsmtExposure_Tencode|Exterior1st_Plywood', 'FireplaceQu_Po|Functional_Mod', 'RoofMatl_Tencode|BsmtCond_Fa', 'Exterior1st_AsbShng|Condition1_RRAn', 'Neighborhood_Sawyer|Neighborhood_IDOTRR', 'OpenPorchSF|ExterCond_Fa', 'GarageQual_Gd|Exterior2nd_VinylSd', 'LotShape_Tencode|GarageYrBlt', 'HalfBath|RoofStyle_Gable', 'FireplaceQu_Gd|MiscFeature_Gar2', 'Heating_Grav|Neighborhood_NAmes', 'Neighborhood_NridgHt|GarageQual_Po', 'Foundation_PConc|LotConfig_Corner', 'RoofStyle_Shed|BsmtFinType1_Unf', 'Neighborhood_Gilbert|RoofMatl_WdShngl', 'GarageFinish_Tencode|Exterior1st_Plywood', 'HeatingQC_TA|KitchenQual_Fa', 'SaleType_COD|MSZoning_Tencode', 'LandSlope_Mod|BsmtHalfBath', 'BsmtQual_Ex|HouseStyle_SLvl', 'Neighborhood_Tencode|HouseStyle_2Story', 'Exterior2nd_Tencode|GarageCond_Fa', 'OpenPorchSF|Foundation_Slab', 'BsmtCond_Fa|Exterior2nd_AsphShn', 'Fence_GdPrv|2ndFlrSF', 'LandContour_Bnk|Alley_Grvl', 'Neighborhood_CollgCr|Exterior1st_Tencode', 'LotShape_IR2|KitchenQual_Gd', 'BsmtQual_Fa|RoofStyle_Gable', 'RoofMatl_Tencode|GarageQual_TA', 'HouseStyle_SFoyer|RoofStyle_Shed', 'CentralAir_Y|PavedDrive_P', 'BsmtFinType1_Tencode|BsmtFinType1_BLQ', 'SaleType_ConLw|RoofMatl_CompShg', 'RoofStyle_Gambrel|Functional_Min1', 'Fireplaces|Neighborhood_Timber', 'RoofStyle_Gable|Condition1_Feedr', 'HouseStyle_2Story|LotConfig_Inside', 'Neighborhood_Mitchel|BsmtCond_Tencode', 'LandContour_Low|Foundation_Slab', 'Neighborhood_SWISU|BsmtCond_Gd', 'Exterior1st_HdBoard|GarageQual_Po', 'Exterior1st_HdBoard|MiscFeature_Othr', 'GarageCond_TA|MiscFeature_Shed', 'BsmtExposure_No|BsmtQual_Gd', '1stFlrSF|SaleCondition_Normal', 'ExterQual_Tencode|Utilities_AllPub', 'BldgType_Twnhs|Electrical_FuseA', 'Fence_Tencode|SaleType_WD', 'Condition1_Norm|Exterior2nd_Wd Shng', 'BsmtFinType1_Tencode|Electrical_FuseF', 'PavedDrive_Y|FireplaceQu_Ex', 'Alley_Pave|Neighborhood_StoneBr', 'Exterior1st_BrkComm|BsmtExposure_Gd', 'LotFrontage|GarageQual_Gd', 'SaleCondition_Tencode|GarageQual_Po', 'Neighborhood_NoRidge|KitchenQual_Fa', 'HeatingQC_TA|Exterior1st_VinylSd', 'MoSold|LotConfig_Inside', 'Neighborhood_Tencode|WoodDeckSF', 'BsmtQual_Ex|SaleCondition_Family', 'GarageType_Basment|SaleType_Oth', 'LotFrontage|BsmtCond_Fa', 'HouseStyle_Tencode|BsmtCond_TA', 'Neighborhood_CollgCr|GarageYrBlt', 'Neighborhood_BrDale|GarageQual_TA', 'KitchenQual_Ex|RoofMatl_Tar&Grv', 'Street_Tencode|LandContour_Lvl', 'Foundation_CBlock|HouseStyle_1.5Fin', 'TotRmsAbvGrd|BsmtExposure_No', 'BedroomAbvGr|Functional_Mod', 'Exterior1st_HdBoard|Neighborhood_NAmes', 'Functional_Mod|Exterior1st_BrkComm', 'SaleType_ConLI|MasVnrArea', 'LotConfig_FR2|GarageType_BuiltIn', 'LotShape_IR1|Condition1_PosN', 'YearRemodAdd|MSZoning_RM', 'LotShape_IR2|BsmtHalfBath', 'HeatingQC_Tencode|Condition1_RRAe', 'CentralAir_Y|ExterCond_Fa', 'Neighborhood_SWISU|ScreenPorch', 'Exterior1st_VinylSd|HouseStyle_1.5Fin', 'FireplaceQu_Tencode|Functional_Min1', 'MSZoning_FV|Exterior2nd_Plywood', 'BldgType_Twnhs|PavedDrive_Y', 'Neighborhood_Crawfor|HouseStyle_2Story', 'MiscFeature_Othr|GarageType_2Types', 'BsmtFinSF1|MSZoning_RL', 'Fireplaces|CentralAir_N', 'Exterior1st_AsbShng|Fence_GdPrv', 'Fence_GdPrv|BsmtExposure_Gd', 'SaleType_New|SaleCondition_Abnorml', 'LotArea|BsmtUnfSF', 'BsmtFinType1_BLQ|MoSold', 'LotShape_IR2|RoofStyle_Flat', 'Electrical_SBrkr|MasVnrType_BrkFace', 'BldgType_1Fam|Exterior1st_BrkComm', 'GarageQual_Po|BsmtExposure_Gd', 'RoofStyle_Gable|Fence_GdWo', 'Heating_GasW|Exterior2nd_CmentBd', 'GarageQual_TA|Condition1_RRAe', 'Exterior1st_AsbShng|BldgType_TwnhsE', 'Neighborhood_Blmngtn|Fence_GdWo', '3SsnPorch|GarageFinish_Tencode', 'BldgType_Duplex|Functional_Min1', 'GarageType_BuiltIn|MasVnrType_BrkCmn', 'BsmtFinType2_BLQ|3SsnPorch', 'Neighborhood_Veenker|BedroomAbvGr', 'BsmtExposure_Gd|BldgType_Tencode', 'Functional_Maj2|WoodDeckSF', 'Heating_GasA|LandSlope_Gtl', 'MiscFeature_Othr|BsmtCond_TA', 'BsmtQual_Fa|Exterior2nd_Wd Sdng', 'GarageCond_Tencode|Foundation_BrkTil', 'Exterior1st_BrkFace|Neighborhood_BrkSide', 'BsmtHalfBath|2ndFlrSF', 'LotShape_IR2|LandContour_Tencode', 'HeatingQC_Ex|Fence_GdWo', 'Neighborhood_NridgHt|Exterior2nd_Tencode', 'OverallQual|Exterior2nd_AsphShn', 'Exterior2nd_VinylSd|BsmtCond_Gd', 'BldgType_TwnhsE|Condition2_Norm', 'BsmtQual_TA|Exterior2nd_HdBoard', 'Electrical_Tencode|Neighborhood_Mitchel', 'YearRemodAdd|LotFrontage', 'RoofStyle_Hip|BsmtExposure_Gd', 'HeatingQC_Fa|Foundation_Tencode', 'MasVnrType_BrkCmn|Functional_Mod', 'YearBuilt|GarageQual_Po', 'BsmtFinType2_GLQ|Neighborhood_StoneBr', 'Exterior2nd_Plywood|Exterior1st_MetalSd', 'Exterior2nd_BrkFace|SaleCondition_Normal', 'LotShape_IR1|Condition1_RRAn', 'Neighborhood_SWISU|BsmtCond_TA', 'Neighborhood_NoRidge|OverallCond', 'Electrical_FuseA|PoolArea', 'Heating_GasW|PavedDrive_Y', 'OverallQual|HouseStyle_Tencode', 'Neighborhood_NoRidge|Exterior2nd_CmentBd', 'Functional_Typ|HouseStyle_1.5Unf', 'Fence_GdPrv|ExterQual_Ex', 'BsmtFinSF2|MiscFeature_Shed', 'Neighborhood_StoneBr|Exterior1st_Wd Sdng', 'CentralAir_Y|HouseStyle_SLvl', 'GarageType_Detchd|Electrical_Tencode', 'Heating_GasW|Fence_MnWw', 'Neighborhood_Gilbert|PoolArea', 'Alley_Pave|BsmtQual_Ex', 'KitchenQual_Ex|Neighborhood_NAmes', 'GarageQual_TA|PoolArea', 'HeatingQC_TA|Neighborhood_SawyerW', 'KitchenAbvGr|Neighborhood_BrDale', 'LandSlope_Sev|Neighborhood_Edwards', 'Utilities_Tencode|BsmtQual_Tencode', 'Fireplaces|Neighborhood_OldTown', 'LandContour_Low|BsmtFinType1_LwQ', 'Foundation_CBlock|GarageCond_Ex', 'ExterCond_Gd|Condition1_Norm', 'Neighborhood_NWAmes|GarageFinish_RFn', 'Neighborhood_Blmngtn|BsmtFinType2_Rec', 'YrSold|Condition1_Tencode', 'ExterCond_Tencode|SaleType_CWD', 'RoofStyle_Tencode|Fence_GdWo', 'GarageType_Detchd|Electrical_FuseA', 'LandContour_Tencode|Fence_GdWo', 'FireplaceQu_Ex|Exterior1st_Plywood', 'Functional_Typ|ExterCond_Tencode', 'BsmtUnfSF|Exterior2nd_Wd Sdng', 'PavedDrive_N|Exterior2nd_VinylSd', '3SsnPorch|WoodDeckSF', 'HouseStyle_1Story|LandContour_HLS', 'MasVnrType_BrkCmn|GarageFinish_RFn', 'HeatingQC_Fa|Heating_GasW', 'Fence_GdPrv|LotConfig_Inside', 'SaleType_Tencode|GarageType_2Types', 'KitchenAbvGr|HalfBath', 'GrLivArea|RoofMatl_CompShg', 'GarageCond_Po|GarageFinish_Tencode', 'LandContour_Low|LandSlope_Gtl', 'RoofMatl_Tencode|ExterQual_Ex', 'LotFrontage|SaleType_Tencode', 'TotalBsmtSF|PavedDrive_Tencode', 'BsmtFinType1_Rec|Foundation_CBlock', 'Condition1_PosN|TotRmsAbvGrd', 'BsmtHalfBath|Exterior2nd_VinylSd', 'BsmtFinType2_LwQ|OpenPorchSF', 'EnclosedPorch|GarageCond_Gd', 'Heating_GasA|Foundation_BrkTil', 'LotFrontage|HeatingQC_Ex', 'BldgType_Twnhs|KitchenQual_Fa', 'GarageQual_TA|BsmtFinType1_Unf', 'GarageCond_Po|MiscVal', 'ScreenPorch|ExterCond_Fa', 'Electrical_FuseA|CentralAir_Y', 'FullBath|Condition1_Tencode', 'BsmtFinSF2|GarageType_Tencode', 'BsmtCond_Tencode|BsmtFinType1_Unf', 'GarageQual_TA|FireplaceQu_TA', 'Exterior2nd_Wd Sdng|Street_Grvl', 'GarageCars|HouseStyle_1.5Fin', 'SaleCondition_Normal|HouseStyle_2Story', 'Neighborhood_NridgHt|Exterior2nd_VinylSd', 'YearRemodAdd|SaleType_WD', 'TotalBsmtSF|MSZoning_RH', 'LotFrontage|GarageType_2Types', '2ndFlrSF|Neighborhood_Gilbert', 'Exterior1st_AsbShng|GarageCond_Gd', 'Neighborhood_Edwards|3SsnPorch', 'RoofMatl_Tar&Grv|Condition1_Norm', 'GarageCond_Tencode|Exterior1st_WdShing', 'Exterior2nd_BrkFace|LandSlope_Tencode', 'Condition2_Tencode|BsmtCond_Tencode', 'HouseStyle_Tencode|SaleCondition_Abnorml', 'HeatingQC_TA|Electrical_SBrkr', 'FullBath|BsmtCond_Gd', 'GarageCond_Tencode|BsmtExposure_Mn', 'GarageType_Detchd|Neighborhood_Gilbert', 'Neighborhood_Blmngtn|Exterior1st_Stucco', 'GarageType_CarPort|ExterCond_Fa', 'OverallQual|MiscFeature_Shed', 'YrSold|BsmtFinType2_Unf', 'RoofStyle_Tencode|GarageFinish_RFn', 'LotArea|Fence_MnPrv', '2ndFlrSF|CentralAir_N', 'HeatingQC_Fa|SaleType_COD', 'MiscFeature_Othr|Functional_Mod', 'ExterCond_Gd|CentralAir_Tencode', 'ExterCond_TA|SaleCondition_Family', 'PavedDrive_N|HalfBath', 'GarageQual_Po|KitchenQual_TA', 'Electrical_FuseP|FullBath', 'RoofStyle_Tencode|GarageQual_Tencode', 'RoofStyle_Hip|RoofStyle_Tencode', 'Heating_GasA|LandSlope_Mod', 'Condition2_Artery|ScreenPorch', 'HeatingQC_Ex|BsmtCond_Fa', 'BsmtCond_Tencode|SaleType_CWD', 'SaleCondition_Alloca|MasVnrType_BrkCmn', 'Neighborhood_Gilbert|Exterior1st_WdShing', 'ExterCond_Tencode|ScreenPorch', 'Neighborhood_NoRidge|BsmtFinType2_Unf', 'GrLivArea|HeatingQC_Ex', 'Condition2_Norm|Utilities_AllPub', 'MSZoning_RH', 'BsmtExposure_Av|Utilities_AllPub', 'HouseStyle_SFoyer|BsmtFinType1_Rec', 'FireplaceQu_Gd|MiscFeature_Tencode', 'Exterior1st_HdBoard|BsmtCond_Tencode', 'HeatingQC_Ex|GarageQual_Fa', 'LotShape_IR2|BsmtFinType2_BLQ', 'LandContour_Tencode|Exterior2nd_Wd Shng', 'BsmtUnfSF|GarageFinish_RFn', 'Neighborhood_CollgCr|BsmtQual_Fa', 'Neighborhood_OldTown|Exterior2nd_Wd Sdng', 'HalfBath|Neighborhood_Gilbert', 'BsmtFinSF2|MasVnrType_Stone', 'KitchenQual_Gd|MasVnrArea', '3SsnPorch|Condition1_Feedr', 'MiscFeature_Othr|Exterior1st_Plywood', 'RoofStyle_Shed|BsmtFinType1_GLQ', 'BsmtFinType1_BLQ|GarageArea', 'KitchenQual_Fa|Neighborhood_SawyerW', 'ExterCond_TA|Foundation_Tencode', 'BsmtQual_Ex|OpenPorchSF', 'PavedDrive_N|RoofStyle_Hip', 'BsmtQual_Fa|SaleType_New', 'LotArea|Foundation_Tencode', 'HeatingQC_TA|KitchenQual_TA', 'Foundation_Tencode|Street_Grvl', 'Condition1_RRAe|MSZoning_Tencode', 'LotShape_Reg|2ndFlrSF', 'LandContour_Low|SaleType_Tencode', 'EnclosedPorch|BsmtCond_Fa', 'RoofStyle_Gambrel|Neighborhood_StoneBr', 'Foundation_Slab|Exterior1st_Wd Sdng', 'HouseStyle_1Story|BsmtFinType1_LwQ', 'Neighborhood_Somerst|ExterCond_Gd', 'LandSlope_Mod|KitchenQual_TA', 'BsmtHalfBath|Exterior1st_CemntBd', 'LotShape_IR1|Neighborhood_Veenker', 'LotShape_Tencode|ExterCond_Tencode', 'TotalBsmtSF|MiscFeature_Shed', 'Neighborhood_Veenker|GarageQual_Po', 'GarageType_Tencode|SaleCondition_Alloca', 'Street_Tencode|Exterior2nd_BrkFace', 'BsmtFinType1_ALQ|Neighborhood_Timber', 'Exterior1st_Stucco|Exterior2nd_Brk Cmn', 'HeatingQC_Ex|ExterQual_Ex', 'Exterior1st_BrkComm|Exterior2nd_Brk Cmn', 'HeatingQC_Ex|Neighborhood_Crawfor', 'BsmtQual_Fa|Street_Pave', 'LotShape_Tencode|Foundation_CBlock', 'BsmtExposure_Tencode|GarageFinish_RFn', 'SaleCondition_Family|PoolArea', 'GarageFinish_Unf|Electrical_FuseA', 'PoolArea|ExterQual_Tencode', 'Electrical_FuseA|Condition1_Tencode', 'HeatingQC_Ex|Exterior1st_Tencode', 'Electrical_FuseA|Heating_Tencode', 'FullBath|BsmtFinType1_LwQ', 'LotShape_IR2|Neighborhood_NAmes', 'GarageCond_Gd|HouseStyle_SLvl', 'LandContour_Lvl|SaleType_Oth', 'Foundation_CBlock|Condition1_RRAn', 'HeatingQC_Fa|Neighborhood_NAmes', 'PavedDrive_Y|BsmtFinType2_Unf', 'Heating_GasW|MSZoning_Tencode', 'MSZoning_C (all)|ExterQual_Tencode', 'LotShape_IR1|Condition2_Tencode', 'Foundation_PConc|Exterior1st_HdBoard', 'GarageQual_Gd|GarageFinish_RFn', 'GarageCond_Tencode|BsmtQual_Ex', 'MSZoning_RM|MSZoning_RL', 'Heating_Grav|SaleCondition_Abnorml', 'Exterior1st_BrkFace|ExterQual_Fa', 'BsmtFinType2_LwQ|MSSubClass', 'PavedDrive_Y|GarageCond_Fa', 'Neighborhood_ClearCr|SaleType_CWD', 'KitchenAbvGr|LotShape_IR1', 'Condition1_PosN|MSZoning_RM', 'RoofMatl_Tencode|Neighborhood_Edwards', 'Neighborhood_Gilbert|Foundation_Slab', 'GarageFinish_Fin|Exterior1st_CemntBd', '3SsnPorch|GarageQual_TA', 'SaleCondition_Alloca|ExterQual_Tencode', 'Exterior2nd_Tencode|Neighborhood_MeadowV', 'SaleType_New|ExterCond_Fa', 'BsmtFinType1_Rec|SaleType_CWD', 'Alley_Tencode|HalfBath', 'BldgType_Duplex|LandContour_Low', 'YearRemodAdd|Exterior1st_Stucco', 'MasVnrArea|Exterior2nd_AsphShn', 'Exterior1st_BrkComm|Neighborhood_IDOTRR', 'Neighborhood_BrkSide|Fence_MnPrv', 'GarageCond_Po|Fence_MnWw', 'Neighborhood_SawyerW|MSZoning_RL', 'HouseStyle_1Story|HouseStyle_2.5Unf', 'Foundation_Stone|SaleType_CWD', 'BsmtQual_TA|Exterior2nd_Plywood', 'SaleType_Tencode|GarageCond_Fa', 'WoodDeckSF|LotConfig_Inside', 'BsmtFinType2_LwQ|MasVnrType_Stone', 'LandContour_HLS|RoofMatl_WdShngl', 'Neighborhood_Mitchel', 'BsmtFinType2_Rec|MSZoning_RH', 'RoofMatl_WdShngl|MSZoning_RH', 'YearRemodAdd|GarageType_2Types', 'LotConfig_FR2|Condition1_PosN', 'Heating_Tencode|Neighborhood_NWAmes', 'GarageCond_Fa|Neighborhood_Timber', 'Foundation_Stone|KitchenQual_TA', 'GarageYrBlt|BldgType_Tencode', 'YrSold|Neighborhood_Edwards', 'BldgType_Tencode|BsmtExposure_No', 'BsmtFinType2_GLQ|BsmtCond_TA', 'BsmtHalfBath|MasVnrType_BrkCmn', 'GarageCars|Heating_GasW', 'FireplaceQu_Po|GarageArea', 'FireplaceQu_Fa|PoolArea', 'LandSlope_Tencode|BsmtCond_TA', 'LotShape_IR2|HouseStyle_2.5Unf', 'HeatingQC_Ex|CentralAir_Tencode', 'Exterior1st_HdBoard|GarageCond_Ex', 'Exterior2nd_CmentBd|MSZoning_FV', 'PavedDrive_Y|GarageYrBlt', 'Heating_Tencode|BsmtCond_Fa', 'FireplaceQu_Ex|Condition2_Norm', 'Exterior1st_BrkFace|GrLivArea', 'Neighborhood_NPkVill|RoofStyle_Gambrel', 'Neighborhood_StoneBr|BsmtExposure_Mn', 'GarageCond_TA|BedroomAbvGr', 'HeatingQC_Ex|ScreenPorch', 'LotConfig_CulDSac|RoofMatl_WdShngl', 'Exterior1st_BrkFace|Exterior2nd_Plywood', 'Exterior1st_CemntBd|Fence_MnPrv', 'FireplaceQu_Gd|BsmtFinSF1', 'Neighborhood_NAmes|Neighborhood_Gilbert', 'ExterCond_Gd|RoofStyle_Tencode', 'SaleType_ConLD|Functional_Min1', 'Alley_Pave|Functional_Maj1', 'SaleType_Tencode|SaleType_CWD', 'ExterCond_Gd|CentralAir_Y', 'LotShape_Tencode|Neighborhood_BrkSide', 'Foundation_Stone|HouseStyle_1.5Fin', 'LotShape_Reg|BldgType_1Fam', 'LotArea|LandContour_HLS', 'HeatingQC_TA|BsmtExposure_Mn', 'BsmtQual_Gd|ExterCond_Fa', 'SaleType_ConLI|Exterior1st_CemntBd', 'MSZoning_C (all)|LandSlope_Gtl', 'FireplaceQu_Tencode|Electrical_SBrkr', 'PavedDrive_N|BsmtFinSF2', 'Condition1_Feedr|Exterior2nd_AsphShn', 'SaleType_ConLw|Condition1_RRAe', 'ExterQual_Gd|SaleCondition_Partial', 'YearBuilt|MSZoning_RL', 'HeatingQC_Ex|HouseStyle_SLvl', 'LotShape_Tencode|EnclosedPorch', 'KitchenQual_Gd|LandSlope_Tencode', 'Condition1_Artery|RoofStyle_Shed', 'GarageQual_Po|Fence_MnWw', 'Exterior2nd_Stucco|Condition2_Artery', 'Exterior2nd_VinylSd|ScreenPorch', 'YrSold|Condition1_Feedr', 'RoofStyle_Shed|ExterQual_Tencode', 'RoofMatl_Tar&Grv|GarageCond_Ex', '3SsnPorch', 'SaleType_WD|MiscFeature_Tencode', 'Fence_Tencode|Condition1_Tencode', 'Neighborhood_SWISU|BsmtFinType1_LwQ', 'SaleType_WD|ExterCond_Tencode', 'Fireplaces|MSZoning_RL', 'FireplaceQu_TA|Exterior1st_Plywood', 'SaleType_ConLw|SaleCondition_Alloca', 'LandContour_Bnk|BsmtFullBath', 'RoofMatl_Tencode|LandSlope_Tencode', 'MiscFeature_Shed|2ndFlrSF', 'Neighborhood_ClearCr|BsmtFinSF2', 'Exterior1st_AsbShng|LowQualFinSF', 'GarageQual_TA|SaleCondition_Abnorml', 'RoofStyle_Hip|LotFrontage', 'Functional_Min1|SaleCondition_Partial', 'BsmtFinType2_Tencode|HouseStyle_SLvl', 'GarageCond_TA|Fence_Tencode', 'GarageFinish_Unf|RoofStyle_Flat', 'LandContour_Bnk|LandContour_Lvl', 'GarageFinish_Tencode|LotConfig_Inside', 'KitchenAbvGr|CentralAir_N', 'Exterior2nd_Stone|Neighborhood_CollgCr', 'Neighborhood_NAmes|ExterQual_Tencode', 'YearBuilt|LotConfig_Inside', 'GarageCond_Fa|Condition1_RRAn', 'GrLivArea|SaleType_New', 'FullBath|Foundation_Slab', 'BsmtFinType1_Rec|GarageArea', 'GarageCond_Tencode|SaleType_WD', 'Neighborhood_Blmngtn|BsmtFinSF1', 'ExterQual_TA|Neighborhood_NridgHt', 'GarageArea|Exterior1st_VinylSd', 'YearRemodAdd|FullBath', 'HouseStyle_Tencode|Condition1_RRAe', 'Exterior2nd_VinylSd|FireplaceQu_TA', 'BsmtFinType1_Rec|Neighborhood_Sawyer', 'PavedDrive_Tencode|RoofMatl_Tar&Grv', 'BldgType_Duplex|Fence_Tencode', 'Fence_GdPrv|Condition1_RRAe', 'Neighborhood_CollgCr|HouseStyle_SLvl', 'BsmtFinType2_ALQ|BsmtFinType1_GLQ', 'BsmtQual_Fa|LowQualFinSF', 'RoofStyle_Gable|Condition1_RRAe', 'GrLivArea|RoofStyle_Shed', 'YearBuilt|GarageCond_Gd', 'HeatingQC_Gd|SaleCondition_Normal', 'LotShape_Reg|GarageCond_Tencode', 'GarageQual_Fa|GarageFinish_RFn', 'Neighborhood_BrkSide|Foundation_Slab', 'GrLivArea|Neighborhood_Crawfor', 'Neighborhood_Somerst|Electrical_FuseP', 'HeatingQC_Gd|BsmtFinType1_ALQ', 'Neighborhood_Edwards|BsmtExposure_Av', 'Exterior2nd_Tencode|BsmtCond_Po', 'Neighborhood_ClearCr|BldgType_Tencode', 'Neighborhood_Somerst|GarageYrBlt', 'FireplaceQu_Po|GarageType_CarPort', 'SaleCondition_Tencode|Heating_Grav', 'LotShape_Reg|MSZoning_RM', 'KitchenQual_Gd|BsmtCond_Gd', 'BsmtQual_Fa|CentralAir_Y', 'HouseStyle_SFoyer|MSZoning_FV', 'BsmtFinType1_BLQ|LandContour_HLS', 'Electrical_SBrkr|Fence_GdPrv', 'PavedDrive_Y|LowQualFinSF', 'LandContour_Bnk|GarageCond_Gd', 'Exterior2nd_AsbShng|GarageCond_Gd', 'Condition2_Norm|RoofMatl_WdShngl', 'Functional_Maj2|ExterCond_Tencode', 'GarageType_Tencode|Neighborhood_Crawfor', 'Fireplaces|Neighborhood_StoneBr', 'LandContour_Tencode|SaleType_New', 'Condition2_Tencode|Neighborhood_IDOTRR', 'BldgType_1Fam', 'EnclosedPorch|PoolQC_Tencode', 'LandSlope_Mod|Foundation_Slab', 'BsmtExposure_Tencode|BldgType_Tencode', 'Functional_Typ|OpenPorchSF', 'BsmtFinType2_GLQ|Neighborhood_Tencode', 'BsmtFinType2_LwQ|BsmtCond_Tencode', 'Neighborhood_BrDale|GarageType_BuiltIn', 'GarageType_Detchd|Neighborhood_Crawfor', 'Exterior2nd_Tencode|BsmtCond_TA', 'BedroomAbvGr|GarageType_2Types', 'Exterior1st_BrkComm|Exterior1st_WdShing', 'RoofStyle_Gable|MasVnrType_BrkCmn', 'Exterior1st_WdShing|MasVnrType_Stone', 'LotConfig_Tencode|FireplaceQu_TA', 'MiscVal|LandContour_Bnk', 'LotConfig_FR2|LandContour_Bnk', 'Neighborhood_NridgHt|HouseStyle_2Story', 'Heating_Grav|MSZoning_RM', 'SaleCondition_Tencode|BsmtHalfBath', 'GarageCond_Tencode|ExterQual_Gd', 'Electrical_FuseA|SaleType_CWD', 'BsmtFinSF2|PavedDrive_P', 'FireplaceQu_TA|Exterior2nd_AsphShn', 'GrLivArea|1stFlrSF', 'FireplaceQu_Gd|Condition1_Feedr', 'Exterior2nd_Stone|OpenPorchSF', 'ExterCond_Gd|Condition1_RRAe', 'Exterior1st_CemntBd|BldgType_1Fam', 'Exterior2nd_AsbShng|Condition1_Tencode', 'YrSold|GarageCond_Gd', 'Alley_Tencode|Fence_GdPrv', 'YrSold|GarageCond_Tencode', 'HeatingQC_TA|CentralAir_Tencode', 'RoofMatl_CompShg|Neighborhood_SWISU', 'Heating_Grav|SaleCondition_Partial', 'Exterior2nd_Tencode|SaleCondition_Partial', 'GarageType_Detchd|GarageQual_Po', 'Neighborhood_BrDale|GarageType_2Types', 'Condition1_Artery|Heating_Tencode', 'SaleType_New|PavedDrive_P', 'BsmtQual_Fa|LotConfig_CulDSac', 'Exterior2nd_AsbShng|Exterior2nd_HdBoard', 'LotShape_IR1|BsmtFinType2_Rec', 'Foundation_CBlock|Neighborhood_IDOTRR', 'Neighborhood_OldTown|PoolQC_Tencode', 'BsmtQual_Tencode|ExterQual_Tencode', 'GarageFinish_Unf|GarageFinish_Fin', 'BsmtFinType2_ALQ|SaleType_Oth', 'Functional_Maj2|Condition1_RRAe', 'FireplaceQu_Fa|Exterior1st_CemntBd', 'Condition1_Artery|YearBuilt', 'Electrical_FuseA|Street_Pave', 'MiscVal|BsmtExposure_Gd', 'BsmtFinType1_Tencode|FireplaceQu_Fa', 'GarageQual_TA|BsmtExposure_Gd', 'BsmtFinType1_BLQ|Alley_Grvl', 'LotConfig_CulDSac|Fence_MnPrv', 'HeatingQC_Tencode|GarageType_CarPort', 'Utilities_Tencode|Utilities_AllPub', 'BsmtExposure_Tencode|Exterior1st_BrkFace', 'BedroomAbvGr|KitchenQual_Fa', 'GrLivArea|Condition1_Tencode', 'MiscFeature_Shed|ExterQual_Gd', 'PavedDrive_N|CentralAir_Y', 'BldgType_2fmCon|SaleCondition_Alloca', 'Neighborhood_ClearCr|Neighborhood_SawyerW', 'GarageCond_Gd|BsmtFinType2_Unf', 'BsmtFullBath|Functional_Mod', 'BsmtHalfBath|BsmtCond_Tencode', 'YearRemodAdd|Neighborhood_Gilbert', 'LotFrontage|HouseStyle_1.5Fin', 'LotConfig_Tencode|ExterQual_Tencode', 'SaleType_New|Exterior2nd_HdBoard', 'Exterior2nd_AsbShng|BldgType_1Fam', 'ExterQual_Fa|ExterCond_Fa', 'Heating_GasA|LandSlope_Sev', 'RoofStyle_Gable|Neighborhood_NWAmes', 'Exterior2nd_AsbShng|Neighborhood_CollgCr', 'MiscFeature_Othr|Neighborhood_Sawyer', 'Condition1_RRAe|Neighborhood_BrkSide', 'Exterior1st_CemntBd|Neighborhood_BrkSide', 'Neighborhood_Sawyer|CentralAir_Tencode', 'CentralAir_Tencode|Exterior1st_BrkComm', 'MSZoning_RM|BsmtFinType1_Unf', 'LotShape_IR1|BsmtCond_Fa', 'BsmtFinType2_Unf|HouseStyle_2Story', 'Neighborhood_StoneBr|BsmtFinSF1', 'LotShape_IR2|Functional_Tencode', 'BsmtFinType2_Tencode|GarageQual_Fa', 'Condition1_RRAe|SaleCondition_Partial', 'LotShape_IR1|HouseStyle_SLvl', 'Neighborhood_Veenker|GarageType_Basment', 'LotShape_IR2|FireplaceQu_TA', 'RoofStyle_Hip|LotConfig_Tencode', 'OpenPorchSF|Exterior2nd_HdBoard', 'Electrical_FuseA|Fence_Tencode', '2ndFlrSF|Exterior1st_Tencode', 'Condition1_RRAe|MSZoning_RH', 'LotConfig_Corner|BsmtCond_Gd', 'HouseStyle_SFoyer|Condition1_Feedr', 'HalfBath|BsmtExposure_Av', 'RoofStyle_Gable|BsmtCond_Po', 'BsmtQual_Ex|Neighborhood_Crawfor', 'FireplaceQu_Gd|HalfBath', 'Condition1_Artery|SaleType_Tencode', 'LandSlope_Sev|BsmtCond_Gd', 'Electrical_FuseP|Exterior2nd_MetalSd', 'GarageQual_TA|MiscFeature_Tencode', 'Neighborhood_BrDale|Neighborhood_Gilbert', '2ndFlrSF|SaleCondition_Partial', 'Neighborhood_NPkVill|Heating_GasA', 'Exterior2nd_AsbShng|RoofStyle_Gambrel', 'Alley_Tencode|GarageQual_Po', 'Neighborhood_NridgHt|Exterior2nd_MetalSd', 'Electrical_Tencode|SaleType_Tencode', 'MoSold|Neighborhood_StoneBr', 'GarageFinish_Fin|Foundation_Tencode', 'Electrical_SBrkr|Exterior2nd_AsphShn', 'BsmtUnfSF|BsmtCond_Fa', 'GarageFinish_Tencode|HouseStyle_2Story', 'LandContour_Bnk|Foundation_CBlock', 'Neighborhood_SawyerW|MasVnrType_BrkFace', 'Functional_Mod|Exterior2nd_AsphShn', 'BsmtFullBath|BsmtFinType1_LwQ', 'Neighborhood_ClearCr|BsmtFinType2_Rec', 'BsmtFinType1_LwQ|SaleCondition_Partial', 'PoolQC_Tencode|MasVnrType_BrkCmn', 'HeatingQC_Ex|Exterior2nd_CmentBd', 'BldgType_Twnhs|Exterior1st_Tencode', 'OverallQual|Exterior2nd_BrkFace', 'EnclosedPorch|Exterior1st_Plywood', 'RoofMatl_Tencode|MSZoning_Tencode', 'HeatingQC_Fa|LandSlope_Tencode', 'PavedDrive_N|Neighborhood_NoRidge', 'Fireplaces|Utilities_AllPub', 'YrSold|Alley_Pave', 'BsmtQual_Fa|LotConfig_Tencode', 'BldgType_2fmCon|MasVnrType_Tencode', 'SaleCondition_Family|BsmtExposure_No', 'GarageCond_TA|GarageCond_Tencode', 'YearRemodAdd|Neighborhood_Edwards', 'Exterior1st_HdBoard', 'Neighborhood_NoRidge|BsmtExposure_Av', 'LotConfig_Corner|CentralAir_Y', 'Exterior2nd_Stone|BsmtQual_Tencode', 'BsmtQual_Ex|Condition1_PosN', 'Neighborhood_Tencode|FireplaceQu_Ex', 'HeatingQC_Ex|Condition2_Norm', 'LotShape_IR1|MasVnrType_None', 'MiscVal|Neighborhood_Tencode', 'Foundation_BrkTil|LotConfig_Inside', 'Neighborhood_Crawfor|SaleCondition_Abnorml', 'EnclosedPorch|SaleType_ConLD', 'Exterior1st_CemntBd|LandSlope_Gtl', 'Neighborhood_Tencode|BsmtCond_TA', 'HeatingQC_Ex|GarageType_BuiltIn', 'Alley_Pave|YearBuilt', 'Neighborhood_OldTown|Utilities_AllPub', 'Neighborhood_NridgHt|BsmtExposure_Gd', 'Foundation_BrkTil|GarageCond_Gd', 'BldgType_2fmCon|Foundation_Stone', 'ExterCond_TA|PoolArea', 'LowQualFinSF|GarageYrBlt', 'HalfBath|SaleCondition_Abnorml', 'BedroomAbvGr|SaleCondition_Normal', 'Exterior2nd_Wd Sdng|MSZoning_RH', 'GarageCond_Ex|Neighborhood_Gilbert', 'Electrical_FuseF|Functional_Maj1', 'Neighborhood_NPkVill|RoofStyle_Flat', 'BsmtFinType2_GLQ|MoSold', 'GarageCond_Gd|Functional_Maj1', 'LotFrontage|MiscVal', 'SaleCondition_Alloca|Condition1_PosN', 'Exterior2nd_Brk Cmn|ExterCond_Fa', 'LotShape_Tencode|BsmtFinType1_LwQ', 'Exterior2nd_Tencode|CentralAir_Y', 'Condition1_Artery|MiscFeature_Gar2', 'GarageCond_Tencode|ExterCond_Gd', 'Neighborhood_Gilbert|HouseStyle_1.5Fin', 'BsmtFinType2_BLQ|Neighborhood_NWAmes', 'Foundation_BrkTil|HouseStyle_1.5Unf', 'BsmtQual_Fa|RoofStyle_Shed', 'Exterior2nd_Stone|LotShape_IR3', 'BldgType_2fmCon|BsmtCond_Fa', 'Neighborhood_NridgHt|FireplaceQu_Gd', 'BsmtFinSF2|BsmtFinType2_BLQ', 'SaleType_COD|Exterior2nd_Brk Cmn', 'Neighborhood_CollgCr|GarageType_Attchd', 'KitchenQual_Ex|HouseStyle_1.5Unf', 'RoofMatl_CompShg|Electrical_SBrkr', 'CentralAir_Y|BsmtQual_Gd', 'YearRemodAdd|YearBuilt', 'BsmtFinType1_BLQ|HalfBath', 'LandContour_Tencode|LandContour_Lvl', 'Fireplaces|Condition1_Feedr', 'Heating_Grav|RoofStyle_Shed', 'Heating_Tencode|ExterCond_Gd', 'BsmtFinType2_GLQ|Neighborhood_Edwards', 'GarageCond_Gd|FireplaceQu_Fa', 'MasVnrType_BrkCmn|BsmtUnfSF', 'Fence_Tencode|SaleType_New', 'Neighborhood_Sawyer|SaleType_COD', 'GarageCond_Po|PavedDrive_Y', 'YearRemodAdd|LandContour_Bnk', 'FireplaceQu_Fa|BldgType_TwnhsE', 'LotFrontage|Exterior2nd_AsphShn', '1stFlrSF|OpenPorchSF', 'FireplaceQu_Tencode|LotShape_IR2', 'TotalBsmtSF|GarageFinish_RFn', 'SaleCondition_Partial|GarageYrBlt', 'LandContour_Tencode|RoofStyle_Gable', 'Foundation_PConc|Neighborhood_Edwards', 'Condition1_RRAe|Exterior1st_Tencode', 'BsmtQual_Fa|Functional_Min1', 'Electrical_FuseP|Exterior1st_VinylSd', 'LotShape_IR2|SaleType_ConLD', 'LotShape_Tencode|RoofMatl_Tencode', 'Exterior2nd_BrkFace|SaleType_COD', 'SaleType_Oth|ExterCond_Fa', 'MiscFeature_Gar2|Utilities_AllPub', 'Neighborhood_NAmes|OverallCond', 'Condition1_PosA|RoofStyle_Gable', 'Foundation_BrkTil|Neighborhood_NWAmes', 'MSZoning_RM|BsmtCond_Fa', 'BsmtExposure_Gd|Neighborhood_BrkSide', 'RoofMatl_CompShg|Exterior2nd_VinylSd', 'Alley_Pave|SaleCondition_Abnorml', 'BsmtFinType1_Tencode|BsmtFinType1_ALQ', 'LotFrontage|LotConfig_FR2', 'BldgType_2fmCon|BsmtHalfBath', '3SsnPorch|Neighborhood_Sawyer', 'Exterior1st_Stucco|Neighborhood_Timber', 'Exterior2nd_Stone|MasVnrType_BrkCmn', 'KitchenQual_Tencode|MiscFeature_Shed', 'GrLivArea|Exterior1st_Wd Sdng', 'BsmtFinType1_BLQ|GarageQual_Gd', 'FireplaceQu_Tencode|Exterior1st_CemntBd', 'Street_Grvl|Alley_Grvl', 'Exterior2nd_Stone|Street_Grvl', 'Utilities_Tencode|GarageType_Attchd', 'PavedDrive_Y|GarageType_BuiltIn', 'Exterior1st_WdShing|Exterior1st_MetalSd', 'Exterior2nd_MetalSd|SaleType_CWD', 'LotFrontage|MSSubClass', 'Functional_Tencode|HeatingQC_Gd', 'Exterior1st_AsbShng|LandContour_Lvl', 'GarageType_Detchd|MasVnrType_BrkFace', 'BldgType_Tencode|SaleType_CWD', 'Fireplaces|MSZoning_FV', 'ExterQual_TA|Neighborhood_StoneBr', 'BsmtFinSF2|SaleCondition_Family', 'BsmtQual_Gd|WoodDeckSF', 'Street_Tencode|Exterior2nd_Plywood', 'MasVnrType_BrkCmn|Exterior1st_MetalSd', 'PavedDrive_N|BsmtCond_Fa', 'BsmtFinType1_Rec|HouseStyle_2.5Unf', 'Exterior1st_HdBoard|Exterior1st_MetalSd', 'GarageCars|Neighborhood_Mitchel', 'RoofMatl_Tar&Grv|Exterior2nd_CmentBd', 'BsmtCond_Po|ExterQual_Gd', 'BsmtFinType2_ALQ|Exterior2nd_Wd Sdng', 'LotConfig_Tencode|Neighborhood_StoneBr', 'Fireplaces|BsmtHalfBath', 'BsmtFinType1_BLQ|ScreenPorch', 'RoofStyle_Shed|RoofMatl_WdShngl', 'GarageQual_Gd|BsmtCond_TA', 'LandSlope_Mod|OpenPorchSF', 'Condition1_Artery|Fence_MnPrv', 'GarageCond_Tencode|BedroomAbvGr', 'KitchenQual_Gd|HouseStyle_1.5Unf', 'Exterior2nd_Stucco|BldgType_1Fam', 'Exterior1st_BrkFace|BsmtExposure_Gd', 'Exterior2nd_AsbShng|Exterior2nd_Wd Sdng', 'Utilities_Tencode|Neighborhood_NridgHt', 'KitchenQual_Gd|FireplaceQu_Fa', 'Neighborhood_Edwards|BsmtCond_Po', 'BsmtFinType1_Rec|Exterior2nd_Plywood', 'Neighborhood_Somerst|Condition2_Norm', 'LandContour_Lvl|BsmtFullBath', 'YrSold|RoofMatl_Tar&Grv', 'Neighborhood_OldTown|SaleCondition_Alloca', 'SaleCondition_Tencode|GarageType_CarPort', 'Alley_Tencode|MasVnrType_Tencode', 'BsmtQual_Tencode|YearBuilt', 'LotShape_IR1|BldgType_TwnhsE', 'Exterior2nd_Wd Sdng|WoodDeckSF', 'BsmtFinType1_Tencode|Exterior2nd_CmentBd', 'GarageFinish_Unf|Neighborhood_NPkVill', 'BldgType_Duplex|BsmtCond_TA', 'BsmtFinType1_Tencode|HalfBath', 'LandContour_HLS|HouseStyle_2.5Unf', 'HouseStyle_1.5Unf|BsmtFinType1_GLQ', 'LotArea|Condition2_Artery', 'GarageType_Detchd|LotConfig_Corner', 'BsmtUnfSF|PoolArea', 'HeatingQC_Fa|SaleCondition_Normal', 'Heating_Grav|BsmtFinType1_LwQ', 'Foundation_Tencode|GarageType_Basment', 'Exterior1st_AsbShng|PoolQC_Tencode', 'BsmtHalfBath|BsmtFinSF1', 'BldgType_Twnhs|LotShape_IR3', 'MiscVal|BsmtQual_Ex', 'GarageQual_Po|Neighborhood_Sawyer', 'GrLivArea|Utilities_AllPub', 'RoofMatl_Tencode|SaleCondition_Normal', 'PavedDrive_Tencode|HouseStyle_SLvl', 'HouseStyle_SFoyer|RoofStyle_Gambrel', 'Heating_Grav|LotArea', 'FireplaceQu_Fa|GarageArea', 'Exterior2nd_Stucco|LandContour_Tencode', 'KitchenAbvGr|BsmtFinType2_ALQ', 'Neighborhood_Edwards|PoolArea', 'Neighborhood_NridgHt|BsmtFinType2_Rec', '2ndFlrSF', 'Neighborhood_Tencode|LotConfig_CulDSac', 'SaleType_ConLI|MSZoning_RL', 'Neighborhood_Somerst|MoSold', 'BsmtHalfBath|FireplaceQu_TA', 'Neighborhood_Edwards|BsmtFullBath', 'Street_Tencode|FireplaceQu_Fa', 'Heating_Tencode|MSSubClass', 'Fence_GdPrv|GarageQual_Po', 'Neighborhood_IDOTRR|Fence_MnWw', 'Neighborhood_IDOTRR|Exterior2nd_Plywood', 'GarageType_BuiltIn|Exterior2nd_Brk Cmn', 'BsmtExposure_Gd|HouseStyle_1.5Fin', 'FireplaceQu_Tencode|Exterior2nd_MetalSd', 'Exterior1st_BrkFace|Neighborhood_BrDale', 'Neighborhood_ClearCr|BsmtUnfSF', 'Neighborhood_Mitchel|Exterior2nd_MetalSd', 'BsmtQual_Ex|ScreenPorch', 'Exterior2nd_BrkFace|GarageCond_Tencode', 'YrSold|Condition2_Norm', 'Neighborhood_CollgCr|LandSlope_Gtl', 'Exterior1st_VinylSd|MasVnrType_Stone', 'YearBuilt|Condition1_PosN', 'BsmtFinType1_Tencode|BsmtFinSF1', 'MasVnrType_BrkFace|Exterior2nd_Wd Shng', 'LandContour_Tencode|Foundation_Slab', 'Functional_Typ|Fence_Tencode', '3SsnPorch|Neighborhood_BrkSide', 'RoofStyle_Shed|ExterQual_Gd', 'Functional_Typ|GarageQual_TA', 'PoolArea|LotShape_IR3', 'Alley_Tencode|WoodDeckSF', 'SaleType_COD|Condition2_Norm', 'Electrical_FuseP|BsmtFinType1_ALQ', 'FireplaceQu_Ex|BsmtCond_Po', 'RoofMatl_Tencode|Functional_Tencode', 'GarageType_BuiltIn|Neighborhood_IDOTRR', 'GarageQual_Fa|ExterQual_Ex', 'OpenPorchSF|Neighborhood_IDOTRR', 'Fireplaces|ExterCond_Gd', 'Neighborhood_CollgCr|BsmtQual_Ex', 'Fireplaces|BsmtUnfSF', 'ExterQual_Ex|GarageCond_Ex', 'TotRmsAbvGrd|BsmtFinType1_GLQ', 'BsmtFinType2_Tencode|ScreenPorch', 'Exterior2nd_BrkFace|Neighborhood_Edwards', 'GarageFinish_Tencode|GarageQual_Po', 'Heating_Tencode|GarageQual_Fa', 'HalfBath|MiscFeature_Shed', 'BsmtFinType1_BLQ|Exterior1st_VinylSd', 'KitchenQual_Gd|RoofMatl_WdShngl', 'BsmtFinType2_Tencode|GarageFinish_Fin', 'SaleType_New|Functional_Min2', 'Heating_GasA|BsmtExposure_Gd', 'BsmtFinType1_Rec|Neighborhood_IDOTRR', 'RoofStyle_Shed|BsmtCond_Gd', 'Neighborhood_IDOTRR|GarageType_2Types', 'BsmtQual_Tencode|Exterior2nd_Brk Cmn', 'Neighborhood_Blmngtn|BsmtCond_Gd', 'BsmtFullBath|2ndFlrSF', 'Alley_Pave|GarageFinish_Fin', 'SaleCondition_Family|LotConfig_Tencode', 'Neighborhood_CollgCr|LotConfig_FR2', 'Electrical_FuseP|Neighborhood_Crawfor', 'Exterior1st_Tencode|LotConfig_Inside', 'SaleCondition_Family|MSZoning_C (all)', 'LandContour_Tencode|BsmtCond_TA', 'FireplaceQu_Fa|KitchenQual_Fa', 'BsmtFinSF2|Neighborhood_StoneBr', 'HouseStyle_1Story|RoofStyle_Gable', 'OverallQual|BsmtHalfBath', 'RoofStyle_Flat|SaleType_ConLI', 'LandContour_HLS|GarageQual_Fa', 'RoofStyle_Gable|GarageFinish_RFn', 'Condition2_Norm|Fence_MnWw', 'Exterior1st_HdBoard|LotConfig_Tencode', 'SaleType_COD|BldgType_1Fam', 'Exterior1st_BrkFace|Exterior2nd_AsphShn', 'KitchenQual_Tencode|GarageArea', 'BedroomAbvGr|BsmtFinType2_Unf', 'RoofMatl_WdShngl|HouseStyle_2Story', 'PavedDrive_Tencode|BsmtFinType2_Rec', 'Neighborhood_SWISU|Alley_Grvl', 'Neighborhood_Mitchel|BsmtCond_TA', 'Neighborhood_CollgCr|MasVnrType_Tencode', 'HouseStyle_1.5Unf|BsmtFullBath', 'CentralAir_Y|FireplaceQu_TA', 'HeatingQC_Fa|KitchenQual_TA', 'BldgType_1Fam|MSZoning_RH', 'ExterCond_TA|Neighborhood_NoRidge', 'Exterior1st_HdBoard|OpenPorchSF', 'Neighborhood_Mitchel|Exterior1st_WdShing', 'SaleCondition_Family|TotRmsAbvGrd', 'BsmtQual_Ex|RoofMatl_Tar&Grv', 'Neighborhood_CollgCr|Exterior1st_VinylSd', 'RoofMatl_Tar&Grv|Street_Grvl', 'MSZoning_RM|SaleType_COD', 'FireplaceQu_Gd|Exterior2nd_MetalSd', 'Electrical_FuseA|MasVnrType_Tencode', 'GarageQual_Gd|Exterior2nd_Plywood', 'Neighborhood_NridgHt|Fence_Tencode', 'SaleType_COD|ExterQual_Fa', 'BsmtExposure_Tencode|ExterQual_Tencode', 'Exterior1st_HdBoard|LotConfig_Inside', 'FireplaceQu_Gd|2ndFlrSF', 'HouseStyle_1Story|Neighborhood_StoneBr', 'RoofStyle_Flat|Heating_Tencode', 'Foundation_Stone|Electrical_FuseF', 'Neighborhood_Veenker|GarageQual_Fa', 'YearBuilt|Neighborhood_SawyerW', 'LandContour_HLS|MSZoning_FV', 'Utilities_Tencode|MSZoning_FV', 'Neighborhood_NridgHt|LandSlope_Sev', 'YearBuilt|Neighborhood_Gilbert', 'Fireplaces|Exterior1st_Tencode', 'LotShape_IR2|MasVnrType_BrkCmn', 'Electrical_FuseA|Neighborhood_SWISU', 'Heating_GasW|FireplaceQu_TA', 'Condition1_Tencode|BsmtExposure_No', 'Neighborhood_Edwards|OpenPorchSF', 'RoofMatl_WdShngl|Exterior2nd_HdBoard', 'HeatingQC_Ex|ExterQual_Gd', 'Condition1_PosN|HouseStyle_2.5Unf', 'BldgType_Twnhs|GarageFinish_Fin', 'SaleType_Tencode|Condition1_Norm', 'Neighborhood_SWISU|HalfBath', 'EnclosedPorch|Foundation_PConc', 'OverallQual|HalfBath', 'PoolQC_Tencode|Exterior2nd_Wd Shng', 'LotShape_IR2', 'MoSold|BsmtExposure_Mn', 'Alley_Tencode|LotConfig_Corner', 'BsmtUnfSF|LotConfig_Inside', 'MasVnrType_BrkCmn|MSZoning_RL', 'BsmtFinType2_BLQ|MasVnrType_None', 'OverallCond|Exterior1st_WdShing', 'OverallQual|BsmtExposure_Mn', 'Exterior2nd_MetalSd|BsmtExposure_Mn', 'BsmtExposure_Tencode|BsmtFinType1_LwQ', 'BsmtFinSF2|RoofStyle_Tencode', 'SaleType_ConLD|Condition1_Norm', 'Fence_Tencode|Foundation_Slab', 'LotConfig_Corner|LandSlope_Mod', 'LandContour_HLS|Neighborhood_Sawyer', 'RoofStyle_Hip|SaleType_Tencode', 'BsmtFinType1_Tencode|SaleType_ConLw', 'OverallQual|KitchenQual_Tencode', 'BsmtFinType2_GLQ|RoofMatl_WdShngl', 'LotShape_IR1|Exterior2nd_Tencode', 'Neighborhood_BrDale|BsmtFinType1_Tencode', 'LotFrontage|BsmtCond_TA', 'LandContour_HLS|Functional_Mod', 'BsmtExposure_Tencode|HalfBath', 'Exterior2nd_VinylSd|Exterior1st_CemntBd', 'ExterQual_TA|RoofMatl_WdShngl', 'Functional_Tencode|Exterior1st_MetalSd', 'MiscFeature_Othr|CentralAir_N', 'TotRmsAbvGrd|PoolArea', 'Neighborhood_NAmes|LotConfig_Inside', 'LandContour_HLS|Condition2_Tencode', 'Neighborhood_Crawfor|Exterior2nd_Brk Cmn', 'Condition2_Tencode|MSZoning_RH', 'Neighborhood_BrkSide|ExterCond_Fa', 'Fence_GdPrv|GarageQual_Fa', 'HeatingQC_Tencode|Exterior2nd_HdBoard', 'Functional_Typ|WoodDeckSF', 'BsmtFinType2_Tencode|Functional_Maj2', 'CentralAir_Y|Exterior1st_BrkComm', 'HouseStyle_SFoyer|PavedDrive_P', 'SaleType_Tencode|Condition1_PosA', 'Neighborhood_NWAmes|MiscFeature_Tencode', 'Exterior2nd_CmentBd|BsmtFinType2_Unf', 'Exterior2nd_Wd Shng|Exterior2nd_AsphShn', 'FireplaceQu_Ex|CentralAir_Y', 'Exterior2nd_Stone|GarageFinish_RFn', 'LotShape_Tencode|MSZoning_RL', 'MSZoning_RH|GarageType_2Types', 'BldgType_Twnhs|Exterior2nd_Wd Shng', 'FireplaceQu_Tencode|BsmtFinType2_ALQ', 'RoofMatl_Tencode|GarageCond_Ex', 'Heating_GasA|Neighborhood_OldTown', 'GarageType_BuiltIn|BsmtUnfSF', 'BsmtFinType2_LwQ|BldgType_TwnhsE', 'Foundation_PConc|BsmtFinType2_BLQ', 'LotConfig_Corner|Electrical_SBrkr', 'LotArea|Exterior2nd_MetalSd', 'Neighborhood_ClearCr|Fence_Tencode', 'EnclosedPorch|GarageType_Attchd', 'LandContour_Low|BsmtFinType2_Unf', 'KitchenQual_Ex|MSZoning_RL', 'HouseStyle_1Story|Heating_Tencode', 'MSZoning_RM|HouseStyle_2.5Unf', 'Exterior1st_BrkFace|YearBuilt', 'BsmtFullBath|LotConfig_Inside', 'SaleType_ConLD|OverallCond', 'Street_Grvl|Neighborhood_MeadowV', 'LandContour_Lvl|Condition1_PosN', 'KitchenQual_Gd|HouseStyle_1.5Fin', 'Alley_Pave|Exterior2nd_VinylSd', 'Electrical_FuseP|MiscVal', 'Exterior1st_Stucco|MasVnrArea', 'LotShape_Reg|Exterior2nd_HdBoard', 'LotShape_IR3|Street_Pave', 'Electrical_FuseP|SaleType_ConLD', 'Alley_Pave|Electrical_SBrkr', 'BsmtFinType1_Rec|MasVnrType_Stone', 'PavedDrive_N|KitchenQual_Ex', 'BldgType_2fmCon|Exterior1st_Stucco', 'GarageCond_Fa|MSZoning_RL', 'Exterior2nd_Tencode|BsmtQual_Ex', 'BsmtFinType2_ALQ|PoolArea', 'KitchenQual_Gd|Heating_Tencode', 'Alley_Pave|SaleCondition_Normal', 'Condition1_Norm|Fence_MnPrv', 'FireplaceQu_Tencode|Fence_MnWw', 'Neighborhood_NWAmes|MasVnrArea', 'Foundation_CBlock|Alley_Grvl', 'ExterCond_Gd|Neighborhood_Crawfor', 'Neighborhood_NridgHt|ExterQual_Tencode', 'Neighborhood_Blmngtn|GarageQual_Gd', 'MoSold|ExterQual_Ex', 'HouseStyle_Tencode|SaleCondition_Alloca', 'CentralAir_Tencode|Foundation_Slab', 'HeatingQC_Fa|MiscFeature_Gar2', 'FullBath|WoodDeckSF', 'GarageType_BuiltIn|Functional_Min1', 'BsmtFinType1_Rec|MasVnrType_None', 'LotShape_Reg|ExterCond_TA', 'Electrical_SBrkr|GarageQual_Tencode', 'Fence_GdPrv|HouseStyle_2Story', 'RoofStyle_Gable|RoofMatl_WdShngl', 'Exterior2nd_VinylSd', 'LandSlope_Sev|BsmtExposure_Av', 'Foundation_BrkTil|HouseStyle_2Story', 'EnclosedPorch|MSZoning_RM', 'LotFrontage|ExterQual_Tencode', 'SaleType_ConLD|Fence_GdWo', 'Neighborhood_ClearCr|LandContour_HLS', 'BsmtFullBath|Functional_Maj1', 'Condition1_Tencode|Exterior2nd_HdBoard', 'BsmtQual_TA|Functional_Maj1', 'LotConfig_Corner|1stFlrSF', 'Heating_Grav|GarageYrBlt', 'FireplaceQu_Gd|BldgType_1Fam', 'BsmtFinType1_Tencode|SaleType_ConLD', 'FireplaceQu_Tencode|KitchenQual_TA', 'SaleCondition_Partial|Condition1_RRAn', 'LandContour_Lvl|BsmtFinSF1', 'GarageCond_Po|HouseStyle_SFoyer', 'LotConfig_FR2|Exterior1st_BrkComm', 'Neighborhood_Blmngtn|RoofStyle_Shed', 'LandContour_HLS|MiscFeature_Tencode', 'SaleType_ConLD|Fence_MnPrv', 'Heating_Tencode|RoofStyle_Tencode', 'GarageFinish_Unf|RoofStyle_Gable', 'Exterior2nd_BrkFace|BsmtQual_Gd', 'ExterQual_TA|MiscVal', 'LandSlope_Tencode|1stFlrSF', 'SaleCondition_Tencode|HeatingQC_Tencode', 'BsmtFinType2_GLQ|CentralAir_Tencode', 'Exterior1st_WdShing|MasVnrType_Tencode', 'Street_Tencode|PoolQC_Tencode', 'BsmtExposure_Tencode|GarageQual_Gd', 'RoofMatl_CompShg|SaleType_COD', 'GrLivArea|BsmtFinType1_Rec', 'RoofStyle_Gable|BldgType_TwnhsE', 'FireplaceQu_TA|MSZoning_RL', 'Exterior1st_AsbShng|HouseStyle_1.5Unf', 'Heating_GasA|BsmtHalfBath', 'BldgType_2fmCon|MiscFeature_Othr', 'YearRemodAdd|GarageCond_TA', 'BldgType_Duplex|LowQualFinSF', 'Alley_Pave|OverallCond', 'Exterior2nd_Stone|RoofMatl_CompShg', 'Neighborhood_Edwards|MasVnrType_None', 'HouseStyle_Tencode|BsmtFinType1_ALQ', 'BsmtFinType2_GLQ|Neighborhood_BrkSide', 'BedroomAbvGr|BsmtUnfSF', 'HeatingQC_Gd|Fence_MnWw', 'Neighborhood_BrDale|LandContour_HLS', 'Exterior2nd_Wd Sdng|CentralAir_Tencode', 'LotShape_Tencode|Neighborhood_SWISU', 'PavedDrive_Y|BsmtFinType1_Unf', 'Foundation_BrkTil|Heating_Tencode', 'LotShape_IR2|MSZoning_RM', 'BsmtFinType1_BLQ|GarageQual_Po', 'Neighborhood_NoRidge|SaleType_Tencode', '1stFlrSF|GarageType_2Types', 'GarageYrBlt|Functional_Min2', 'GarageCond_Po|Neighborhood_NAmes', 'GarageQual_Gd|SaleType_ConLD', 'Neighborhood_Blmngtn|LotArea', 'LandSlope_Mod|CentralAir_Y', 'Exterior2nd_MetalSd|Fence_MnPrv', 'Alley_Tencode|BsmtFinType2_Unf', 'BsmtFinType2_GLQ|KitchenQual_Tencode', 'BldgType_Duplex|HouseStyle_SLvl', 'Neighborhood_NridgHt|Exterior1st_VinylSd', 'HeatingQC_TA|OpenPorchSF', 'LandContour_Tencode|Exterior2nd_HdBoard', 'Foundation_BrkTil|Functional_Maj2', 'Neighborhood_BrDale|MSZoning_RM', 'RoofMatl_WdShngl|Street_Pave', 'SaleCondition_Alloca|SaleType_COD', 'Neighborhood_SWISU|BsmtFinType2_Rec', 'Condition1_PosA|Fence_MnWw', 'GarageQual_TA|LotConfig_Tencode', 'BsmtFinType1_ALQ|ExterQual_Gd', 'Fence_Tencode|BsmtCond_TA', 'HouseStyle_SFoyer|Street_Pave', 'ScreenPorch|KitchenQual_TA', 'Functional_Maj2|Neighborhood_StoneBr', 'GarageType_Attchd|BsmtExposure_No', 'Alley_Pave|Exterior2nd_HdBoard', 'Neighborhood_NoRidge|Neighborhood_OldTown', 'BsmtFinType2_Tencode|Heating_GasW', 'BsmtFullBath|Utilities_AllPub', 'BldgType_Duplex|Condition1_Tencode', 'LotShape_Reg|LotConfig_Tencode', 'Neighborhood_Crawfor|LotShape_IR3', 'GarageType_Tencode|Fence_GdPrv', 'SaleCondition_Normal|Neighborhood_MeadowV', 'Electrical_FuseF|LowQualFinSF', 'Neighborhood_ClearCr|Neighborhood_SWISU', 'BsmtExposure_Av|PoolArea', 'Condition1_Artery|CentralAir_Y', 'MiscFeature_Othr|BsmtFinType2_BLQ', 'Condition1_PosN|BsmtCond_TA', 'YearRemodAdd|Alley_Grvl', 'Neighborhood_NridgHt|RoofMatl_Tar&Grv', 'GarageCond_Fa|GarageType_Attchd', 'BsmtFinSF1|Fence_MnWw', 'LotConfig_CulDSac|ExterQual_Ex', 'Alley_Tencode|Foundation_BrkTil', 'Neighborhood_StoneBr|BsmtCond_Fa', 'BsmtFinType1_BLQ|MasVnrType_Stone', 'OverallQual|ExterQual_Tencode', 'YrSold|Neighborhood_Mitchel', 'BsmtFinType2_Rec|Exterior1st_BrkComm', 'LotArea|BsmtFinType1_LwQ', 'BsmtQual_Fa|BsmtFinType2_Unf', 'GarageType_Basment|ExterQual_Tencode', 'BsmtFinType1_Rec|RoofStyle_Gable', 'Neighborhood_ClearCr|Condition1_PosN', 'BsmtFinType2_GLQ|Street_Pave', 'EnclosedPorch|GarageFinish_Tencode', 'Electrical_FuseP|Condition1_Feedr', 'BsmtFullBath|CentralAir_Y', 'Exterior2nd_CmentBd|Neighborhood_IDOTRR', 'Neighborhood_NridgHt|Neighborhood_Blmngtn', 'SaleType_WD|BldgType_TwnhsE', 'MiscFeature_Othr|BsmtUnfSF', 'Condition2_Tencode|RoofStyle_Tencode', 'HalfBath|BsmtFinType1_Unf', 'YrSold|HouseStyle_1.5Fin', 'BsmtUnfSF|Functional_Min2', 'GarageCars|Neighborhood_Veenker', 'HalfBath|TotRmsAbvGrd', 'YrSold|Functional_Maj2', 'HouseStyle_Tencode|Neighborhood_SawyerW', 'Neighborhood_SWISU|Condition1_PosN', 'ExterQual_TA|GarageType_CarPort', 'Exterior1st_BrkFace|GarageType_2Types', 'Functional_Tencode|Neighborhood_SWISU', 'BsmtQual_TA|SaleCondition_Alloca', 'Functional_Min1|Neighborhood_StoneBr', 'PavedDrive_Tencode|SaleType_Oth', 'BsmtUnfSF|BsmtExposure_Gd', 'Exterior2nd_Stucco|BsmtFullBath', 'RoofStyle_Hip|HouseStyle_2.5Unf', 'TotalBsmtSF|Condition1_Tencode', 'GarageCond_Po|LandContour_Bnk', 'GarageType_CarPort|2ndFlrSF', 'HouseStyle_Tencode|Exterior1st_WdShing', 'BsmtFinType1_Rec|RoofStyle_Gambrel', 'HouseStyle_SFoyer|ExterCond_Tencode', 'RoofMatl_Tar&Grv|GarageYrBlt', 'FireplaceQu_Po|ExterQual_Gd', 'BsmtFinType2_Tencode|BsmtFinType1_LwQ', 'BsmtHalfBath|Neighborhood_StoneBr', 'Neighborhood_NridgHt|HeatingQC_Fa', 'Foundation_BrkTil|SaleType_Tencode', 'BsmtUnfSF|Neighborhood_BrkSide', 'GrLivArea|SaleType_ConLI', 'Neighborhood_NAmes|OpenPorchSF', 'Condition2_Tencode|Condition1_RRAe', 'ExterCond_Fa|LotConfig_Inside', 'SaleCondition_Tencode|Electrical_FuseP', 'BsmtFinType2_GLQ|Exterior2nd_CmentBd', 'ScreenPorch|BsmtCond_TA', 'BldgType_Duplex|BsmtFinType1_ALQ', 'GarageFinish_Fin|Exterior1st_WdShing', 'FullBath|Exterior1st_Stucco', 'Neighborhood_Gilbert|GarageYrBlt', 'BsmtExposure_Av|Exterior2nd_Plywood', 'Exterior1st_CemntBd|Neighborhood_StoneBr', 'LandContour_HLS|Neighborhood_Crawfor', 'PoolQC_Tencode|LotConfig_Inside', 'LandContour_HLS|GarageFinish_Tencode', 'BsmtFinType1_Rec|Fence_GdWo', 'BsmtFinType2_ALQ|BsmtFinType2_Unf', 'Foundation_PConc|Neighborhood_OldTown', 'Exterior1st_BrkFace|Neighborhood_NridgHt', 'FullBath|Street_Pave', 'BsmtHalfBath|GarageYrBlt', 'KitchenQual_Tencode|Functional_Maj1', 'Utilities_Tencode|Electrical_Tencode', 'Neighborhood_NWAmes|Exterior1st_VinylSd', 'Neighborhood_NoRidge|RoofStyle_Shed', 'HouseStyle_Tencode|Condition1_Tencode', 'RoofMatl_Tar&Grv|SaleCondition_Normal', 'YearRemodAdd|SaleCondition_Abnorml', 'MSZoning_RL|Foundation_Slab', 'RoofStyle_Flat|MSZoning_RL', 'BsmtCond_Tencode|Exterior1st_WdShing', 'BsmtFinType2_Tencode|Exterior1st_MetalSd', 'Neighborhood_BrDale|BedroomAbvGr', 'BsmtFinType1_Rec|ExterQual_Tencode', 'Foundation_Stone|BsmtFinType2_ALQ', 'BsmtFinType2_ALQ|HouseStyle_1.5Fin', 'GarageQual_TA|Condition2_Norm', 'KitchenQual_Tencode|SaleCondition_Normal', 'GarageFinish_RFn|Neighborhood_IDOTRR', 'GarageType_Detchd|HeatingQC_Tencode', 'Condition1_Artery|Utilities_AllPub', 'FireplaceQu_Ex|BldgType_1Fam', 'Neighborhood_CollgCr|SaleType_ConLw', 'Condition1_Artery|Alley_Tencode', 'ExterQual_Tencode|Condition2_Norm', 'HeatingQC_Ex|Exterior2nd_Wd Sdng', 'ExterQual_TA|ExterCond_Tencode', 'GarageQual_TA|Functional_Maj1', 'Condition1_PosA|BldgType_TwnhsE', 'GarageFinish_Unf|Electrical_FuseP', 'Neighborhood_NridgHt|Exterior2nd_Wd Sdng', 'BsmtFinType2_ALQ|BsmtCond_Po', 'Neighborhood_Blmngtn|Functional_Maj2', 'BsmtUnfSF|BsmtExposure_Mn', 'GrLivArea|Functional_Typ', 'BsmtExposure_Gd|Street_Pave', 'Neighborhood_Somerst|BldgType_TwnhsE', 'HeatingQC_Fa|BsmtFinType1_GLQ', 'BsmtFinType2_Tencode|GarageYrBlt', 'BedroomAbvGr|BsmtCond_Gd', 'Exterior1st_BrkFace|Street_Tencode', 'LandContour_Bnk|GarageFinish_Tencode', 'GarageQual_Fa|WoodDeckSF', 'CentralAir_Y|KitchenQual_TA', 'YearBuilt|Condition1_RRAn', 'BsmtFinType2_ALQ|ExterQual_Gd', 'Foundation_Tencode|Neighborhood_Crawfor', 'KitchenQual_Gd|GarageFinish_Tencode', 'Exterior2nd_AsbShng|SaleType_WD', 'GarageCars|Exterior2nd_CmentBd', 'BldgType_TwnhsE|Utilities_AllPub', 'Exterior2nd_Tencode|LandSlope_Gtl', 'BsmtFinType2_GLQ|HouseStyle_Tencode', 'Neighborhood_Mitchel|GarageType_Attchd', 'ExterCond_TA|Exterior2nd_Brk Cmn', 'GarageFinish_Unf|ExterCond_Fa', 'Neighborhood_Gilbert|MasVnrType_Tencode', 'Exterior1st_Stucco|PavedDrive_Y', 'BsmtHalfBath|Neighborhood_SawyerW', 'LotShape_IR2|SaleCondition_Abnorml', 'FireplaceQu_Po|LandContour_Tencode', 'BsmtQual_Ex|OverallCond', 'Neighborhood_BrkSide|Street_Pave', 'BsmtHalfBath|Electrical_FuseF', 'BsmtQual_Tencode|Neighborhood_SWISU', 'BsmtFinType2_GLQ|LandContour_Bnk', 'Heating_Grav|LandContour_HLS', 'BsmtFinType2_ALQ|Neighborhood_Crawfor', 'Electrical_FuseA|Street_Grvl', 'SaleType_New|RoofStyle_Shed', 'GarageFinish_Unf|Neighborhood_ClearCr', 'HeatingQC_Fa|Neighborhood_CollgCr', 'GarageFinish_Fin|Foundation_BrkTil', 'YearRemodAdd|Fence_GdWo', 'HeatingQC_TA|HeatingQC_Ex', 'BldgType_2fmCon|Neighborhood_Blmngtn', 'KitchenQual_Ex|SaleCondition_Alloca', 'BsmtFinType2_Unf|OverallCond', 'ExterQual_Gd|Neighborhood_Crawfor', 'FireplaceQu_Gd|CentralAir_N', 'LandContour_Low|BsmtQual_Ex', 'LandSlope_Sev|BsmtUnfSF', 'RoofStyle_Shed|GarageYrBlt', 'LotShape_Tencode|MiscVal', 'Exterior2nd_AsbShng|RoofStyle_Gable', 'LotConfig_FR2|RoofStyle_Gambrel', 'GarageYrBlt|ExterCond_Fa', 'Heating_Tencode|Exterior2nd_Brk Cmn', 'Exterior2nd_AsbShng|Exterior1st_MetalSd', 'Neighborhood_Tencode|LandSlope_Tencode', 'KitchenQual_TA|BsmtFinType1_GLQ', 'Exterior2nd_Stone|GarageCond_Tencode', 'BsmtFullBath|GarageCond_Ex', 'LotShape_IR1|Exterior2nd_AsphShn', 'Exterior2nd_Tencode|Condition2_Artery', 'LandSlope_Mod|SaleType_COD', 'HouseStyle_1Story|LandContour_Tencode', 'Fence_GdWo|BsmtCond_Fa', 'Utilities_Tencode|BsmtFinType1_LwQ', 'HouseStyle_1Story|GarageCond_TA', 'Electrical_Tencode|Functional_Min1', 'LotShape_IR2|HouseStyle_1.5Fin', 'RoofStyle_Hip|Condition2_Norm', 'MSZoning_C (all)|Neighborhood_MeadowV', 'Neighborhood_Mitchel|Utilities_AllPub', 'Exterior1st_AsbShng', 'Electrical_FuseP|BsmtFinType2_ALQ', 'KitchenQual_Fa|BsmtFinType2_Unf', 'RoofMatl_Tar&Grv|GarageCond_Fa', 'TotalBsmtSF|Condition2_Tencode', 'Exterior2nd_CmentBd|OverallCond', 'Functional_Tencode|HeatingQC_Tencode', 'Neighborhood_Tencode|SaleType_WD', 'OverallQual|Condition2_Tencode', 'Neighborhood_BrDale|Neighborhood_NridgHt', 'LandSlope_Mod|BsmtFinType1_LwQ', 'Exterior1st_CemntBd|Exterior2nd_Wd Sdng', 'Exterior1st_HdBoard|TotRmsAbvGrd', 'BsmtHalfBath', 'Condition1_PosN|1stFlrSF', 'MSZoning_C (all)|Exterior2nd_Wd Shng', 'Utilities_Tencode|BsmtFinType2_Tencode', 'BsmtFinType1_Tencode|Neighborhood_Veenker', 'Exterior2nd_VinylSd|Neighborhood_BrkSide', 'SaleCondition_Tencode|FireplaceQu_Fa', 'CentralAir_Y|GarageYrBlt', 'PavedDrive_Tencode|Neighborhood_Crawfor', 'LandContour_Lvl|SaleCondition_Abnorml', 'Neighborhood_Somerst|GarageCond_Fa', 'Heating_GasA|PoolArea', 'LandSlope_Sev|SaleType_CWD', 'BsmtQual_Tencode|GarageFinish_Tencode', 'BedroomAbvGr|SaleCondition_Family', 'BsmtExposure_Tencode|Neighborhood_SWISU', 'FireplaceQu_Fa|GarageYrBlt', 'FireplaceQu_Fa|RoofStyle_Tencode', 'Functional_Mod|FireplaceQu_Ex', 'RoofStyle_Flat|Heating_Grav', 'BsmtExposure_Av|KitchenQual_Fa', 'BedroomAbvGr|MSZoning_RL', 'Functional_Mod|MasVnrArea', 'Electrical_SBrkr|Exterior1st_WdShing', 'RoofStyle_Hip|LotShape_IR1', 'BsmtFinType1_LwQ|Condition2_Norm', 'LandContour_Low|LotConfig_CulDSac', 'FireplaceQu_Tencode|SaleType_New', 'GarageCond_Gd|BsmtFinType1_GLQ', 'RoofStyle_Gable|ExterQual_Fa', 'Neighborhood_NAmes|KitchenQual_Fa', 'Neighborhood_Veenker|Condition1_RRAn', 'BsmtFinType2_Unf|Exterior1st_BrkComm', 'Neighborhood_NPkVill|CentralAir_Tencode', 'HeatingQC_Ex|BsmtQual_TA', 'SaleType_ConLD|HeatingQC_Ex', 'Exterior1st_Plywood|Exterior2nd_AsphShn', 'Exterior1st_Stucco|Neighborhood_StoneBr', 'Neighborhood_Blmngtn|SaleType_CWD', 'GarageCond_TA|HouseStyle_Tencode', 'Foundation_BrkTil|Exterior2nd_HdBoard', 'MSZoning_Tencode|Exterior1st_WdShing', 'Neighborhood_ClearCr|MiscFeature_Gar2', 'Condition1_PosA|Condition1_RRAn', 'GarageType_Basment|ExterCond_Fa', 'BldgType_Twnhs|Condition2_Tencode', 'HeatingQC_Ex|MSZoning_C (all)', 'HeatingQC_Fa|Utilities_AllPub', 'ExterCond_TA|BsmtFinType2_Rec', 'Neighborhood_BrDale|RoofStyle_Gable', 'ExterCond_Fa|Exterior2nd_AsphShn', 'Neighborhood_NAmes|BsmtCond_Tencode', 'Condition2_Tencode|MasVnrType_Stone', 'SaleType_New|Exterior1st_MetalSd', 'Condition1_RRAe|KitchenQual_Fa', 'Foundation_PConc|Exterior1st_MetalSd', 'LotConfig_Tencode|MSZoning_Tencode', 'MSZoning_RL|HouseStyle_2Story', 'LotFrontage|Functional_Tencode', 'Neighborhood_ClearCr|1stFlrSF', 'Neighborhood_BrkSide|Fence_MnWw', 'BsmtFinType1_Tencode|Neighborhood_Crawfor', 'MSSubClass|MSZoning_RH', 'BsmtFinType2_GLQ|MiscFeature_Othr', 'Neighborhood_BrDale|Exterior2nd_CmentBd', 'GarageType_BuiltIn|MasVnrType_None', 'RoofStyle_Hip|BsmtFinType2_LwQ', 'GarageFinish_Unf|Condition1_RRAn', 'LotShape_Tencode|BsmtHalfBath', 'Exterior2nd_CmentBd|BsmtCond_Tencode', 'Neighborhood_NPkVill|LandContour_Lvl', 'Electrical_FuseF|LandSlope_Gtl', 'Exterior1st_BrkComm|BsmtExposure_Mn', 'Neighborhood_Blmngtn|Exterior1st_VinylSd', 'Foundation_Tencode|Neighborhood_NWAmes', 'HouseStyle_1.5Unf|Functional_Min2', 'GarageFinish_RFn|BldgType_1Fam', 'Condition1_Artery|Neighborhood_BrDale', 'BsmtFinType2_ALQ|BsmtExposure_Mn', 'Utilities_Tencode|RoofStyle_Shed', 'LotConfig_FR2|ExterCond_Tencode', 'Exterior1st_Stucco|Exterior1st_BrkComm', 'LotShape_IR2|Condition1_Norm', 'Neighborhood_NPkVill|Exterior2nd_Plywood', 'GarageCond_Ex|BsmtExposure_No', 'LandContour_Lvl|BsmtExposure_Mn', 'Heating_GasA|CentralAir_N', 'Electrical_FuseA|BldgType_TwnhsE', 'Functional_Mod|Exterior2nd_Plywood', 'GarageCond_Gd|Neighborhood_StoneBr', 'BsmtFinType1_ALQ|LandSlope_Gtl', 'Fireplaces|ExterQual_Tencode', 'Alley_Pave|LandContour_Tencode', 'BsmtFinType1_Tencode|BsmtExposure_Av', 'GarageType_Detchd|BsmtFinType1_GLQ', 'Neighborhood_CollgCr|Neighborhood_NWAmes', 'BsmtExposure_No|BsmtFinType1_GLQ', 'YrSold|Functional_Min2', 'Exterior1st_Stucco|Foundation_Slab', 'Electrical_SBrkr|RoofStyle_Gable', 'Exterior2nd_VinylSd|BsmtExposure_No', 'YrSold|LotFrontage', 'HouseStyle_1Story|HalfBath', 'Condition1_Artery|BsmtQual_Gd', 'BsmtQual_Fa|HouseStyle_2Story', 'PavedDrive_N|Exterior1st_VinylSd', 'BsmtCond_Tencode|Neighborhood_MeadowV', 'BsmtFinType1_LwQ|CentralAir_Y', 'LandContour_Low|HouseStyle_1.5Fin', 'Exterior1st_MetalSd|Functional_Min2', 'KitchenQual_Gd|PoolQC_Tencode', 'GarageCond_Gd|BsmtFinType1_Rec', 'HouseStyle_1Story|Foundation_PConc', 'Neighborhood_Tencode|GarageFinish_Tencode', 'Condition1_RRAe|Foundation_CBlock', 'Condition1_Artery|BsmtQual_Tencode', 'Fireplaces|ExterQual_Gd', 'Neighborhood_BrDale|Functional_Typ', 'ExterQual_Tencode|Exterior2nd_AsphShn', 'Exterior1st_HdBoard|LandContour_Tencode', 'Foundation_Stone|Exterior2nd_Brk Cmn', 'YearBuilt|SaleType_WD', 'Functional_Maj2|GarageCond_Fa', 'KitchenQual_Gd|Alley_Grvl', 'BsmtQual_Tencode|KitchenQual_Tencode', 'LandSlope_Mod|Functional_Mod', 'BsmtQual_Fa|Exterior1st_Plywood', 'RoofStyle_Flat|SaleType_ConLD', 'MiscFeature_Shed|KitchenQual_TA', 'Neighborhood_CollgCr|GarageType_Tencode', 'KitchenAbvGr|MiscFeature_Tencode', 'MSSubClass|BsmtFinType1_GLQ', 'Foundation_Stone|BsmtFinType1_Unf', 'LotShape_Tencode|BsmtUnfSF', 'GarageFinish_Fin|GarageType_Tencode', 'MSSubClass|Exterior1st_VinylSd', 'Neighborhood_NridgHt|EnclosedPorch', 'Alley_Pave|Neighborhood_SWISU', 'BsmtHalfBath|Fence_MnPrv', 'SaleCondition_Normal|BsmtCond_TA', 'HouseStyle_1Story|LotConfig_Inside', 'TotalBsmtSF|Foundation_BrkTil', 'SaleCondition_Normal|Exterior2nd_HdBoard', 'Neighborhood_NridgHt|GarageCond_Po', 'KitchenQual_Fa', 'HeatingQC_Gd|Exterior1st_Stucco', 'Utilities_Tencode|Functional_Maj2', 'BldgType_Duplex|Foundation_BrkTil', 'BsmtExposure_Tencode|Exterior2nd_AsphShn', 'BsmtFinType1_BLQ|Exterior1st_WdShing', 'EnclosedPorch|Condition2_Artery', 'Electrical_FuseF|Neighborhood_SawyerW', 'Functional_Tencode|RoofStyle_Gambrel', 'KitchenQual_Fa|GarageType_Basment', 'FireplaceQu_Po|BsmtFinType2_BLQ', 'Neighborhood_NPkVill|Neighborhood_CollgCr', 'Neighborhood_NWAmes|BldgType_Tencode', 'Exterior2nd_MetalSd|ScreenPorch', 'BsmtFinType2_GLQ|Exterior1st_WdShing', 'BsmtCond_Tencode|Exterior1st_Tencode', 'MSZoning_RH|Exterior1st_MetalSd', 'Condition1_PosN|SaleCondition_Normal', 'Exterior2nd_Stone|BsmtCond_Gd', 'BsmtCond_Po|Functional_Min2', 'BsmtFinType2_Tencode|Neighborhood_NoRidge', 'Neighborhood_BrDale|BsmtFinType1_Rec', 'BldgType_2fmCon|Neighborhood_Tencode', 'Foundation_PConc|Neighborhood_IDOTRR', 'Exterior2nd_Stucco|BsmtQual_Gd', 'Neighborhood_NoRidge|MoSold', 'LandSlope_Tencode|ScreenPorch', 'GarageCond_TA|Neighborhood_NoRidge', 'LandSlope_Gtl|Neighborhood_Sawyer', 'ScreenPorch|MasVnrType_Tencode', 'SaleType_Oth', 'LotShape_IR1|1stFlrSF', 'GarageQual_Gd|HouseStyle_1.5Unf', 'Neighborhood_SawyerW|Exterior2nd_Wd Shng', 'Exterior2nd_BrkFace|RoofMatl_Tar&Grv', 'KitchenQual_Tencode|RoofStyle_Tencode', 'HeatingQC_Ex|MSZoning_FV', 'GarageCond_Tencode|SaleCondition_Partial', 'PoolArea|GarageYrBlt', 'Condition1_PosN|Neighborhood_SawyerW', 'Foundation_PConc|Neighborhood_NoRidge', 'SaleType_ConLD|RoofStyle_Gable', 'RoofMatl_CompShg|Functional_Min1', 'BsmtFinType1_BLQ|Condition2_Tencode', 'Heating_Grav|Neighborhood_Mitchel', 'Neighborhood_NridgHt|LandContour_Lvl', 'HeatingQC_Tencode|Exterior2nd_Wd Sdng', 'BsmtFinType1_BLQ|Foundation_Stone', 'HalfBath|Condition1_Feedr', 'LotShape_IR1|BsmtExposure_Gd', 'Neighborhood_Crawfor|SaleCondition_Partial', 'RoofMatl_Tencode|Exterior2nd_CmentBd', 'Exterior2nd_AsbShng|BsmtCond_Tencode', 'Heating_Tencode|RoofStyle_Gable', 'GarageArea|BsmtFinType1_Unf', 'BsmtCond_Tencode|KitchenQual_TA', 'Exterior1st_HdBoard|BldgType_1Fam', 'GarageQual_Gd|KitchenQual_Ex', 'GarageCond_TA|Condition1_RRAn', 'BsmtQual_Fa|GarageCond_Ex', 'GarageFinish_Tencode|Exterior1st_CemntBd', 'Heating_Tencode|Exterior2nd_Wd Shng', 'Electrical_Tencode|Heating_Grav', 'BsmtExposure_Tencode|Fence_MnPrv', 'ExterCond_TA|MSZoning_C (all)', 'BsmtFinType2_GLQ|Neighborhood_IDOTRR', 'Neighborhood_CollgCr|Electrical_FuseA', 'Exterior1st_BrkFace|HeatingQC_Gd', 'HouseStyle_Tencode|KitchenQual_Fa', 'Electrical_Tencode|ExterQual_Gd', 'Exterior2nd_BrkFace|Exterior2nd_Brk Cmn', 'BsmtQual_Ex|Functional_Maj2', 'FireplaceQu_Po|ExterCond_Fa', 'GarageCond_Gd|Exterior1st_WdShing', 'RoofStyle_Shed|Neighborhood_BrkSide', 'LotShape_Reg|TotRmsAbvGrd', 'RoofMatl_Tar&Grv|HouseStyle_1.5Fin', 'HouseStyle_SLvl|MasVnrArea', 'FireplaceQu_Fa|Electrical_FuseF', 'CentralAir_Y|LotShape_IR3', 'Exterior1st_CemntBd|GarageType_BuiltIn', 'Street_Grvl|HouseStyle_SLvl', 'Neighborhood_NAmes|Fence_MnPrv', 'LandSlope_Sev|BsmtFullBath', 'MSZoning_C (all)|MiscFeature_Gar2', 'Exterior2nd_Stucco|BsmtExposure_Av', 'GarageQual_Gd|Electrical_FuseA', 'BsmtQual_Tencode|ExterCond_Tencode', 'FireplaceQu_Gd|GarageCond_Fa', 'BldgType_Twnhs|Neighborhood_Sawyer', 'LotFrontage|MiscFeature_Gar2', 'HeatingQC_Gd|Fence_Tencode', 'GrLivArea|BsmtHalfBath', 'BsmtFinType2_Tencode|Exterior2nd_Wd Sdng', 'HouseStyle_2.5Unf|KitchenQual_TA', 'Neighborhood_Mitchel|RoofMatl_CompShg', 'Neighborhood_NridgHt|KitchenQual_Fa', 'Exterior1st_WdShing|Utilities_AllPub', 'YrSold', 'Exterior1st_BrkFace|SaleCondition_Normal', 'BsmtExposure_Av|BsmtCond_Gd', 'Condition1_Feedr|BsmtCond_Fa', 'BsmtFinType1_LwQ|ExterQual_Tencode', 'GarageFinish_Tencode|BsmtCond_TA', 'HouseStyle_1Story|MiscFeature_Shed', 'KitchenQual_Gd|RoofStyle_Gambrel', 'KitchenQual_TA|Street_Pave', 'BldgType_TwnhsE|BsmtCond_Tencode', 'MiscFeature_Tencode|MSSubClass', 'Neighborhood_NPkVill|Electrical_FuseF', 'RoofStyle_Tencode|MSZoning_Tencode', 'Exterior1st_AsbShng|BsmtHalfBath', 'BldgType_2fmCon|MasVnrType_Stone', 'HouseStyle_Tencode|FireplaceQu_Fa', 'Neighborhood_SawyerW|Fence_MnWw', 'LandSlope_Sev|ExterQual_Tencode', 'Neighborhood_Blmngtn|BsmtFinType1_Rec', 'LotShape_Tencode|GarageCond_Fa', 'FireplaceQu_Gd|Utilities_AllPub', 'BsmtQual_Ex|RoofStyle_Shed', 'BldgType_Twnhs|Fence_MnWw', 'Electrical_Tencode|MasVnrType_BrkCmn', 'ExterQual_TA|Functional_Tencode', 'SaleType_WD|Condition1_PosA', 'GarageQual_TA|Utilities_AllPub', 'Exterior2nd_AsbShng|GarageArea', 'SaleCondition_Normal|Exterior2nd_Brk Cmn', 'Foundation_Slab|ExterQual_Fa', 'Neighborhood_Somerst|GarageType_2Types', 'BsmtQual_Tencode|Exterior1st_BrkComm', 'LotShape_Reg|BsmtFinType1_LwQ', 'Functional_Maj1|Utilities_AllPub', 'Exterior2nd_Stucco|Neighborhood_Gilbert', 'LandSlope_Mod|ExterQual_Tencode', 'Condition1_Artery|Fence_MnWw', 'ExterQual_TA|Condition1_Feedr', 'GarageQual_Po|Exterior1st_Plywood', 'BldgType_2fmCon|LandSlope_Sev', 'LandSlope_Sev|BsmtCond_Tencode', 'Exterior1st_BrkFace|Neighborhood_MeadowV', 'MiscFeature_Othr|Neighborhood_Edwards', 'Exterior1st_AsbShng|LotShape_IR3', 'LandSlope_Gtl|MiscFeature_Tencode', 'Neighborhood_Somerst|MasVnrType_BrkCmn', 'BldgType_2fmCon|HeatingQC_Gd', 'ExterQual_Ex|Condition2_Norm', 'BsmtFinType1_BLQ|MSZoning_RM', 'TotRmsAbvGrd|Exterior2nd_Wd Shng', 'YearRemodAdd|BsmtFinSF2', 'Alley_Tencode|MasVnrType_BrkCmn', 'LotArea|ScreenPorch', 'GarageCond_TA|BsmtExposure_No', 'Neighborhood_BrDale|HeatingQC_Gd', 'FullBath|Neighborhood_Edwards', 'SaleCondition_Tencode|ExterCond_TA', 'HeatingQC_Tencode|SaleType_Oth', 'Exterior1st_HdBoard|Street_Grvl', 'HouseStyle_1.5Unf|SaleType_Oth', 'BsmtFinType1_BLQ|BsmtFinType2_GLQ', 'Alley_Pave|CentralAir_Y', 'LotArea|Condition1_RRAn', 'FireplaceQu_Po|MSZoning_C (all)', 'SaleType_COD|Utilities_AllPub', 'Condition1_PosA|1stFlrSF', 'GarageQual_Po|MSZoning_RL', 'HouseStyle_1Story|GarageCond_Gd', 'GarageCond_Tencode|PoolQC_Tencode', 'Foundation_Stone|MoSold', 'BsmtFinType2_Tencode|LotShape_IR3', 'RoofStyle_Hip|HeatingQC_Tencode', 'YrSold|FullBath', 'BsmtCond_Gd|Neighborhood_BrkSide', 'LandContour_Low|ExterCond_Tencode', 'FireplaceQu_Gd|MSZoning_RM', 'BsmtCond_Gd|BsmtExposure_No', 'Neighborhood_NoRidge|Functional_Mod', 'Neighborhood_Mitchel|HouseStyle_2.5Unf', 'CentralAir_Y|HouseStyle_2Story', 'PoolQC_Tencode|BsmtFinType1_ALQ', 'Functional_Maj1|MasVnrType_None', 'GarageQual_Fa|LotConfig_Inside', 'Utilities_Tencode|Foundation_Tencode', 'LandSlope_Tencode|PoolArea', 'Exterior1st_BrkFace|BldgType_1Fam', 'LandContour_Low|Neighborhood_SawyerW', 'BsmtFullBath|BsmtExposure_Gd', 'Exterior2nd_AsbShng|PavedDrive_Tencode', 'ScreenPorch|Exterior2nd_Plywood', 'YearBuilt|BsmtFinSF1', 'Heating_Tencode|BsmtExposure_Gd', 'GarageCond_TA|Condition1_Feedr', 'HouseStyle_SFoyer|KitchenQual_Fa', 'Alley_Grvl|MSZoning_FV', 'Fence_GdWo|Neighborhood_Gilbert', 'Foundation_BrkTil|TotRmsAbvGrd', 'Exterior1st_WdShing|Exterior1st_Wd Sdng', 'BsmtFinType2_BLQ|CentralAir_Y', 'FireplaceQu_Tencode|LandSlope_Gtl', 'ExterCond_TA|BsmtFullBath', 'Exterior2nd_Wd Sdng|Foundation_CBlock', 'GarageQual_TA|Exterior2nd_Plywood', 'YearRemodAdd|BsmtFinType1_BLQ', 'GarageType_Detchd|Functional_Mod', 'Neighborhood_BrDale|GarageType_Tencode', 'HeatingQC_TA|1stFlrSF', 'Alley_Pave|PoolQC_Tencode', 'GarageType_Detchd|Neighborhood_Timber', 'ExterQual_Tencode|SaleType_CWD', 'Exterior1st_HdBoard|PavedDrive_Y', 'Foundation_Tencode|MoSold', 'HeatingQC_TA|HouseStyle_Tencode', 'GarageFinish_Fin|Exterior2nd_MetalSd', 'LandSlope_Tencode|KitchenQual_TA', 'HeatingQC_TA|Condition1_Norm', 'Electrical_FuseA|BsmtExposure_Gd', 'ScreenPorch|Neighborhood_MeadowV', 'RoofMatl_CompShg|GarageQual_TA', 'Utilities_Tencode|BsmtFinType1_ALQ', 'Neighborhood_BrDale|BsmtCond_Po', 'BldgType_Duplex|Exterior2nd_Wd Shng', 'FireplaceQu_Tencode|Exterior1st_Wd Sdng', 'BldgType_2fmCon|BsmtFinType2_Tencode', 'HouseStyle_1Story|FireplaceQu_Fa', 'GarageQual_Po|ScreenPorch', 'Condition1_RRAe|Exterior1st_VinylSd', 'GarageCond_Tencode|WoodDeckSF', 'Condition1_Artery|LotConfig_CulDSac', 'BsmtQual_Ex|MasVnrArea', 'HeatingQC_TA|BsmtFinType1_ALQ', 'KitchenQual_TA|Exterior1st_MetalSd', 'SaleType_ConLI|Heating_GasW', 'MiscFeature_Tencode|HouseStyle_2Story', 'GarageArea|MasVnrType_Tencode', 'BldgType_Duplex|Neighborhood_Mitchel', 'HouseStyle_1.5Fin|Exterior1st_MetalSd', 'Neighborhood_Somerst|RoofMatl_CompShg', 'SaleType_ConLw|ExterQual_Tencode', 'BsmtFinType2_GLQ|SaleCondition_Partial', 'Street_Grvl|HouseStyle_1.5Fin', 'GarageCond_Tencode|OverallCond', 'BldgType_Twnhs|BsmtFinType2_Unf', 'GarageQual_TA|OpenPorchSF', 'MasVnrType_BrkCmn|Street_Pave', 'Neighborhood_NPkVill|HouseStyle_1.5Unf', 'RoofMatl_Tencode|BsmtQual_Tencode', 'Exterior2nd_Stone|GarageQual_Gd', 'BsmtUnfSF|Foundation_CBlock', 'Street_Grvl|SaleType_Oth', 'Functional_Typ|BsmtQual_Ex', 'Foundation_PConc|Condition2_Tencode', 'Neighborhood_NPkVill|FireplaceQu_Ex', 'GarageFinish_Unf|BsmtFinType1_Tencode', 'Exterior2nd_Stucco|HouseStyle_SLvl', 'LotShape_Tencode|MSZoning_RH', 'MSZoning_C (all)|Functional_Min1', 'Neighborhood_NridgHt|SaleType_WD', 'RoofStyle_Hip|SaleCondition_Normal', 'SaleCondition_Tencode|Exterior1st_MetalSd', 'Neighborhood_NWAmes|BsmtExposure_Mn', 'LotShape_Tencode|Condition2_Norm', 'HeatingQC_Gd|FullBath', 'Neighborhood_Somerst|BsmtFinType1_ALQ', 'EnclosedPorch|Neighborhood_CollgCr', 'LotShape_Tencode|HalfBath', 'MSZoning_RH|Exterior1st_Wd Sdng', 'GarageFinish_Unf|PavedDrive_Tencode', 'LotArea|BsmtFinType1_Rec', 'BsmtFinType2_BLQ|LotConfig_Tencode', 'BsmtFullBath|RoofStyle_Tencode', 'HeatingQC_Gd|HouseStyle_1.5Fin', 'HouseStyle_SFoyer|MSZoning_RL', 'Neighborhood_NoRidge|Exterior1st_Plywood', 'BldgType_Duplex|Neighborhood_Timber', 'HeatingQC_TA|KitchenQual_Ex', 'Condition1_Artery|SaleCondition_Alloca', 'BsmtExposure_Mn|MasVnrType_Stone', 'Foundation_Stone|Fence_GdWo', 'ExterQual_TA|Exterior1st_VinylSd', 'Neighborhood_Mitchel|Fence_MnWw', 'SaleType_ConLw|GarageYrBlt', 'Foundation_Stone|Neighborhood_OldTown', 'RoofMatl_Tencode|FullBath', 'FireplaceQu_Tencode|HouseStyle_Tencode', 'Exterior1st_CemntBd|GarageArea', 'LotConfig_Corner|SaleType_CWD', 'MiscFeature_Shed|LotConfig_Tencode', 'GarageFinish_Fin|MiscFeature_Tencode', 'RoofMatl_CompShg|Foundation_Tencode', 'HouseStyle_2.5Unf|ExterQual_Fa', 'TotalBsmtSF|GarageFinish_Tencode', 'SaleType_WD|Fence_MnPrv', 'BsmtQual_Gd|Exterior2nd_Plywood', 'KitchenQual_Gd|LandContour_Bnk', 'LandContour_Lvl|Fence_MnWw', 'GarageCond_Tencode|YearBuilt', 'BldgType_2fmCon|Condition1_PosA', 'HalfBath|Exterior1st_Plywood', 'BldgType_2fmCon|Exterior2nd_Wd Shng', 'Heating_GasA|ExterCond_Gd', 'HouseStyle_SFoyer|HouseStyle_2Story', 'GarageQual_TA|SaleType_CWD', 'LotConfig_FR2|WoodDeckSF', 'Neighborhood_NWAmes|WoodDeckSF', 'GarageQual_Po|Exterior2nd_Brk Cmn', 'GrLivArea|GarageType_2Types', 'MiscFeature_Shed|MSZoning_RM', 'RoofMatl_CompShg|HouseStyle_Tencode', 'BsmtQual_Tencode|BsmtQual_Fa', 'GarageCars|HouseStyle_SLvl', 'Neighborhood_MeadowV|LotConfig_Inside', 'BsmtExposure_Tencode|SaleType_Tencode', 'GarageQual_Tencode|Exterior2nd_HdBoard', 'RoofMatl_Tar&Grv|Functional_Min2', 'Neighborhood_Sawyer|MSZoning_FV', 'PavedDrive_Tencode|Exterior2nd_AsphShn', 'YrSold|BsmtFinType2_Tencode', 'Neighborhood_Gilbert|WoodDeckSF', 'Foundation_Tencode|Neighborhood_SawyerW', 'BldgType_Duplex|MSZoning_FV', 'RoofStyle_Hip|BldgType_Tencode', 'CentralAir_N|MSZoning_Tencode', 'GarageCond_TA|BsmtFinType2_GLQ', 'TotalBsmtSF|Neighborhood_NPkVill', 'GarageCond_TA|Neighborhood_SawyerW', 'KitchenAbvGr|OverallCond', 'BsmtQual_Fa|GarageCond_Fa', 'Exterior2nd_Tencode|OpenPorchSF', 'MiscFeature_Shed|OverallCond', 'LandSlope_Mod|GarageFinish_RFn', 'KitchenQual_TA|SaleType_CWD', 'GarageCars|Neighborhood_Sawyer', 'YrSold|GarageType_2Types', 'GarageQual_TA|2ndFlrSF', 'MiscVal|Neighborhood_IDOTRR', 'BsmtFinType2_Tencode|PavedDrive_P', 'BsmtExposure_Tencode|BldgType_TwnhsE', 'RoofMatl_WdShngl|GarageType_2Types', 'MasVnrType_BrkCmn|BsmtFinType1_Unf', 'Foundation_Tencode|Exterior2nd_Brk Cmn', 'OverallQual|GarageFinish_Unf', 'BsmtQual_Ex|Foundation_Slab', 'LandContour_Low|LowQualFinSF', 'Street_Grvl|CentralAir_Tencode', 'BsmtFinType2_BLQ|PavedDrive_Y', 'GarageFinish_Tencode|ScreenPorch', 'PavedDrive_N|Exterior2nd_Stone', 'RoofStyle_Flat|ExterQual_Gd', 'BsmtQual_Fa|RoofMatl_WdShngl', 'BldgType_2fmCon|RoofMatl_Tar&Grv', 'OverallQual|GarageCond_Gd', 'SaleType_Oth|MSZoning_RH', 'Foundation_PConc|GarageFinish_Tencode', 'EnclosedPorch|LandSlope_Sev', 'LotShape_Reg|BsmtExposure_Mn', 'BsmtFinType2_GLQ|Electrical_FuseF', 'FireplaceQu_Tencode|ExterQual_Fa', 'GarageCond_TA|BsmtHalfBath', 'ScreenPorch|SaleType_CWD', 'Neighborhood_OldTown|ExterQual_Fa', 'LandSlope_Sev|ExterCond_Fa', 'Neighborhood_NoRidge|MSZoning_Tencode', 'BldgType_Duplex|RoofStyle_Gambrel', 'PoolQC_Tencode|Exterior2nd_AsphShn', 'Condition1_Tencode|PavedDrive_P', 'Neighborhood_NoRidge|Exterior2nd_HdBoard', 'OverallCond|Fence_MnWw', 'LandContour_Lvl|MSZoning_RL', 'Heating_GasW|Foundation_CBlock', 'Fence_Tencode|Exterior1st_VinylSd', 'BsmtExposure_Tencode|Street_Pave', 'Fence_MnWw|Exterior2nd_AsphShn', 'Condition1_PosN|Neighborhood_Sawyer', 'Neighborhood_Sawyer|SaleCondition_Abnorml', 'Functional_Maj2|RoofMatl_WdShngl', 'Electrical_FuseA|MasVnrType_BrkFace', 'BsmtFinSF2|BldgType_Tencode', 'Exterior1st_HdBoard|ScreenPorch', 'Functional_Tencode|LandSlope_Mod', 'GarageCond_TA|SaleCondition_Family', 'Neighborhood_CollgCr|Heating_GasW', 'GarageFinish_Tencode|CentralAir_N', 'BsmtFinType1_BLQ|SaleType_COD', 'LandSlope_Mod|Fence_Tencode', 'PavedDrive_Tencode|Fence_MnPrv', 'BsmtFinType2_GLQ|Condition1_PosN', 'Condition1_PosN|Neighborhood_Timber', 'Electrical_FuseF|Condition2_Norm', 'Neighborhood_Mitchel|ExterCond_Gd', 'Condition1_PosA|LandSlope_Gtl', 'RoofStyle_Flat|BsmtFinType2_Rec', 'BsmtCond_Fa|Neighborhood_MeadowV', 'YearRemodAdd|SaleCondition_Family', 'Exterior2nd_Stucco|LotConfig_Tencode', 'MSZoning_RM|BsmtExposure_Gd', 'ExterCond_Gd|RoofStyle_Gambrel', 'LotShape_Tencode|Electrical_SBrkr', 'CentralAir_Tencode|FireplaceQu_TA', 'PavedDrive_Y|ExterQual_Tencode', 'SaleType_WD|Fence_GdWo', 'Condition1_Tencode|MSZoning_FV', 'SaleCondition_Tencode|HouseStyle_SFoyer', 'Exterior1st_CemntBd|SaleType_COD', 'RoofMatl_Tar&Grv|GarageQual_TA', 'LandContour_Low|MoSold', 'Neighborhood_NAmes|SaleType_COD', 'ExterCond_Gd|BsmtCond_TA', 'Neighborhood_NridgHt|Condition1_PosA', 'LotShape_IR2|Exterior2nd_CmentBd', 'Condition1_Norm|ExterQual_Tencode', 'HeatingQC_Gd|Neighborhood_OldTown', 'GarageCond_TA|ExterQual_Gd', 'HalfBath|Neighborhood_Timber', 'KitchenQual_Gd|MSZoning_RH', 'GarageQual_Fa|LotShape_IR3', 'Neighborhood_NridgHt|GarageCars', 'Electrical_FuseF|2ndFlrSF', 'HeatingQC_Ex|GarageQual_Tencode', 'GarageQual_Tencode|BsmtCond_TA', 'RoofStyle_Flat|BsmtQual_Gd', 'YearBuilt|BsmtFullBath', 'HouseStyle_1Story|HouseStyle_Tencode', 'GarageFinish_Fin|BldgType_1Fam', 'Neighborhood_CollgCr|MSZoning_RH', 'Exterior1st_BrkFace|Functional_Maj1', 'Exterior2nd_BrkFace|GarageType_CarPort', 'SaleType_WD|LotConfig_Tencode', 'HouseStyle_1Story|Neighborhood_Gilbert', 'LotFrontage|GarageCars', 'BldgType_2fmCon|SaleType_ConLw', 'SaleType_CWD|BsmtCond_Fa', 'RoofMatl_CompShg|2ndFlrSF', 'SaleCondition_Family|RoofStyle_Gambrel', 'Foundation_CBlock|Neighborhood_Timber', 'GarageType_Detchd|ExterCond_Gd', 'Neighborhood_Blmngtn|BldgType_1Fam', 'LotConfig_CulDSac|BsmtCond_Fa', 'LotConfig_Corner|HouseStyle_2Story', 'LandContour_HLS|CentralAir_Y', 'SaleType_ConLI|GarageYrBlt', '3SsnPorch|Functional_Maj2', 'SaleCondition_Normal|PoolArea', '1stFlrSF|GarageYrBlt', 'GrLivArea|RoofStyle_Gambrel', 'HeatingQC_Gd|Neighborhood_NAmes', 'RoofStyle_Flat|MasVnrType_Stone', 'Functional_Min1|SaleCondition_Abnorml', 'Exterior2nd_Stucco|Functional_Min2', 'RoofStyle_Flat|Neighborhood_Edwards', 'GrLivArea', 'Exterior2nd_Stucco|HeatingQC_Gd', '2ndFlrSF|BsmtCond_Tencode', 'MSZoning_C (all)|ScreenPorch', 'Functional_Tencode|KitchenQual_Ex', 'FullBath|Exterior1st_AsbShng', 'GarageFinish_Fin|PavedDrive_Tencode', 'Neighborhood_Somerst|LotConfig_Tencode', 'LandContour_Lvl|2ndFlrSF', 'Functional_Typ|ExterQual_Gd', 'LandSlope_Mod|Exterior1st_BrkComm', 'LotShape_Tencode|MasVnrType_None', 'KitchenQual_Ex|Functional_Min2', 'PavedDrive_Tencode|KitchenQual_Fa', 'Exterior2nd_VinylSd|Electrical_FuseF', 'Neighborhood_BrDale|ExterCond_Gd', 'LotShape_Reg|LandSlope_Mod', 'FullBath|ExterQual_Ex', 'BldgType_2fmCon|RoofStyle_Flat', 'BsmtFinType2_Rec|MiscFeature_Tencode', 'PavedDrive_N|LotFrontage', 'BldgType_2fmCon|HouseStyle_2Story', 'FullBath|BsmtFinSF2', 'TotalBsmtSF|Exterior2nd_Brk Cmn', 'BsmtFinType2_GLQ|Exterior2nd_Wd Sdng', 'Foundation_Tencode|Condition1_Norm', 'Electrical_Tencode|Heating_Tencode', 'BldgType_1Fam|MasVnrType_Tencode', 'Street_Tencode|LandSlope_Mod', 'BsmtExposure_Tencode|ExterCond_Tencode', 'LotConfig_Corner|MiscFeature_Tencode', 'LandContour_HLS|Exterior2nd_HdBoard', 'Condition1_Tencode|BsmtExposure_Gd', 'GarageFinish_Fin|BsmtCond_Fa', '3SsnPorch|GarageType_BuiltIn', 'LotShape_Reg|GarageFinish_Tencode', 'Neighborhood_Blmngtn|PavedDrive_P', 'GarageCars|ScreenPorch', 'Heating_GasA|Exterior1st_MetalSd', 'Alley_Pave|BsmtExposure_No', 'BsmtFinType1_BLQ|KitchenQual_Fa', 'OverallQual|BsmtFinSF1', 'LotShape_IR2|HeatingQC_Gd', 'MSZoning_C (all)|Foundation_Slab', 'PavedDrive_Tencode|PavedDrive_P', 'Neighborhood_OldTown|Foundation_Tencode', '3SsnPorch|MoSold', 'RoofStyle_Shed|BsmtExposure_Av', 'HouseStyle_1.5Fin|Fence_MnPrv', 'GarageCond_TA|Functional_Min2', 'TotalBsmtSF|SaleCondition_Partial', 'HouseStyle_SFoyer|LandSlope_Gtl', 'GarageCars|MasVnrType_BrkFace', 'Foundation_PConc|Exterior1st_BrkComm', 'GarageCond_Fa|OpenPorchSF', 'Condition1_PosN|Exterior2nd_Plywood', 'BldgType_Tencode|BsmtExposure_Mn', 'LotConfig_Corner|Foundation_BrkTil', 'KitchenAbvGr|RoofStyle_Tencode', 'PavedDrive_Tencode|BsmtFinType1_Unf', 'Fence_Tencode|BsmtExposure_Gd', 'BsmtFinType2_Tencode|Neighborhood_Gilbert', 'KitchenAbvGr|HeatingQC_Gd', 'LandContour_Tencode|Exterior2nd_MetalSd', 'SaleType_ConLw|Condition1_PosN', 'HouseStyle_1Story|Neighborhood_OldTown', 'Neighborhood_NridgHt|KitchenQual_Gd', 'BldgType_Twnhs|PavedDrive_P', 'TotRmsAbvGrd|Neighborhood_BrkSide', 'Street_Grvl|Exterior2nd_Plywood', 'HeatingQC_Tencode|GarageArea', 'RoofStyle_Hip|GarageQual_Po', 'Exterior2nd_HdBoard|ExterQual_Fa', 'HouseStyle_Tencode|Neighborhood_IDOTRR', 'MasVnrType_BrkCmn|ExterQual_Fa', 'OverallQual|Neighborhood_ClearCr', 'Fence_MnPrv|Exterior2nd_AsphShn', 'ExterCond_Tencode|Neighborhood_Crawfor', 'TotalBsmtSF|YearRemodAdd', 'LandSlope_Tencode|TotRmsAbvGrd', 'Neighborhood_Edwards|SaleCondition_Partial', 'BsmtQual_Ex|Condition1_Feedr', 'YrSold|Electrical_Tencode', 'Heating_Tencode|BsmtQual_Gd', 'SaleType_ConLD|Street_Pave', 'BsmtFinType2_Tencode|Electrical_FuseA', 'KitchenAbvGr|Utilities_Tencode', 'Functional_Maj2|Neighborhood_Timber', 'LotShape_IR3|ExterCond_Fa', 'Neighborhood_NridgHt|BsmtFinType2_ALQ', 'FireplaceQu_Po|Neighborhood_OldTown', 'Electrical_FuseP|LowQualFinSF', 'KitchenQual_Ex|TotRmsAbvGrd', 'Fireplaces|RoofMatl_WdShngl', 'Condition1_Norm|Fence_GdWo', 'GarageCond_Ex|BsmtQual_Gd', 'Exterior1st_Stucco|FireplaceQu_Ex', 'Exterior1st_HdBoard|BldgType_Twnhs', 'BsmtFinType1_LwQ|MSZoning_RL', 'LotFrontage|HouseStyle_2Story', 'LotArea|Neighborhood_OldTown', 'LandContour_Tencode|Neighborhood_BrkSide', 'GarageType_Tencode|Neighborhood_IDOTRR', 'GarageQual_Fa|Neighborhood_Sawyer', 'SaleType_ConLw|PoolQC_Tencode', 'Fence_GdPrv|SaleType_COD', 'BsmtQual_Gd|Utilities_AllPub', 'Heating_GasA|GarageType_Basment', 'SaleType_Tencode|1stFlrSF', 'BsmtFinType2_LwQ|BsmtCond_Po', 'ExterQual_Ex|HouseStyle_2Story', 'GarageArea|BsmtExposure_No', 'Exterior2nd_MetalSd|ExterQual_Fa', 'Electrical_FuseP|Neighborhood_CollgCr', 'Neighborhood_NAmes|SaleCondition_Partial', 'GrLivArea|WoodDeckSF', 'Functional_Typ|Foundation_Stone', 'SaleType_New|BsmtQual_Gd', 'Exterior1st_BrkFace|BsmtExposure_Av', 'Neighborhood_Crawfor|KitchenQual_TA', 'LotConfig_FR2|3SsnPorch', 'KitchenQual_Fa|MSZoning_FV', 'BedroomAbvGr|ScreenPorch', 'Functional_Min1|FireplaceQu_Ex', 'RoofStyle_Hip|Fence_MnWw', 'ExterQual_Ex|HouseStyle_1.5Fin', 'Exterior2nd_Stone|BldgType_Twnhs', 'BldgType_Twnhs|CentralAir_Y', 'Exterior2nd_Wd Shng|MasVnrType_Stone', 'LotShape_IR1|Fence_GdWo', 'LotShape_Tencode|Neighborhood_Somerst', 'KitchenAbvGr|MSZoning_C (all)', 'LotShape_Tencode|Electrical_FuseF', 'Exterior2nd_VinylSd|MasVnrType_BrkCmn', 'FireplaceQu_Po|Neighborhood_Gilbert', 'BedroomAbvGr|PavedDrive_P', '2ndFlrSF|SaleType_CWD', 'Condition1_Artery|LotConfig_Tencode', 'BsmtFinType2_GLQ|HeatingQC_Ex', 'Functional_Min1|PoolArea', 'BsmtFinType1_GLQ|ExterCond_Fa', 'LandContour_HLS|Exterior1st_Wd Sdng', 'HeatingQC_Tencode|BsmtQual_Gd', 'Heating_GasA|SaleCondition_Normal', 'LotConfig_Corner|Exterior1st_VinylSd', 'YearBuilt|SaleType_CWD', 'Neighborhood_Crawfor|Exterior1st_Plywood', 'RoofStyle_Gambrel|GarageCond_Ex', 'HouseStyle_SFoyer|BsmtQual_TA', 'BsmtCond_Gd|Exterior2nd_Brk Cmn', 'TotalBsmtSF|SaleCondition_Alloca', 'YrSold|Foundation_Tencode', 'Condition2_Tencode|Functional_Mod', 'HeatingQC_TA|GarageType_2Types', 'BsmtQual_TA|BldgType_TwnhsE', 'GarageQual_Gd|Exterior2nd_MetalSd', 'Neighborhood_BrDale|Condition1_Feedr', 'Heating_GasA|Condition2_Artery', 'Functional_Tencode|Fence_GdPrv', 'GarageFinish_Tencode|Exterior1st_VinylSd', '3SsnPorch|Neighborhood_SawyerW', 'RoofMatl_Tencode|BsmtExposure_Av', 'LotConfig_CulDSac|BsmtFinType1_LwQ', 'GarageCond_Po|LandContour_Lvl', 'Condition2_Norm|Exterior2nd_Wd Shng', 'OverallCond|Street_Pave', 'SaleType_New|MiscFeature_Shed', 'Functional_Tencode|KitchenQual_TA', 'RoofStyle_Hip|GarageType_Attchd', 'Utilities_Tencode|Foundation_BrkTil', 'Functional_Maj1', 'Foundation_Tencode|Condition1_PosN', 'KitchenQual_Gd|MSZoning_C (all)', 'Fence_Tencode|Exterior1st_CemntBd', 'Neighborhood_OldTown|LandContour_Bnk', 'RoofMatl_CompShg|BldgType_Tencode', 'MasVnrType_BrkCmn', 'SaleCondition_Normal|HouseStyle_SLvl', 'BsmtFinType1_LwQ|MSZoning_RH', 'Street_Tencode|Neighborhood_SWISU', 'Exterior2nd_Stucco|GarageCond_Tencode', 'KitchenQual_Ex|MasVnrType_BrkCmn', 'GarageCond_Po|PoolArea', 'FireplaceQu_TA|BldgType_Tencode', 'Neighborhood_ClearCr|PoolQC_Tencode', 'Neighborhood_BrDale|BsmtQual_Tencode', 'Exterior2nd_Wd Sdng|CentralAir_N', 'Exterior1st_HdBoard|Condition1_PosN', 'Exterior2nd_Stone|CentralAir_Y', 'GarageType_BuiltIn|HouseStyle_2.5Unf', 'Exterior1st_BrkFace|WoodDeckSF', 'BsmtExposure_Av|BsmtCond_Po', 'RoofMatl_Tar&Grv|BsmtCond_Tencode', 'YrSold|1stFlrSF', 'Neighborhood_NoRidge|GarageFinish_RFn', 'GarageYrBlt|BsmtCond_TA', 'Fireplaces|MasVnrType_Stone', 'LandContour_Bnk|Neighborhood_SWISU', 'MiscFeature_Othr|GarageQual_Tencode', 'FireplaceQu_Tencode|MiscFeature_Shed', 'Electrical_FuseP|BsmtUnfSF', 'Neighborhood_Somerst|MiscFeature_Shed', 'LotShape_Tencode|HeatingQC_Ex', 'LotConfig_Corner|BsmtQual_Fa', 'BsmtFinType2_ALQ|RoofMatl_Tar&Grv', 'Functional_Typ|LotShape_IR3', 'ExterCond_Tencode|BldgType_1Fam', 'Foundation_Tencode|Neighborhood_Gilbert', 'HouseStyle_Tencode|HeatingQC_Ex', 'FireplaceQu_Tencode|KitchenQual_Gd', 'FireplaceQu_Po|GarageQual_Fa', 'LotConfig_Corner|Condition1_RRAn', 'GarageType_2Types|Exterior2nd_AsphShn', 'Heating_Tencode|Condition2_Artery', 'Neighborhood_Edwards|BsmtFinType2_LwQ', 'SaleType_ConLw|SaleType_CWD', 'Condition1_Feedr|Fence_MnPrv', 'Condition1_Artery|BedroomAbvGr', 'Street_Tencode|BsmtFinType2_Tencode', 'BsmtExposure_No|Exterior2nd_Plywood', 'MiscVal', 'TotalBsmtSF|TotRmsAbvGrd', 'RoofStyle_Flat|Neighborhood_Sawyer', 'Condition1_Artery|RoofStyle_Flat', 'BsmtFullBath|FireplaceQu_TA', 'BsmtCond_Gd|Foundation_Slab', 'BsmtCond_Tencode|OverallCond', 'BsmtHalfBath|Neighborhood_Edwards', 'LotConfig_CulDSac|Neighborhood_SawyerW', 'Neighborhood_Veenker|Functional_Min1', 'HeatingQC_TA|Functional_Tencode', 'Alley_Grvl|BsmtCond_TA', 'FireplaceQu_Ex|BsmtExposure_No', 'FireplaceQu_Gd|KitchenQual_Fa', 'MiscFeature_Othr|Neighborhood_Tencode', 'BsmtFinType1_Tencode|BsmtFinType2_BLQ', 'Foundation_BrkTil|KitchenQual_TA', 'LotConfig_Corner|PoolQC_Tencode', 'Neighborhood_NoRidge|Condition1_PosA', 'MiscFeature_Tencode|Exterior1st_WdShing', 'ExterQual_Tencode|MasVnrArea', 'Exterior1st_HdBoard|GarageType_2Types', 'GarageType_CarPort|FireplaceQu_TA', 'RoofStyle_Gable|BsmtFinType2_Rec', 'Fence_Tencode|Exterior2nd_Wd Sdng', 'SaleType_WD|LotShape_IR3', 'GarageType_BuiltIn|OverallCond', 'LotShape_Tencode|SaleType_ConLD', 'Foundation_Stone|MiscVal', 'LotConfig_FR2|GarageCond_Gd', 'BsmtFinSF1|BsmtExposure_No', 'KitchenQual_Ex|BsmtFinType1_LwQ', 'KitchenQual_Gd|BsmtFinType1_LwQ', 'CentralAir_Y|Utilities_AllPub', 'Heating_GasA|Heating_GasW', 'Exterior2nd_Tencode|Functional_Min2', 'Foundation_Stone|Condition2_Artery', 'Electrical_Tencode|FullBath', 'FireplaceQu_Tencode|ExterQual_TA', 'MiscFeature_Shed|MasVnrArea', 'Exterior1st_Stucco|WoodDeckSF', 'Street_Grvl|Fence_MnPrv', 'Exterior1st_BrkFace|Foundation_Stone', 'GarageCond_TA|GarageFinish_RFn', 'BsmtFinSF2|GarageYrBlt', 'GarageFinish_Fin|SaleType_Tencode', 'HouseStyle_1.5Unf|RoofMatl_WdShngl', 'HouseStyle_Tencode|Exterior2nd_MetalSd', 'OpenPorchSF|MiscFeature_Gar2', 'Heating_Grav|CentralAir_Tencode', 'SaleType_ConLw|Fence_GdPrv', 'Street_Grvl|Exterior2nd_Brk Cmn', 'Electrical_FuseA|KitchenQual_Fa', 'LandContour_HLS|GarageQual_Po', 'Exterior2nd_BrkFace|Exterior1st_Stucco', 'Functional_Typ|GarageArea', 'GarageType_Detchd|SaleCondition_Normal', 'HouseStyle_1Story|HeatingQC_TA', 'RoofStyle_Hip|Exterior2nd_MetalSd', 'GarageQual_Gd|Functional_Mod', 'Foundation_BrkTil|Neighborhood_Tencode', 'BsmtExposure_Tencode|GrLivArea', 'BsmtFullBath|Street_Pave', 'LandSlope_Mod|Foundation_CBlock', 'LotShape_IR1|GarageArea', 'BldgType_Duplex|HouseStyle_1.5Fin', 'RoofStyle_Tencode|GarageYrBlt', 'MiscVal|BsmtCond_Gd', 'FireplaceQu_Ex|Fence_MnPrv', 'RoofMatl_CompShg|GarageCond_Gd', 'BsmtFinType2_Tencode|Electrical_FuseP', 'BsmtFinType1_BLQ|BsmtFinType1_Unf', 'Neighborhood_NAmes|Exterior2nd_Wd Sdng', 'BsmtHalfBath|Neighborhood_OldTown', 'MSZoning_RM|BsmtFinType2_Unf', 'FireplaceQu_Tencode|LotArea', 'Utilities_Tencode|TotRmsAbvGrd', 'SaleCondition_Alloca|MasVnrType_BrkFace', 'Neighborhood_NWAmes|BsmtCond_Gd', 'BsmtFinType2_ALQ|SaleCondition_Abnorml', 'Neighborhood_Tencode|Exterior2nd_CmentBd', 'GarageFinish_Unf|MiscVal', 'LotConfig_Corner|Exterior1st_WdShing', 'YearBuilt|3SsnPorch', 'LotFrontage|Neighborhood_Edwards', 'FireplaceQu_Gd|GarageType_Basment', 'YearBuilt|ExterCond_Gd', 'Condition2_Tencode|MiscFeature_Shed', 'Exterior2nd_Tencode|LotConfig_FR2', 'LandContour_Low|FireplaceQu_Fa', 'HouseStyle_SFoyer|BsmtExposure_No', 'Exterior1st_HdBoard|MasVnrType_Tencode', 'BsmtFinType2_ALQ|HouseStyle_SLvl', 'BsmtQual_Fa|BsmtFinType2_Rec', 'Functional_Tencode|SaleType_ConLw', 'Neighborhood_Blmngtn|GarageFinish_RFn', 'GarageQual_Gd|Neighborhood_SawyerW', 'LotConfig_FR2|ExterQual_Gd', 'LotShape_Reg|Condition2_Norm', 'BsmtFinType2_ALQ|BsmtFinType1_Rec', 'BsmtFinType2_BLQ|SaleType_New', 'LotShape_IR2|Foundation_BrkTil', 'RoofMatl_Tencode|BsmtCond_Tencode', 'Exterior2nd_MetalSd|TotRmsAbvGrd', 'LotShape_IR2|Condition1_Tencode', 'OpenPorchSF|BsmtExposure_Gd', 'GarageArea|LotShape_IR3', 'HeatingQC_Tencode|GarageCond_Fa', 'HeatingQC_TA|LotConfig_CulDSac', 'ExterCond_TA|Exterior2nd_Wd Shng', 'BsmtQual_TA|ScreenPorch', 'Street_Tencode|CentralAir_N', 'Alley_Pave|Neighborhood_Veenker', 'Neighborhood_CollgCr|BldgType_Tencode', 'LotConfig_Corner|MSSubClass', 'Utilities_Tencode|Condition2_Artery', 'Fireplaces|Neighborhood_IDOTRR', 'Neighborhood_Blmngtn|RoofStyle_Tencode', 'GarageArea|Exterior1st_WdShing', 'FireplaceQu_Po|Functional_Maj1', 'Exterior2nd_Stone|BsmtFinSF1', 'HeatingQC_Fa|BsmtFinType2_Unf', 'GarageArea|RoofMatl_WdShngl', 'SaleType_Tencode|Functional_Maj1', 'SaleCondition_Normal|Condition1_Tencode', 'Exterior1st_BrkFace|GarageType_Basment', 'BsmtFinType2_Rec|BsmtFinType2_Unf', 'TotRmsAbvGrd|Exterior2nd_Wd Sdng', 'LotConfig_Tencode|CentralAir_Tencode', 'SaleCondition_Tencode|SaleType_CWD', 'SaleType_WD|BsmtFinType2_Unf', 'HeatingQC_Tencode|MSSubClass', 'HeatingQC_Fa|MasVnrArea', 'HouseStyle_1Story|BsmtFinType2_ALQ', 'Functional_Tencode|GarageArea', 'FireplaceQu_TA|MSZoning_FV', 'LotConfig_Corner|MasVnrType_BrkFace', 'TotRmsAbvGrd|Neighborhood_NAmes', 'BsmtFinType2_Tencode|FireplaceQu_TA', 'Condition1_Feedr|Street_Grvl', 'Functional_Tencode|WoodDeckSF', 'ExterCond_Tencode|RoofStyle_Shed', 'Exterior2nd_MetalSd|Alley_Grvl', 'HeatingQC_TA|Neighborhood_NWAmes', 'BsmtFinType1_ALQ|SaleType_CWD', 'Exterior1st_Stucco|Neighborhood_NAmes', '2ndFlrSF|Exterior2nd_Wd Shng', 'Electrical_Tencode|MSZoning_RH', 'Exterior1st_HdBoard|KitchenQual_Fa', 'RoofStyle_Gable|Foundation_CBlock', 'BsmtFinType2_GLQ|HouseStyle_1.5Unf', 'BldgType_2fmCon|MSZoning_Tencode', 'ExterQual_TA|BsmtCond_TA', 'Heating_Tencode|SaleCondition_Family', 'Exterior2nd_Tencode|BsmtFinSF1', 'BsmtFinType1_ALQ|BsmtCond_Fa', 'YrSold|Condition1_RRAn', 'Exterior1st_CemntBd|BsmtCond_Gd', 'KitchenAbvGr|MiscFeature_Othr', 'KitchenAbvGr|BldgType_Twnhs', 'Alley_Pave|KitchenQual_TA', 'GarageQual_Po|SaleType_COD', 'Functional_Typ|KitchenQual_TA', 'LotShape_IR2|LotConfig_Corner', 'BsmtFinType1_BLQ|Exterior1st_Stucco', 'GarageYrBlt|MasVnrType_Stone', 'FireplaceQu_Po|Foundation_CBlock', 'Exterior2nd_VinylSd|BsmtFinType2_LwQ', 'RoofStyle_Gambrel|LowQualFinSF', 'TotalBsmtSF|BsmtQual_Tencode', 'LotConfig_CulDSac|Exterior1st_WdShing', 'GarageFinish_RFn|BsmtCond_TA', 'CentralAir_Tencode|Alley_Grvl', 'BsmtCond_Po|SaleType_COD', 'Exterior2nd_HdBoard|Functional_Min2', 'Heating_GasA|KitchenQual_Ex', 'LotShape_Reg|Fence_GdWo', 'Neighborhood_NAmes|Exterior1st_Wd Sdng', 'PavedDrive_N|PoolQC_Tencode', 'SaleCondition_Normal|WoodDeckSF', 'Neighborhood_NoRidge|GarageType_BuiltIn', 'Neighborhood_Edwards|Exterior2nd_Wd Sdng', 'RoofMatl_Tar&Grv|Exterior2nd_Brk Cmn', 'Fireplaces|GarageArea', 'FireplaceQu_Tencode|HouseStyle_1Story', 'Foundation_Stone|Exterior1st_MetalSd', 'Neighborhood_Tencode|SaleCondition_Family', 'Electrical_FuseP|Alley_Grvl', 'Alley_Grvl|MasVnrType_Stone', 'Foundation_PConc|CentralAir_N', 'Heating_GasW|BsmtFinType2_Rec', 'Alley_Pave|Exterior2nd_MetalSd', 'LotFrontage|BsmtQual_Tencode', 'Alley_Pave|Foundation_BrkTil', 'Street_Tencode|MSZoning_RH', 'SaleCondition_Family|Electrical_FuseF', 'GarageCond_Tencode|RoofStyle_Gable', 'Utilities_Tencode|Foundation_Slab', 'GarageFinish_Unf|LotFrontage', 'Neighborhood_NridgHt|Condition1_Tencode', 'FireplaceQu_Tencode|Street_Grvl', 'Condition1_RRAe|Neighborhood_Sawyer', 'GarageCond_Po|BsmtFinType2_ALQ', 'GarageQual_Gd|Heating_GasW', 'BsmtFinType2_ALQ|BldgType_Tencode', 'Neighborhood_ClearCr|LandContour_Lvl', 'LandContour_Low|GarageQual_Gd', 'GarageCond_Ex|KitchenQual_TA', 'Electrical_FuseP|Neighborhood_SawyerW', 'Exterior1st_BrkComm|MasVnrType_BrkFace', 'RoofStyle_Hip|BsmtQual_Gd', 'Heating_GasW|BldgType_Tencode', 'Alley_Tencode|RoofMatl_Tar&Grv', 'Exterior2nd_BrkFace|BsmtHalfBath', 'GarageType_Detchd|SaleCondition_Alloca', 'GarageQual_TA|Foundation_CBlock', 'GrLivArea|Condition1_PosA', 'MiscFeature_Othr|BsmtCond_Gd', 'GarageCars|SaleType_CWD', 'ExterCond_Gd|LandSlope_Gtl', 'GarageFinish_Fin|Condition2_Tencode', 'Exterior2nd_Stone|BsmtFinSF2', 'HeatingQC_TA|BsmtFinType1_BLQ', 'PoolQC_Tencode|MoSold', 'GarageCond_Ex|Condition2_Norm', 'TotRmsAbvGrd|HouseStyle_1.5Fin', 'KitchenAbvGr|GrLivArea', 'BsmtFinSF2|LotShape_IR3', 'YearBuilt|HeatingQC_Tencode', 'MiscFeature_Shed|Exterior1st_Plywood', 'Neighborhood_OldTown|FireplaceQu_Fa', 'Exterior1st_BrkFace|3SsnPorch', 'GarageQual_Fa|Foundation_CBlock', 'LotFrontage|MiscFeature_Tencode', 'Fence_GdPrv|GarageCond_Fa', 'Heating_Grav|WoodDeckSF', 'HalfBath|HouseStyle_1.5Fin', 'SaleCondition_Tencode|MSZoning_RL', 'RoofStyle_Flat|Alley_Tencode', 'MasVnrType_BrkCmn|BsmtFinSF1', 'Heating_Tencode|KitchenQual_Fa', 'BldgType_Duplex|BsmtCond_Fa', 'Foundation_PConc|ExterQual_Fa', 'TotalBsmtSF|HouseStyle_1.5Unf', 'RoofStyle_Gable|Neighborhood_MeadowV', 'YearRemodAdd|MasVnrArea', 'BsmtQual_TA|Condition1_Feedr', 'CentralAir_Tencode|Exterior1st_Wd Sdng', 'Exterior2nd_Stucco|LotShape_IR2', 'SaleCondition_Family|Exterior1st_Plywood', 'Exterior2nd_VinylSd|OverallCond', 'Condition2_Artery|BsmtQual_Gd', 'LandSlope_Gtl|Functional_Min2', 'BsmtCond_Po|PoolArea', 'Neighborhood_NPkVill|Condition1_PosA', 'Electrical_FuseA|Condition2_Artery', 'GarageQual_Gd|MasVnrArea', 'GarageQual_Tencode|MasVnrType_BrkFace', 'BsmtFinType2_GLQ|MSZoning_RM', 'GarageCond_TA|SaleType_New', 'LotConfig_FR2|YearBuilt', 'KitchenQual_Gd|ExterQual_Fa', 'Neighborhood_BrDale|Neighborhood_Timber', 'KitchenQual_TA|Condition1_RRAn', 'RoofStyle_Flat|Electrical_FuseF', 'LotShape_IR2|Fence_GdWo', 'BsmtFinSF1|Exterior2nd_Wd Shng', 'YearRemodAdd|Fence_Tencode', 'GarageFinish_Unf|FireplaceQu_Fa', 'YearBuilt|Neighborhood_Timber', 'Condition2_Norm|Exterior1st_MetalSd', 'HouseStyle_2.5Unf|MasVnrType_Tencode', 'SaleType_ConLw|Exterior2nd_AsphShn', 'GarageCond_TA|MSZoning_RH', 'Neighborhood_Blmngtn|Exterior2nd_Wd Shng', 'GarageCond_TA|LotShape_IR1', 'HouseStyle_Tencode|PavedDrive_Y', 'BsmtFinSF2|BsmtQual_Gd', 'LotFrontage|GarageCond_Tencode', 'GarageCond_Gd|BsmtCond_Po', 'Neighborhood_CollgCr|Exterior1st_Wd Sdng', 'GarageQual_TA|SaleCondition_Partial', 'SaleCondition_Family|Exterior1st_Wd Sdng', 'OverallQual|BsmtFinType2_BLQ', 'GarageFinish_Tencode|HouseStyle_2.5Unf', 'RoofStyle_Gambrel|2ndFlrSF', 'LandContour_HLS|Street_Pave', 'EnclosedPorch|Neighborhood_Sawyer', 'Neighborhood_SawyerW|Exterior1st_MetalSd', 'Heating_GasA|Electrical_Tencode', 'HouseStyle_2.5Unf|Neighborhood_IDOTRR', 'PavedDrive_Y|Neighborhood_SawyerW', 'LandContour_Low|Neighborhood_Blmngtn', 'Exterior2nd_MetalSd|Exterior1st_Plywood', 'Street_Tencode|Exterior2nd_VinylSd', 'GarageCond_TA|CentralAir_Y', 'Foundation_Stone|BsmtCond_Gd', 'LandSlope_Mod|Functional_Maj1', 'BsmtFinType2_ALQ|Electrical_FuseF', 'KitchenAbvGr|BsmtQual_Tencode', 'HeatingQC_Fa|GarageFinish_Tencode', 'MiscVal|Electrical_SBrkr', 'TotalBsmtSF|BsmtQual_Fa', 'Neighborhood_SWISU|SaleType_Oth', 'Functional_Min1|HouseStyle_2Story', 'HouseStyle_1Story|BsmtQual_Gd', 'Neighborhood_Veenker|1stFlrSF', 'Foundation_Tencode|KitchenQual_TA', 'SaleType_ConLw|KitchenQual_Tencode', 'Utilities_AllPub|WoodDeckSF', 'HeatingQC_TA|PavedDrive_P', 'BldgType_Twnhs|LandContour_Tencode', 'BldgType_2fmCon|PavedDrive_P', 'LotShape_Tencode|GarageQual_Fa', 'GarageType_Tencode|MSZoning_FV', 'Neighborhood_BrDale|Fence_Tencode', 'Foundation_Tencode|BsmtQual_Ex', 'BsmtQual_Fa|Exterior1st_Wd Sdng', 'OverallQual|Functional_Maj1', 'HouseStyle_Tencode|BsmtExposure_Mn', 'Functional_Typ|Exterior1st_WdShing', 'KitchenAbvGr|PavedDrive_Tencode', 'Alley_Pave|PoolArea', 'BedroomAbvGr|Utilities_AllPub', 'GarageCond_Tencode|GarageType_Basment', 'LandSlope_Mod|BsmtFinSF1', 'FireplaceQu_Tencode|1stFlrSF', 'MasVnrType_BrkCmn|MasVnrType_Stone', 'Exterior1st_BrkFace|SaleType_Tencode', 'GarageQual_Fa|GarageType_Attchd', 'GarageCond_Gd|Functional_Min2', 'GarageCars|HalfBath', 'HouseStyle_1Story|BsmtQual_Ex', 'Heating_GasA|GarageType_BuiltIn', 'MasVnrType_Stone|Exterior1st_Wd Sdng', 'Exterior1st_Stucco|MSZoning_C (all)', 'Condition1_Norm|MasVnrType_Tencode', 'Electrical_FuseP|Neighborhood_Gilbert', 'Neighborhood_NridgHt|Exterior1st_Tencode', 'FireplaceQu_Gd|GarageQual_Tencode', 'Condition1_Tencode|BldgType_1Fam', 'LotShape_IR1|HouseStyle_2.5Unf', 'Functional_Tencode|BedroomAbvGr', 'BsmtFinType1_Tencode|Exterior1st_Wd Sdng', 'Foundation_Stone|BsmtFinType1_Rec', 'Exterior2nd_BrkFace|LandSlope_Sev', 'Condition1_PosA|Exterior1st_WdShing', 'LotConfig_Corner|MasVnrType_Stone', 'SaleType_ConLI|HeatingQC_Ex', 'LotShape_Tencode|RoofMatl_CompShg', 'SaleType_ConLI|PavedDrive_P', 'Condition1_Norm|BsmtQual_Gd', 'Exterior1st_VinylSd|BsmtCond_Fa', 'RoofMatl_Tencode|SaleType_ConLw', 'KitchenAbvGr|HouseStyle_Tencode', 'BsmtFinType1_Tencode|SaleType_COD', 'SaleType_WD|TotRmsAbvGrd', 'Fireplaces|Foundation_Slab', 'ExterQual_TA|SaleType_COD', 'LandSlope_Mod|SaleCondition_Alloca', 'Electrical_FuseP|BldgType_1Fam', 'GarageYrBlt|MiscFeature_Gar2', 'Neighborhood_NPkVill|LotShape_Reg', 'BsmtFinType2_GLQ|Neighborhood_Timber', 'Fence_Tencode|Condition1_RRAe', 'Exterior2nd_Stucco|Alley_Grvl', 'RoofStyle_Flat|BsmtFinSF1', 'Neighborhood_Sawyer|Fence_MnPrv', 'Neighborhood_BrDale|LowQualFinSF', 'GarageCond_TA|BsmtCond_Po', 'LotConfig_Corner|GarageQual_Po', 'KitchenQual_Gd|Foundation_CBlock', 'Neighborhood_Edwards|SaleCondition_Abnorml', 'BsmtQual_Tencode|Foundation_Tencode', 'HouseStyle_1Story|BsmtFinType2_LwQ', 'Neighborhood_Tencode|Heating_Tencode', 'GarageType_Tencode|GarageType_Basment', 'OverallCond|Functional_Min2', 'KitchenAbvGr|Condition2_Tencode', 'RoofStyle_Flat|BedroomAbvGr', 'SaleType_WD|CentralAir_Tencode', 'RoofStyle_Gable|Neighborhood_Timber', 'RoofMatl_Tencode|Electrical_FuseP', 'BsmtFinType2_BLQ|BsmtQual_Gd', 'LowQualFinSF|BsmtFinType2_Rec', 'Exterior1st_AsbShng|SaleType_ConLI', 'KitchenQual_Tencode|BsmtExposure_Gd', 'Exterior1st_BrkFace|PavedDrive_P', 'BsmtFinSF2|CentralAir_Y', 'LandSlope_Mod|GarageType_Attchd', '3SsnPorch|Fence_MnPrv', 'HeatingQC_TA|HeatingQC_Tencode', 'Exterior2nd_VinylSd|FireplaceQu_Fa', 'Foundation_Stone|Functional_Min1', 'BsmtExposure_Tencode|Neighborhood_BrkSide', 'BsmtFinType2_GLQ|GarageType_BuiltIn', 'Neighborhood_CollgCr|LotConfig_Tencode', 'Foundation_Tencode|ExterCond_Tencode', 'Exterior2nd_Stone|Exterior1st_Wd Sdng', 'Foundation_PConc|Condition1_RRAe', 'LotShape_Reg|Exterior2nd_Tencode', 'LotShape_Tencode|FireplaceQu_TA', 'BsmtFinType2_GLQ|MSZoning_Tencode', 'RoofMatl_CompShg|KitchenQual_Ex', 'RoofMatl_Tencode|MiscFeature_Othr', 'YearBuilt|BsmtCond_Gd', 'TotalBsmtSF', 'Utilities_Tencode|SaleType_ConLw', 'Alley_Tencode|Neighborhood_StoneBr', 'LotShape_Reg|GarageCars', 'ExterCond_Gd|KitchenQual_Tencode', 'Neighborhood_NoRidge|1stFlrSF', 'Street_Tencode|Fence_GdPrv', 'Heating_Grav|SaleType_CWD', 'FireplaceQu_Tencode|MSZoning_RH', 'LandContour_Low|Foundation_BrkTil', 'Neighborhood_NPkVill|Foundation_Slab', 'Fireplaces|BsmtCond_Fa', 'GarageType_Detchd|HouseStyle_1Story', 'LandContour_Low|Neighborhood_Timber', 'LandContour_Low|RoofStyle_Gambrel', 'RoofMatl_Tencode|SaleType_ConLI', 'Neighborhood_OldTown|RoofMatl_WdShngl', 'Exterior2nd_Stucco|Exterior1st_CemntBd', 'Exterior2nd_BrkFace|ExterCond_Tencode', 'LandSlope_Mod|ExterQual_Fa', 'Heating_GasW|Condition2_Tencode', 'ExterCond_TA|Alley_Grvl', 'Fence_Tencode|BsmtCond_Po', 'GarageArea|Fence_GdWo', 'YearRemodAdd|HeatingQC_Gd', 'RoofMatl_Tencode|MiscFeature_Tencode', 'GarageCond_Po|HouseStyle_2Story', 'RoofMatl_Tencode|LandSlope_Mod', 'Functional_Maj2|BsmtCond_Tencode', 'KitchenQual_Gd|BsmtCond_Po', 'Exterior1st_Stucco|KitchenQual_Fa', 'Neighborhood_SawyerW|Exterior1st_Plywood', 'YearRemodAdd|Alley_Tencode', 'OverallQual|OpenPorchSF', 'Exterior1st_CemntBd|Functional_Mod', 'Neighborhood_NoRidge|HouseStyle_1.5Unf', 'Exterior2nd_VinylSd|RoofStyle_Shed', 'KitchenQual_Gd|HalfBath', 'Electrical_FuseF|BsmtQual_Gd', 'Neighborhood_Edwards|Functional_Min1', 'GarageCond_Tencode|SaleCondition_Normal', 'HeatingQC_Gd|LotConfig_Corner', 'FireplaceQu_Tencode|PoolQC_Tencode', 'Fence_Tencode|Neighborhood_StoneBr', '3SsnPorch|ExterQual_Tencode', 'Exterior1st_BrkComm|MSZoning_RH', 'Electrical_FuseP|Exterior1st_MetalSd', 'Exterior2nd_Stucco|Neighborhood_SWISU', 'TotalBsmtSF|Functional_Typ', 'Foundation_BrkTil|HalfBath', 'LotShape_IR2|LotConfig_Tencode', 'GarageCond_TA|Electrical_FuseF', 'Exterior1st_VinylSd|BsmtExposure_No', 'BsmtCond_Po|Foundation_CBlock', 'Electrical_FuseP|BsmtQual_Fa', 'Electrical_FuseP|MasVnrType_Stone', 'Functional_Tencode|Functional_Mod', 'Neighborhood_NPkVill|Exterior2nd_AsphShn', 'KitchenAbvGr|Fence_GdWo', 'BsmtFinType2_GLQ|Exterior1st_Wd Sdng', 'RoofMatl_Tencode|LotConfig_FR2', 'BldgType_Tencode|CentralAir_N', 'Utilities_AllPub|LotConfig_Inside', 'SaleCondition_Family|Exterior1st_VinylSd', 'Exterior1st_Plywood|LotConfig_Inside', 'HouseStyle_1Story|PavedDrive_Y', 'Fence_Tencode|Exterior2nd_CmentBd', 'Neighborhood_NPkVill|KitchenQual_Gd', 'Foundation_BrkTil|Heating_GasW', '2ndFlrSF|Exterior1st_Wd Sdng', 'Neighborhood_BrDale|Foundation_Stone', 'BldgType_TwnhsE|CentralAir_Tencode', 'GarageFinish_Unf|SaleType_COD', 'LandSlope_Gtl|RoofMatl_WdShngl', 'GarageFinish_Tencode|Exterior2nd_Plywood', 'LotConfig_FR2|Neighborhood_Veenker', 'HouseStyle_Tencode|BsmtUnfSF', 'BsmtFinType1_ALQ|Neighborhood_IDOTRR', 'BldgType_Duplex|Exterior2nd_VinylSd', 'GarageCars|RoofStyle_Gable', 'Electrical_FuseP|RoofStyle_Gable', 'Neighborhood_NridgHt|BsmtFinType1_LwQ', 'Neighborhood_Mitchel|Neighborhood_StoneBr', 'Exterior2nd_AsbShng|Electrical_FuseF', 'BsmtFinType2_GLQ|Exterior2nd_BrkFace', 'HeatingQC_TA|BsmtExposure_No', 'GarageCond_TA|Exterior2nd_Plywood', 'Exterior2nd_MetalSd|WoodDeckSF', 'FireplaceQu_Po|PoolArea', 'RoofMatl_Tencode|Neighborhood_Sawyer', 'Neighborhood_CollgCr|MiscFeature_Othr', 'GarageArea|SaleType_Oth', 'EnclosedPorch|TotRmsAbvGrd', 'Electrical_Tencode|GarageCond_Tencode', 'LotConfig_FR2|Exterior1st_Tencode', 'PavedDrive_Y|LotConfig_CulDSac', 'BsmtHalfBath|GarageType_BuiltIn', 'HeatingQC_Ex|Condition1_Feedr', 'MiscVal|KitchenQual_Tencode', 'LotConfig_FR2|KitchenQual_TA', 'Exterior1st_CemntBd|CentralAir_Y', 'Street_Tencode|Neighborhood_Tencode', 'HouseStyle_Tencode|LotConfig_CulDSac', 'LandContour_Low|Functional_Typ', 'Alley_Tencode|Heating_GasW', 'GarageType_Basment|KitchenQual_TA', 'Condition1_Tencode|Neighborhood_Timber', 'Neighborhood_CollgCr|Neighborhood_Timber', 'Functional_Typ|Condition1_RRAe', 'GarageType_Attchd|2ndFlrSF', 'GarageType_Detchd|MasVnrType_Stone', 'Neighborhood_Somerst|Foundation_Tencode', 'Heating_Grav', 'BsmtFinType2_GLQ|Fence_GdWo', 'BsmtQual_TA|SaleCondition_Partial', 'Heating_GasA|Exterior1st_CemntBd', 'PoolQC_Tencode|MiscFeature_Shed', 'Alley_Tencode|BsmtHalfBath', 'Condition1_PosN|ExterQual_Ex', 'GarageCond_Fa|Fence_MnPrv', 'MSZoning_C (all)|Exterior1st_BrkComm', 'Alley_Pave|TotRmsAbvGrd', 'GarageType_BuiltIn|LowQualFinSF', 'BsmtQual_Fa|MiscFeature_Gar2', 'EnclosedPorch|BsmtFinType2_BLQ', 'MiscVal|PavedDrive_P', 'Fence_GdPrv|BsmtFinType2_Unf', 'GarageFinish_Fin|SaleCondition_Family', 'LotConfig_Corner|HouseStyle_2.5Unf', 'Electrical_FuseP|Exterior2nd_Wd Sdng', 'GarageFinish_Unf|Neighborhood_Somerst', 'RoofStyle_Hip|Neighborhood_Edwards', 'BsmtFinType2_Unf|RoofMatl_WdShngl', 'HalfBath|Exterior2nd_Plywood', 'SaleCondition_Abnorml|HouseStyle_2Story', 'YrSold|Functional_Typ', 'Functional_Mod|WoodDeckSF', 'GarageQual_Gd|LandContour_HLS', 'Utilities_Tencode|HeatingQC_Tencode', 'RoofMatl_Tencode|FireplaceQu_Fa', 'PavedDrive_P|LotConfig_Inside', 'FullBath|Foundation_Tencode', 'Exterior1st_Stucco|CentralAir_N', 'Street_Tencode|LandSlope_Tencode', 'TotalBsmtSF|BsmtFinType1_ALQ', 'Exterior2nd_AsbShng|ExterQual_Tencode', 'SaleType_Tencode|FireplaceQu_Fa', 'Exterior2nd_BrkFace|LowQualFinSF', 'GarageCars|Heating_Grav', 'Functional_Tencode|Electrical_FuseA', 'Fence_GdPrv|1stFlrSF', 'PoolQC_Tencode|Condition2_Norm', 'Foundation_BrkTil|Neighborhood_Veenker', 'SaleCondition_Alloca|Exterior2nd_HdBoard', 'Utilities_Tencode|Exterior2nd_HdBoard', 'KitchenQual_Tencode|BsmtCond_Gd', 'BsmtFinType1_BLQ|WoodDeckSF', 'GarageCond_Gd|GarageQual_TA', 'Exterior2nd_BrkFace|SaleCondition_Family', 'GarageCond_TA|Utilities_AllPub', 'Neighborhood_Somerst|SaleCondition_Family', 'FireplaceQu_Tencode|Exterior2nd_Brk Cmn', 'BsmtFinType1_Tencode|Neighborhood_Sawyer', 'RoofStyle_Tencode|MSZoning_RH', 'HeatingQC_Ex|Exterior1st_VinylSd', 'KitchenAbvGr|Exterior1st_HdBoard', '1stFlrSF|BldgType_TwnhsE', 'SaleType_WD|ExterCond_Fa', 'MiscFeature_Othr|BsmtFullBath', 'GarageFinish_Unf|Exterior2nd_Wd Shng', 'HalfBath|Foundation_CBlock', 'Functional_Tencode|GarageType_Attchd', 'BsmtQual_Ex|GarageQual_Tencode', 'TotalBsmtSF|Exterior1st_Stucco', 'Exterior1st_Stucco|GarageFinish_RFn', 'KitchenAbvGr|MSSubClass', 'Alley_Pave|HouseStyle_1.5Fin', 'HouseStyle_SLvl|GarageType_2Types', 'FireplaceQu_Gd|BsmtFinType2_LwQ', 'BldgType_2fmCon|Electrical_Tencode', 'HouseStyle_SFoyer|LandContour_HLS', 'FireplaceQu_Po|GarageFinish_Tencode', 'EnclosedPorch|Condition1_RRAn', 'LandSlope_Mod|Condition1_Tencode', 'RoofStyle_Gambrel|BldgType_Tencode', 'MasVnrType_None|BsmtFinType1_GLQ', 'LandSlope_Sev|Exterior2nd_Wd Shng', 'Neighborhood_Edwards|ExterQual_Gd', 'Electrical_SBrkr|ScreenPorch', 'HeatingQC_Fa|Street_Grvl', 'Exterior2nd_BrkFace|LotConfig_FR2', 'GarageCars|KitchenQual_Tencode', 'HeatingQC_Fa|Neighborhood_Edwards', 'GarageType_BuiltIn|BldgType_TwnhsE', 'SaleCondition_Tencode|GarageType_Tencode', 'Functional_Mod', 'LandContour_Low|Exterior2nd_CmentBd', 'Heating_Grav|MSSubClass', 'Exterior2nd_Stone|GarageCond_Po', 'SaleType_COD|Neighborhood_MeadowV', 'BldgType_Duplex|SaleCondition_Abnorml', 'RoofStyle_Hip|HouseStyle_Tencode', 'BsmtFinType2_GLQ|Neighborhood_Crawfor', 'RoofMatl_Tar&Grv|BsmtFullBath', 'FireplaceQu_Gd|FullBath', 'BsmtFinType2_Rec|HouseStyle_1.5Fin', 'BsmtHalfBath|Neighborhood_SWISU', 'ExterQual_TA|Neighborhood_CollgCr', 'Fence_Tencode|GarageFinish_Tencode', 'Foundation_BrkTil|LandContour_HLS', 'BsmtExposure_Av|MSZoning_Tencode', 'Neighborhood_Blmngtn|BsmtFinType1_BLQ', 'Foundation_Tencode|RoofMatl_WdShngl', 'Neighborhood_OldTown|Functional_Maj2', 'Electrical_FuseP|Foundation_Tencode', 'Neighborhood_Mitchel|SaleType_COD', 'GarageCond_Gd|RoofStyle_Gable', 'LandContour_HLS|ScreenPorch', 'GarageCars|FireplaceQu_Ex', 'EnclosedPorch|OverallCond', 'Electrical_SBrkr|BsmtCond_Gd', 'Exterior2nd_Tencode|FireplaceQu_Fa', 'BedroomAbvGr|Exterior1st_WdShing', 'Exterior2nd_Stucco|Exterior1st_WdShing', 'MSZoning_RM|SaleType_Oth', 'HeatingQC_TA|Neighborhood_Blmngtn', 'YearRemodAdd|Functional_Typ', 'Neighborhood_Blmngtn|ExterCond_Tencode', 'MSZoning_RL|Exterior1st_MetalSd', 'Neighborhood_BrDale|Exterior1st_WdShing', 'GarageFinish_Unf|Exterior2nd_MetalSd', 'YearRemodAdd|LotShape_IR1', 'LandContour_Low|Exterior2nd_Tencode', 'Fireplaces|Functional_Maj1', 'Neighborhood_CollgCr|ExterQual_Fa', 'Exterior1st_CemntBd|MasVnrType_Stone', 'BsmtFinType2_GLQ|CentralAir_Y', 'Neighborhood_ClearCr|Exterior1st_Plywood', 'GarageType_Detchd|ExterCond_TA', 'OverallQual|BsmtCond_Fa', 'BsmtFinType2_ALQ|Condition1_PosN', 'GarageCond_Po|SaleType_ConLD', 'Exterior2nd_Tencode|PavedDrive_Tencode', 'SaleCondition_Normal|FireplaceQu_Ex', 'Exterior2nd_AsbShng|LotConfig_Corner', 'Condition1_Feedr|MSZoning_RH', 'ExterCond_TA|ExterCond_Tencode', 'LotShape_IR2|BsmtFinSF1', 'BsmtFinSF1|MSZoning_Tencode', 'GarageQual_Gd|LotConfig_Inside', 'OverallQual|BsmtCond_Po', 'LandContour_Lvl|Exterior2nd_Wd Shng', 'Electrical_FuseP|1stFlrSF', 'YrSold|Exterior2nd_Wd Shng', 'YearRemodAdd|LowQualFinSF', 'GarageQual_Fa|Street_Pave', 'GarageFinish_Tencode|BsmtFinType2_LwQ', 'RoofStyle_Shed|FireplaceQu_TA', 'LandContour_HLS|MoSold', 'Neighborhood_NAmes|BsmtFinType1_LwQ', 'SaleType_ConLw|Exterior1st_BrkComm', 'GarageQual_Po|RoofMatl_WdShngl', 'PavedDrive_N|ExterQual_Ex', 'Neighborhood_ClearCr|Exterior1st_MetalSd', 'Functional_Tencode|Foundation_Stone', 'GarageYrBlt|MasVnrType_BrkFace', 'EnclosedPorch|Functional_Min1', 'RoofMatl_Tencode|LowQualFinSF', 'GarageFinish_Fin|Neighborhood_StoneBr', 'EnclosedPorch|GarageArea', 'LotShape_IR1|LotConfig_FR2', 'HeatingQC_Fa|Heating_GasA', 'FireplaceQu_Tencode|FireplaceQu_Fa', 'SaleType_ConLw|GarageQual_TA', 'Electrical_FuseF|GarageFinish_RFn', 'OverallQual|GarageQual_Tencode', 'Exterior2nd_Wd Sdng|BsmtCond_Tencode', 'Exterior1st_BrkFace|LandSlope_Tencode', 'SaleType_Oth|MSZoning_FV', 'BsmtFinType2_GLQ|Condition1_PosA', 'ExterCond_Gd|Exterior1st_WdShing', 'LotShape_Tencode|SaleType_COD', 'GarageFinish_Fin|LotConfig_Tencode', 'BsmtFinType2_BLQ|LotShape_IR3', 'SaleType_Tencode|BsmtExposure_Av', 'HouseStyle_1.5Unf|MSZoning_RM', 'Exterior2nd_VinylSd|BsmtExposure_Mn', 'Neighborhood_ClearCr|Exterior2nd_HdBoard', 'GarageFinish_Unf|Functional_Min2', 'BedroomAbvGr|Condition1_Feedr', 'GarageCond_Fa|OverallCond', 'GarageQual_Tencode|Exterior2nd_Wd Shng', 'BsmtExposure_Tencode|SaleCondition_Abnorml', 'LandSlope_Mod|Neighborhood_NAmes', 'BsmtQual_TA|Exterior2nd_Wd Shng', 'FireplaceQu_Po|SaleType_ConLD', 'Foundation_CBlock|HouseStyle_SLvl', 'Neighborhood_Mitchel|BsmtFinType1_Unf', 'BsmtFinType2_Tencode|Exterior1st_Tencode', 'ExterQual_TA|GarageArea', 'LowQualFinSF|BsmtFinType1_LwQ', 'KitchenQual_Gd|Neighborhood_Timber', 'FireplaceQu_Gd|GarageType_BuiltIn', 'TotalBsmtSF|Heating_GasA', 'TotalBsmtSF|MasVnrType_Tencode', 'BldgType_Twnhs|Heating_Tencode', 'HeatingQC_Fa|Heating_Tencode', 'HeatingQC_Fa|Neighborhood_IDOTRR', 'Foundation_Stone|GarageQual_TA', 'HeatingQC_Tencode|BsmtCond_TA', 'BsmtFullBath|RoofMatl_WdShngl', 'LotShape_Reg|SaleType_New', 'Electrical_FuseP|KitchenQual_Fa', 'FireplaceQu_Po|LandContour_Lvl', 'RoofMatl_Tencode|LandSlope_Gtl', 'Electrical_FuseA|GarageCond_Tencode', 'Street_Tencode|BsmtFinType1_ALQ', 'HouseStyle_1Story|Neighborhood_SWISU', 'LandContour_Bnk|Fence_MnWw', 'Neighborhood_CollgCr|BsmtFullBath', 'Neighborhood_Blmngtn|Neighborhood_Sawyer', 'OverallQual|Neighborhood_Somerst', 'ExterQual_Ex|BsmtFinType2_Unf', 'Neighborhood_OldTown|GarageCond_Fa', 'SaleCondition_Partial|BsmtFinSF1', 'Exterior2nd_MetalSd|KitchenQual_TA', 'Fence_Tencode|Electrical_SBrkr', 'Neighborhood_Veenker|Neighborhood_NWAmes', 'Fence_Tencode|SaleCondition_Family', 'Neighborhood_Veenker|BsmtFinType1_ALQ', 'HeatingQC_Ex|Exterior1st_MetalSd', 'LandContour_HLS|BldgType_Tencode', 'Neighborhood_BrDale|Neighborhood_NoRidge', 'Condition1_Artery|GarageCond_Fa', 'GarageFinish_Fin|GarageType_BuiltIn', 'BsmtCond_Fa|Street_Pave', 'Neighborhood_Tencode|RoofMatl_WdShngl', 'Exterior1st_BrkComm|ExterQual_Tencode', 'RoofStyle_Gambrel|Condition1_RRAn', 'GarageFinish_Unf|Neighborhood_Crawfor', 'BldgType_2fmCon|Alley_Grvl', 'GarageCond_Tencode|Exterior2nd_Plywood', 'Exterior1st_BrkFace|Fireplaces', 'SaleCondition_Tencode|Exterior2nd_Brk Cmn', 'BsmtFinType2_GLQ|BsmtQual_Fa', 'YrSold|OverallCond', 'Condition2_Tencode|RoofStyle_Gable', 'HouseStyle_1Story|Foundation_Stone', 'Neighborhood_NPkVill|LandContour_Bnk', 'GarageCond_Po|MiscFeature_Gar2', 'Electrical_FuseP|SaleType_Oth', 'BsmtFinType2_BLQ|BldgType_1Fam', 'BsmtFinType1_Rec|KitchenQual_TA', 'GarageQual_TA|Alley_Grvl', 'SaleCondition_Family|RoofStyle_Shed', 'Neighborhood_Mitchel|ExterQual_Fa', 'KitchenQual_Gd|Neighborhood_MeadowV', 'Utilities_Tencode|Exterior2nd_AsphShn', 'Neighborhood_NAmes|PavedDrive_P', 'BsmtFinType2_ALQ|Neighborhood_Veenker', 'SaleCondition_Family|Fence_GdWo', 'MSZoning_C (all)|Neighborhood_IDOTRR', 'TotRmsAbvGrd|MSZoning_Tencode', 'Fence_GdPrv|RoofStyle_Tencode', 'Foundation_BrkTil|Functional_Min1', 'BsmtFinType2_Tencode|MSZoning_RH', 'GarageType_Attchd|OpenPorchSF', 'GarageCars|Foundation_Slab', 'Alley_Pave|Neighborhood_SawyerW', 'Exterior1st_CemntBd|BsmtUnfSF', '1stFlrSF|GarageCond_Fa', 'KitchenAbvGr|Exterior2nd_AsphShn', 'Utilities_Tencode|WoodDeckSF', 'Exterior2nd_VinylSd|GarageType_2Types', 'BsmtFinSF1|Functional_Min2', 'GarageQual_Gd|MSZoning_C (all)', 'Neighborhood_NridgHt|BldgType_Tencode', 'HeatingQC_Tencode|LotConfig_CulDSac', 'KitchenQual_Gd|ScreenPorch', 'LowQualFinSF|MiscFeature_Shed', 'BsmtFinType2_Rec|Exterior1st_Tencode', 'MoSold|Street_Grvl', 'BldgType_1Fam|LotConfig_Inside', 'LotConfig_Tencode|Fence_GdWo', 'PavedDrive_N|Neighborhood_Sawyer', 'TotRmsAbvGrd|RoofStyle_Shed', 'BsmtFinType1_ALQ|GarageQual_Fa', 'TotalBsmtSF|LandContour_HLS', 'GarageCond_Po|Neighborhood_Veenker', 'BldgType_Twnhs|GarageCond_Ex', 'HeatingQC_TA|SaleCondition_Partial', 'FireplaceQu_Gd|Neighborhood_Somerst', 'SaleType_ConLw|Neighborhood_Crawfor', 'Heating_GasA|Condition2_Tencode', 'Exterior2nd_Stucco|Functional_Tencode', 'LandSlope_Gtl|Foundation_CBlock', 'GarageFinish_RFn|KitchenQual_TA', 'RoofStyle_Flat|Exterior1st_Stucco', 'Neighborhood_StoneBr|Condition1_Tencode', 'Heating_Tencode|3SsnPorch', 'MiscFeature_Othr|BldgType_Tencode', 'LandSlope_Mod|Exterior2nd_Wd Sdng', 'Neighborhood_Crawfor|Exterior1st_MetalSd', 'Foundation_Stone|BsmtFinType1_GLQ', 'LotFrontage|Condition2_Norm', 'GarageCond_TA|BsmtFinType2_LwQ', 'MiscFeature_Othr|Functional_Maj1', 'Exterior2nd_BrkFace|FireplaceQu_Fa', 'Neighborhood_Blmngtn|LandSlope_Tencode', 'GarageType_Detchd|BldgType_1Fam', 'LandContour_HLS|GarageArea', 'Neighborhood_StoneBr|LotConfig_Inside', 'GarageCond_Ex|Neighborhood_IDOTRR', 'SaleType_Tencode', 'YearRemodAdd|GarageFinish_Tencode', 'Condition1_RRAe|CentralAir_Y', 'MSZoning_RM|KitchenQual_Fa', 'Heating_Grav|Functional_Min2', 'KitchenQual_Gd|MSZoning_FV', 'Neighborhood_SWISU|Neighborhood_NWAmes', 'Neighborhood_NPkVill|Electrical_FuseP', 'BsmtFinType2_ALQ|MasVnrArea', 'HeatingQC_Fa|RoofMatl_CompShg', 'Functional_Typ|HouseStyle_2.5Unf', 'LowQualFinSF|MSZoning_RL', 'Alley_Tencode|BsmtFinType1_GLQ', 'GarageType_Detchd|BsmtExposure_No', 'FireplaceQu_Po|MSZoning_RL', '3SsnPorch|Exterior1st_Wd Sdng', 'BsmtFinType2_BLQ|ScreenPorch', 'BldgType_Duplex|Neighborhood_ClearCr', 'Electrical_SBrkr|MSZoning_C (all)', 'HouseStyle_Tencode|ExterCond_Gd', 'ExterQual_TA|RoofStyle_Hip', 'Exterior2nd_Tencode|SaleType_CWD', 'Electrical_FuseA|MSZoning_Tencode', 'Foundation_Stone|SaleType_Oth', 'Alley_Grvl|LotShape_IR3', 'Alley_Tencode|GarageQual_TA', 'BsmtFinType1_Rec|LandSlope_Gtl', 'Condition1_Artery|LotShape_Tencode', 'GarageCond_Tencode|1stFlrSF', 'CentralAir_Tencode|Fence_MnWw', 'BsmtFinType2_Rec|Neighborhood_Sawyer', 'HeatingQC_TA|RoofMatl_WdShngl', 'RoofMatl_Tencode|LotConfig_Tencode', 'BsmtExposure_Tencode|BsmtExposure_Gd', 'PoolQC_Tencode|LandSlope_Gtl', 'GarageQual_Po|GarageArea', 'HeatingQC_Gd|Heating_GasW', 'LandContour_Low|CentralAir_Tencode', 'BsmtHalfBath|BsmtFinType1_LwQ', 'FireplaceQu_Gd|BsmtFinType2_GLQ', 'BsmtQual_TA|Street_Grvl', 'HeatingQC_Gd|LandSlope_Gtl', 'GarageFinish_Tencode|Condition1_RRAe', 'SaleCondition_Tencode|Exterior2nd_CmentBd', 'Condition1_RRAe|HouseStyle_2.5Unf', 'Exterior1st_Tencode|Exterior2nd_AsphShn', 'Neighborhood_Mitchel|LotConfig_Tencode', 'HouseStyle_Tencode|BsmtFullBath', 'MiscVal|CentralAir_N', 'ExterQual_TA|Functional_Maj2', 'Neighborhood_ClearCr|Neighborhood_StoneBr', 'HouseStyle_Tencode|Condition1_PosA', 'ExterCond_TA|Neighborhood_Mitchel', 'HeatingQC_TA|SaleType_COD', 'BldgType_Twnhs|HeatingQC_Tencode', 'RoofStyle_Shed|Exterior1st_WdShing', 'LotConfig_CulDSac|Exterior2nd_CmentBd', 'PavedDrive_N|Electrical_FuseA', 'TotalBsmtSF|SaleType_ConLD', 'BsmtCond_Gd|Street_Grvl', 'BldgType_Twnhs|BsmtExposure_Av', 'Heating_GasA|HouseStyle_2Story', 'PavedDrive_N|LandContour_Lvl', 'Street_Tencode|SaleCondition_Normal', 'OpenPorchSF|Neighborhood_BrkSide', 'LotShape_IR1|BsmtFullBath', 'TotalBsmtSF|BldgType_TwnhsE', 'Condition2_Norm|MasVnrType_BrkFace', 'Neighborhood_Veenker|CentralAir_N', 'Electrical_FuseA|LandContour_Bnk', 'GarageCond_Fa|GarageQual_Po', 'Neighborhood_SWISU|HouseStyle_SLvl', 'Exterior1st_BrkComm|GarageType_2Types', 'SaleType_ConLI|Exterior2nd_Wd Sdng', 'Exterior1st_VinylSd|MasVnrArea', 'KitchenAbvGr|SaleType_WD', 'Neighborhood_NAmes|FireplaceQu_Ex', 'SaleType_ConLD|BsmtFinType2_Rec', 'SaleCondition_Tencode|FireplaceQu_Gd', 'Neighborhood_NridgHt|GarageQual_Gd', 'Exterior1st_HdBoard|Exterior2nd_AsphShn', 'Condition1_PosA|BsmtFinType1_Unf', 'Alley_Pave|MoSold', 'Neighborhood_NridgHt|Heating_Tencode', 'Fireplaces|Exterior1st_Wd Sdng', 'LowQualFinSF|MSZoning_Tencode', 'Foundation_Tencode|BsmtCond_Gd', 'Alley_Tencode|ExterCond_Fa', 'GarageFinish_Tencode|Exterior2nd_Wd Sdng', 'Electrical_FuseP|FireplaceQu_Po', 'OverallQual|GarageCars', 'FireplaceQu_Ex|GarageCond_Ex', 'GrLivArea|MiscFeature_Gar2', 'Electrical_SBrkr|PavedDrive_Tencode', 'LotConfig_Tencode|PoolArea', '1stFlrSF|MSZoning_Tencode', 'HouseStyle_SFoyer|BsmtFullBath', 'Condition2_Tencode|Street_Pave', 'GarageType_Detchd|MasVnrType_None', 'Exterior2nd_Tencode|HouseStyle_1.5Fin', 'Functional_Maj2|HouseStyle_2.5Unf', 'PavedDrive_Y|BsmtQual_Fa', 'BsmtFinType1_ALQ|Condition2_Artery', 'Neighborhood_NridgHt|RoofStyle_Flat', 'LotShape_Tencode|ScreenPorch', 'MiscFeature_Tencode|MiscFeature_Gar2', 'BsmtQual_Tencode|SaleCondition_Alloca', 'Exterior1st_HdBoard|BsmtFinType2_BLQ', 'SaleType_Tencode|MiscFeature_Tencode', 'SaleCondition_Alloca|KitchenQual_Fa', 'Exterior2nd_CmentBd|GarageYrBlt', 'TotalBsmtSF|MasVnrType_Stone', 'Utilities_Tencode|GarageFinish_Tencode', 'GarageQual_Gd|RoofStyle_Tencode', 'BsmtFinType2_LwQ|SaleType_Oth', 'GarageType_Detchd|FireplaceQu_Po', 'Condition1_RRAe|GarageYrBlt', 'YrSold|GarageFinish_Unf', 'LandContour_Low|Condition2_Artery', 'Exterior2nd_Stucco|Foundation_PConc', 'ExterCond_Tencode|MSZoning_C (all)', 'KitchenAbvGr|LotShape_IR3', 'Functional_Mod|GarageFinish_RFn', 'MSZoning_Tencode|Fence_MnPrv', 'MSSubClass|Condition2_Norm', 'HouseStyle_1Story|BsmtQual_TA', 'MSZoning_Tencode|MasVnrType_BrkFace', 'HouseStyle_Tencode|BsmtCond_Tencode', 'LotShape_IR1|ExterCond_TA', 'SaleType_WD|1stFlrSF', 'BsmtFinType2_Rec|Condition1_RRAn', 'GarageType_Basment', 'Condition1_Artery|Foundation_Stone', 'BldgType_Twnhs|Fence_MnPrv', 'FireplaceQu_Tencode|LandContour_Tencode', 'EnclosedPorch|Condition2_Tencode', 'SaleType_ConLw|GarageType_Attchd', 'Alley_Tencode|SaleType_ConLD', 'Condition1_Feedr|GarageType_Basment', 'KitchenQual_TA|BsmtExposure_Mn', 'GarageCond_Fa|LotConfig_Tencode', 'BsmtQual_Fa|Condition1_Feedr', 'HeatingQC_Gd|GarageType_Attchd', 'Condition1_Artery|SaleType_ConLI', 'Exterior1st_AsbShng|RoofMatl_CompShg', 'Functional_Maj2|MSZoning_FV', 'Exterior2nd_Stone|BsmtFinType2_Unf', 'LowQualFinSF|CentralAir_Tencode', 'BsmtExposure_Tencode|Fence_Tencode', 'ExterQual_Fa|MasVnrType_Tencode', 'LandContour_Tencode|Exterior1st_VinylSd', 'MiscVal|Exterior2nd_Brk Cmn', 'GarageCond_TA|Neighborhood_Mitchel', 'Neighborhood_Tencode|Neighborhood_OldTown', 'HeatingQC_Gd|SaleCondition_Partial', 'RoofMatl_Tar&Grv|Exterior1st_Plywood', 'Exterior1st_AsbShng|BsmtFinType1_LwQ', 'Street_Tencode|GarageType_Basment', 'Exterior2nd_Stucco|BsmtFinType2_LwQ', 'Neighborhood_Mitchel|YearBuilt', 'Foundation_CBlock|Exterior1st_Tencode', 'RoofStyle_Flat|LotConfig_Tencode', 'PavedDrive_Y|MiscFeature_Gar2', 'GarageFinish_Unf|BldgType_1Fam', 'Foundation_PConc|OverallCond', 'MiscFeature_Othr|Exterior2nd_Wd Shng', 'GarageYrBlt|ExterQual_Tencode', 'OpenPorchSF|Exterior1st_Plywood', 'LandSlope_Mod|ScreenPorch', 'CentralAir_N|HouseStyle_1.5Fin', 'Neighborhood_Sawyer|Fence_MnWw', 'Functional_Tencode|Neighborhood_Crawfor', 'Exterior2nd_VinylSd|BsmtFinType1_LwQ', 'RoofMatl_Tencode|CentralAir_Y', 'BsmtFinType1_GLQ|BsmtExposure_Mn', 'PavedDrive_N|Foundation_BrkTil', 'LandSlope_Mod|Neighborhood_NoRidge', 'HeatingQC_Fa|RoofMatl_WdShngl', 'LandSlope_Sev|PavedDrive_Y', 'SaleCondition_Alloca|2ndFlrSF', 'Utilities_Tencode|FireplaceQu_Gd', 'Neighborhood_NoRidge|BsmtFinType1_ALQ', 'BldgType_Duplex|BsmtFinType1_BLQ', 'Condition1_PosA|FireplaceQu_Fa', 'BsmtFinSF2|HeatingQC_Ex', 'SaleType_ConLI|HouseStyle_SLvl', 'Fence_Tencode|GarageYrBlt', 'Alley_Tencode|SaleCondition_Alloca', 'LowQualFinSF|Condition1_Norm', 'PavedDrive_Y|FireplaceQu_TA', 'GarageCond_Gd|RoofMatl_WdShngl', 'Neighborhood_NridgHt|BsmtFinType1_Unf', 'Condition1_RRAe|SaleType_COD', 'LandContour_Tencode|Fence_MnWw', 'FireplaceQu_TA|Fence_MnWw', 'SaleType_WD|MasVnrType_None', 'Condition2_Tencode|Exterior1st_VinylSd', 'BsmtFinType1_Tencode|LandSlope_Sev', 'Fence_Tencode|Condition1_PosA', 'Heating_GasA|Exterior2nd_Plywood', 'Functional_Typ|RoofStyle_Shed', 'KitchenQual_Ex|1stFlrSF', 'Foundation_BrkTil|SaleCondition_Normal', 'BldgType_Twnhs|Exterior2nd_MetalSd', 'MasVnrType_BrkCmn|MasVnrType_Tencode', 'RoofStyle_Flat|Condition2_Artery', 'HouseStyle_Tencode|Exterior2nd_AsphShn', 'BsmtFinType2_BLQ|Exterior2nd_Plywood', 'Exterior2nd_Stone|PoolArea', 'Functional_Min1|BsmtUnfSF', 'RoofStyle_Hip|BsmtFinType1_ALQ', 'HouseStyle_SFoyer|Foundation_Stone', 'Neighborhood_Veenker|Neighborhood_MeadowV', 'GarageCond_TA|GarageType_Basment', 'BsmtQual_Fa|Electrical_FuseF', 'ExterCond_TA|RoofStyle_Shed', 'GarageType_BuiltIn|MiscFeature_Gar2', 'Fence_GdPrv|Foundation_CBlock', 'LandContour_Low|PavedDrive_Y', 'Exterior2nd_VinylSd|GarageCond_Fa', 'PavedDrive_N|Fence_GdWo', 'GrLivArea|BsmtQual_Gd', 'LandContour_HLS|ExterCond_Tencode', 'MasVnrType_None|LotConfig_Inside', 'PavedDrive_N|BldgType_1Fam', 'Street_Tencode|LotShape_IR1', 'ExterQual_TA|Exterior1st_CemntBd', 'MoSold|GarageQual_Po', 'GarageType_CarPort|MasVnrType_None', 'HouseStyle_1Story|HouseStyle_1.5Fin', 'LotConfig_FR2|ScreenPorch', 'Exterior1st_VinylSd|Functional_Min2', 'RoofStyle_Flat|SaleCondition_Alloca', 'Neighborhood_Somerst|CentralAir_N', 'EnclosedPorch|HeatingQC_Fa', 'HouseStyle_2.5Unf|BsmtCond_TA', 'LowQualFinSF|MasVnrType_BrkFace', 'Exterior2nd_VinylSd|BsmtQual_Ex', 'EnclosedPorch|BsmtCond_Po', 'LandSlope_Sev|ExterQual_Gd', 'Neighborhood_Tencode|Exterior1st_MetalSd', 'Exterior2nd_Stucco|GarageArea', 'Electrical_FuseA|ExterCond_Gd', 'SaleCondition_Normal|BsmtExposure_No', 'RoofStyle_Gable|Functional_Min2', 'Heating_GasA|Electrical_FuseF', 'Neighborhood_BrDale|HeatingQC_Fa', 'Fence_GdPrv|BldgType_Tencode', 'KitchenAbvGr|Neighborhood_MeadowV', 'KitchenQual_TA|GarageType_2Types', 'SaleType_ConLD|LandContour_Bnk', 'BsmtFinType1_GLQ|Functional_Min2', 'RoofMatl_CompShg|Neighborhood_StoneBr', 'GarageCond_TA|WoodDeckSF', 'OverallCond|Condition1_RRAn', 'HouseStyle_1Story', 'Neighborhood_Edwards|Neighborhood_BrkSide', 'FireplaceQu_TA|CentralAir_N', 'Exterior1st_HdBoard|Exterior1st_WdShing', 'Exterior1st_Stucco|LandContour_Lvl', 'PavedDrive_Tencode|Electrical_FuseF', 'Heating_GasA|GarageType_CarPort', 'GarageCond_Po|Exterior1st_Tencode', 'Neighborhood_NridgHt|TotalBsmtSF', 'RoofMatl_Tar&Grv|BsmtExposure_No', 'Functional_Maj1|MSZoning_RM', 'Functional_Maj2|Condition1_PosN', 'MiscFeature_Othr|BldgType_1Fam', 'BsmtFinType1_Tencode|LandSlope_Mod', 'FireplaceQu_Tencode|RoofMatl_Tencode', 'MSZoning_RL|MasVnrType_BrkFace', 'SaleType_WD|SaleType_New', 'LotShape_IR2|LotConfig_CulDSac', 'KitchenQual_Ex|FireplaceQu_TA', 'Utilities_Tencode|Neighborhood_Mitchel', 'Exterior1st_CemntBd|LotConfig_Tencode', 'Functional_Typ|LotArea', 'GarageQual_Fa|BsmtCond_Po', 'Neighborhood_Crawfor|ExterQual_Tencode', 'BedroomAbvGr|ExterQual_Fa', 'KitchenAbvGr|HeatingQC_TA', 'KitchenQual_Gd|KitchenQual_Tencode', 'Functional_Min2|ExterQual_Fa', 'BldgType_Tencode|Exterior2nd_AsphShn', 'Exterior2nd_MetalSd|HouseStyle_2Story', 'Neighborhood_CollgCr|MiscFeature_Tencode', 'Neighborhood_Tencode|Condition2_Tencode', 'HouseStyle_1Story|ScreenPorch', 'BsmtFinType2_Unf|MSZoning_RL', 'RoofStyle_Flat|Heating_GasW', 'PoolArea|HouseStyle_SLvl', 'HouseStyle_Tencode|Condition2_Norm', 'MasVnrArea|HouseStyle_2Story', 'LandSlope_Sev|MSZoning_FV', 'Condition1_PosN|Exterior2nd_Wd Shng', 'Exterior2nd_MetalSd|GarageFinish_RFn', 'Fence_GdWo|GarageCond_Ex', 'Neighborhood_Mitchel|Exterior1st_VinylSd', 'Functional_Tencode|BsmtFinType2_BLQ', '1stFlrSF|Street_Grvl', 'FireplaceQu_Tencode|Foundation_Tencode', 'Exterior2nd_AsbShng|Neighborhood_StoneBr', 'Street_Tencode|BsmtFinType1_GLQ', 'BsmtCond_Tencode|BsmtExposure_No', 'Exterior2nd_AsbShng|Neighborhood_Gilbert', 'SaleCondition_Alloca|Functional_Min1', 'BldgType_2fmCon|Heating_GasA', 'Fireplaces|Neighborhood_Gilbert', 'GarageType_Detchd|MiscVal', 'CentralAir_Tencode|GarageQual_Tencode', 'Neighborhood_CollgCr|MasVnrType_BrkFace', 'Neighborhood_Edwards|CentralAir_Tencode', 'RoofMatl_Tencode|BsmtFinType1_GLQ', 'Fireplaces|KitchenQual_Tencode', 'GarageQual_Tencode|Exterior1st_MetalSd', 'SaleType_ConLw|OpenPorchSF', 'SaleType_New|MSZoning_RM', 'LandContour_Bnk|ExterCond_Tencode', 'LotConfig_FR2|BsmtFinType1_Rec', 'GarageFinish_Tencode|HouseStyle_1.5Fin', 'YearBuilt|MasVnrType_Stone', 'MiscFeature_Othr|Neighborhood_MeadowV', 'Condition1_Tencode|HouseStyle_2Story', 'Exterior1st_BrkComm|Neighborhood_MeadowV', 'Neighborhood_Somerst|Neighborhood_NAmes', 'KitchenQual_Ex|ExterCond_Gd', 'BsmtExposure_Tencode|Exterior1st_BrkComm', 'LandContour_Lvl|Neighborhood_NWAmes', 'Neighborhood_NridgHt|Exterior1st_CemntBd', 'LandContour_Tencode|PavedDrive_Tencode', 'Foundation_Tencode|FireplaceQu_Ex', 'RoofMatl_CompShg|Exterior1st_Wd Sdng', 'Functional_Maj1|BsmtExposure_Av', 'Exterior2nd_Tencode|Heating_Tencode', 'LotArea|Street_Grvl', 'MasVnrArea|MasVnrType_BrkFace', 'BsmtFinSF2|LandContour_Bnk', 'GarageType_Detchd|FullBath', 'Functional_Typ|GarageQual_Tencode', 'LotShape_IR2|Neighborhood_Edwards', 'Neighborhood_Edwards|GarageYrBlt', 'Functional_Typ|SaleType_Oth', 'Alley_Pave|Condition2_Artery', 'BsmtCond_Tencode|BsmtExposure_Mn', 'Neighborhood_NridgHt|HouseStyle_1.5Fin', 'GarageType_Tencode|LandContour_Tencode', 'GarageYrBlt|GarageType_2Types', 'HeatingQC_Ex|Exterior1st_Plywood', 'FireplaceQu_Po|Functional_Maj2', 'RoofMatl_Tencode|GarageCond_TA', 'GarageQual_Gd|FireplaceQu_TA', 'TotalBsmtSF|MiscFeature_Gar2', 'BldgType_2fmCon|ExterQual_Gd', 'Exterior2nd_Stone|BsmtQual_Fa', 'EnclosedPorch|ExterCond_Fa', 'Electrical_FuseF|ExterQual_Ex', 'Exterior1st_BrkFace|Condition2_Artery', 'ExterQual_Ex|MasVnrType_BrkFace', 'BldgType_2fmCon|Electrical_FuseP', 'LandSlope_Tencode|RoofStyle_Gambrel', 'BsmtQual_Tencode|BsmtCond_Gd', 'GarageCond_Tencode|Fence_MnPrv', 'RoofMatl_CompShg|GarageType_2Types', 'LandSlope_Mod|Neighborhood_Crawfor', 'BsmtFinType2_ALQ|Street_Pave', 'GarageType_Basment|FireplaceQu_TA', 'Neighborhood_NoRidge|SaleCondition_Partial', 'Neighborhood_Blmngtn|Neighborhood_Mitchel', 'GarageType_Attchd|MasVnrType_BrkFace', 'LotConfig_CulDSac|BsmtFinType1_Rec', 'BsmtFinType2_Rec|GarageArea', 'GarageType_Detchd|MiscFeature_Othr', 'BldgType_Twnhs|GarageQual_Fa', 'Heating_Tencode|PavedDrive_Tencode', 'GarageCond_Po|ExterCond_Tencode', 'LotConfig_FR2|MSZoning_Tencode', 'BsmtQual_Tencode|Neighborhood_BrkSide', 'BsmtFinType2_BLQ|GarageFinish_RFn', 'HeatingQC_Ex|MasVnrType_None', 'RoofStyle_Flat|HeatingQC_TA', 'KitchenQual_TA|Exterior2nd_Wd Shng', 'BsmtFinType2_Rec|LandSlope_Gtl', 'Electrical_FuseF|RoofStyle_Shed', 'GarageType_BuiltIn|BsmtCond_Po', 'BsmtCond_Fa|Exterior1st_Plywood', 'Fireplaces|Exterior2nd_Plywood', 'RoofMatl_CompShg|Foundation_Slab', 'SaleCondition_Family|SaleType_CWD', 'ExterQual_Gd|MasVnrType_Stone', 'Neighborhood_Crawfor|Fence_MnWw', 'LandContour_Low|CentralAir_N', 'LotConfig_CulDSac|Exterior1st_Plywood', 'OpenPorchSF|CentralAir_N', 'HeatingQC_Fa|SaleType_ConLI', 'RoofStyle_Tencode|Exterior1st_BrkComm', 'GrLivArea|Neighborhood_ClearCr', 'Heating_GasA|MasVnrType_Stone', 'RoofStyle_Hip|Functional_Mod', 'GarageFinish_Fin|HouseStyle_SLvl', 'Exterior2nd_AsbShng|Exterior2nd_Brk Cmn', 'LotShape_Reg|GarageQual_Gd', 'RoofStyle_Shed', 'CentralAir_N|ExterQual_Fa', 'BsmtCond_Po|Exterior2nd_Brk Cmn', 'Neighborhood_Edwards|ExterCond_Tencode', 'BsmtFinType2_GLQ|MasVnrType_Stone', 'OverallQual|BsmtFinType1_GLQ', 'FireplaceQu_Tencode|Exterior2nd_VinylSd', 'GrLivArea|CentralAir_N', 'Electrical_Tencode|Neighborhood_Sawyer', 'LotShape_IR1|ExterQual_Ex', 'Exterior1st_AsbShng|Fence_MnWw', 'HeatingQC_Gd|LandSlope_Mod', 'LotFrontage|LotConfig_Inside', 'GarageQual_Fa|Functional_Min2', 'FireplaceQu_Po|BsmtFinType2_Unf', 'MiscVal|MSZoning_RM', 'SaleCondition_Family|2ndFlrSF', 'Exterior2nd_BrkFace|BsmtExposure_Mn', 'PavedDrive_Y|HalfBath', 'EnclosedPorch|Exterior2nd_MetalSd', 'GarageArea|Condition2_Norm', 'Street_Grvl|Exterior1st_MetalSd', 'Exterior2nd_Stone|MSZoning_C (all)', 'PoolQC_Tencode|Neighborhood_NAmes', 'Exterior1st_AsbShng|Utilities_AllPub', 'Neighborhood_Mitchel|SaleType_ConLI', 'MSSubClass|Neighborhood_MeadowV', 'BsmtFinType2_ALQ|ExterCond_Tencode', 'SaleType_WD|Exterior2nd_Brk Cmn', 'Heating_GasA|LotConfig_CulDSac', 'SaleType_ConLI|BsmtQual_Ex', 'BldgType_Twnhs|BsmtQual_Fa', 'FullBath|BsmtHalfBath', 'Exterior1st_CemntBd|HouseStyle_2.5Unf', 'GarageArea|BldgType_TwnhsE', 'LandContour_Lvl|HouseStyle_SLvl', 'Exterior2nd_Stone|Neighborhood_MeadowV', 'GarageQual_TA|OverallCond', 'Exterior1st_BrkFace|Neighborhood_Gilbert', 'MiscFeature_Shed|Foundation_CBlock', 'Neighborhood_NoRidge|MSZoning_RM', 'Neighborhood_ClearCr|BsmtHalfBath', 'RoofStyle_Gable|FireplaceQu_Ex', 'LotShape_IR1|Foundation_Tencode', 'CentralAir_Tencode|ExterQual_Fa', 'Neighborhood_CollgCr|RoofStyle_Tencode', 'ExterQual_TA|Condition1_PosN', 'LotConfig_Corner|ExterCond_Tencode', 'Neighborhood_NPkVill|RoofStyle_Shed', 'Neighborhood_Veenker|HalfBath', 'RoofStyle_Flat|Exterior2nd_CmentBd', 'Neighborhood_NPkVill|Fence_GdPrv', 'HeatingQC_Tencode|ExterQual_Ex', 'Neighborhood_Veenker|ExterCond_Fa', 'Utilities_Tencode|Neighborhood_NWAmes', 'RoofMatl_CompShg|SaleCondition_Abnorml', 'Electrical_SBrkr|2ndFlrSF', 'BsmtHalfBath|Neighborhood_NoRidge', 'Exterior2nd_Tencode|Neighborhood_Sawyer', 'HeatingQC_Ex|RoofStyle_Gambrel', 'Foundation_Tencode|CentralAir_N', 'RoofStyle_Gambrel|GarageFinish_RFn', 'MiscVal|Neighborhood_Veenker', 'RoofStyle_Tencode|ExterQual_Gd', 'YrSold|ExterQual_TA', 'FireplaceQu_Gd|SaleCondition_Alloca', 'FireplaceQu_Fa|ExterCond_Fa', 'LotConfig_FR2|Condition1_Tencode', 'GarageArea|Alley_Grvl', 'Neighborhood_ClearCr|BedroomAbvGr', 'HeatingQC_TA|Neighborhood_StoneBr', 'RoofStyle_Flat|Street_Grvl', 'MiscFeature_Othr|Electrical_FuseA', 'LotConfig_Corner|SaleCondition_Partial', 'BsmtFinType1_ALQ|BsmtCond_Po', 'SaleCondition_Normal|Functional_Min2', 'Condition2_Tencode|Condition1_RRAn', 'PoolQC_Tencode|HalfBath', 'GarageQual_TA|Condition1_Tencode', 'SaleType_CWD|Exterior2nd_HdBoard', 'GarageQual_Gd|GarageCond_Gd', 'ScreenPorch|GarageType_2Types', 'LandSlope_Tencode|Exterior1st_Tencode', 'Foundation_Tencode|Neighborhood_Timber', 'BldgType_Tencode|WoodDeckSF', 'SaleType_WD|LandSlope_Gtl', 'Utilities_Tencode|GarageCond_Ex', 'LandSlope_Gtl|Exterior2nd_AsphShn', 'HouseStyle_SFoyer|HouseStyle_1.5Fin', 'MSZoning_RM|2ndFlrSF', 'Exterior1st_AsbShng|LandContour_HLS', 'BsmtFinType1_Tencode|Exterior2nd_BrkFace', 'LandSlope_Sev|RoofMatl_Tar&Grv', 'GrLivArea|MSZoning_C (all)', 'Electrical_FuseP|Condition1_RRAe', 'BsmtFinType1_Tencode|Exterior1st_Tencode', 'LotShape_IR1|Fence_Tencode', 'BsmtFinType2_GLQ|Heating_Tencode', 'LandSlope_Sev|Functional_Maj1', 'EnclosedPorch|Exterior2nd_Brk Cmn', 'Electrical_Tencode|BsmtExposure_Mn', 'Exterior2nd_BrkFace|FireplaceQu_Ex', 'Exterior2nd_Stucco|Neighborhood_Sawyer', 'BsmtQual_Ex|SaleType_Oth', 'BsmtFinSF2|Condition1_RRAn', 'ExterQual_Ex|BsmtFinSF1', 'HeatingQC_Tencode|Functional_Min2', 'YrSold|BsmtExposure_Av', 'Exterior2nd_Wd Sdng|SaleType_Oth', 'LandContour_Tencode|OverallCond', 'LandContour_Tencode|BsmtExposure_Mn', 'Exterior2nd_Stucco|Exterior1st_MetalSd', 'Condition1_RRAn', 'FireplaceQu_Po|HalfBath', 'BsmtFinType2_ALQ|SaleType_ConLD', 'LandContour_HLS|KitchenQual_Tencode', 'BsmtFinType2_Tencode|PoolQC_Tencode', 'RoofStyle_Gable|PoolArea', 'Alley_Tencode|GarageCars', 'Exterior2nd_BrkFace|SaleType_WD', 'BldgType_Duplex|WoodDeckSF', 'MSZoning_RM|Exterior2nd_Plywood', 'Condition1_Artery|HeatingQC_TA', 'Foundation_Tencode|BsmtFinType1_LwQ', 'Exterior2nd_Stone|BsmtHalfBath', 'Exterior2nd_Tencode|LandContour_Lvl', 'GarageArea|Street_Pave', 'LandContour_Low|HouseStyle_1Story', 'Functional_Tencode|BsmtCond_Tencode', 'BsmtFinType2_Tencode|SaleType_Tencode', 'Alley_Pave|2ndFlrSF', 'GarageQual_Fa|MSZoning_C (all)', 'LandContour_Low|KitchenQual_Tencode', 'LotConfig_Corner|LotConfig_CulDSac', 'GarageFinish_Unf|Exterior2nd_AsphShn', 'Condition1_RRAe|OverallCond', 'Condition1_Feedr|Condition1_RRAn', 'Fireplaces|Exterior2nd_BrkFace', 'BsmtQual_Fa|LandContour_Lvl', 'ExterCond_Tencode|PoolArea', 'Exterior2nd_CmentBd|Exterior1st_MetalSd', 'Heating_Grav|SaleType_Oth', 'LandSlope_Sev|HouseStyle_2Story', 'Fence_GdPrv|LotConfig_CulDSac', 'Exterior2nd_HdBoard|HouseStyle_1.5Fin', 'OverallQual|GarageArea', 'HouseStyle_1Story|Condition1_PosA', 'Electrical_Tencode|CentralAir_Tencode', 'BsmtCond_Po|Neighborhood_BrkSide', 'Utilities_Tencode|BsmtQual_Ex', 'MiscFeature_Shed|Street_Grvl', 'KitchenQual_Fa|Exterior1st_BrkComm', 'BsmtQual_TA|Exterior1st_VinylSd', 'Exterior1st_CemntBd|BsmtExposure_Mn', 'HouseStyle_1Story|BldgType_1Fam', 'GarageQual_Tencode|ScreenPorch', 'SaleCondition_Alloca|Exterior1st_VinylSd', 'BldgType_2fmCon|HouseStyle_1.5Unf', 'BsmtHalfBath|RoofStyle_Tencode', 'LandContour_Lvl|MSZoning_C (all)', 'Alley_Pave|SaleType_WD', 'BldgType_Twnhs|LotConfig_Tencode', 'Exterior1st_Plywood|Functional_Min2', 'HouseStyle_Tencode|LandSlope_Sev', 'KitchenAbvGr|OpenPorchSF', 'HouseStyle_1Story|SaleType_COD', 'Exterior1st_BrkFace|TotRmsAbvGrd', 'LotConfig_FR2|ExterQual_Tencode', 'BsmtExposure_Av|Neighborhood_StoneBr', 'GarageType_Tencode|SaleCondition_Normal', 'BldgType_1Fam|HouseStyle_1.5Fin', 'BsmtFinType1_Tencode|BsmtFinType2_ALQ', 'Foundation_PConc|Foundation_Stone', 'Functional_Min1|BsmtCond_Gd', 'LotShape_Tencode|HouseStyle_SFoyer', 'BsmtFinType1_ALQ|Condition2_Tencode', 'MSZoning_FV|Exterior1st_Wd Sdng', 'BldgType_Twnhs|MSZoning_RL', 'BldgType_2fmCon|GarageCond_Tencode', 'ExterQual_TA|FireplaceQu_Po', 'Foundation_CBlock|BsmtExposure_Gd', 'Functional_Tencode|Electrical_FuseP', 'Electrical_FuseA|Fence_GdPrv', 'BsmtHalfBath|CentralAir_N', 'Foundation_PConc|LandSlope_Tencode', 'Functional_Min1|RoofMatl_WdShngl', 'BsmtFullBath|Condition2_Tencode', 'LotConfig_Tencode|HouseStyle_SLvl', 'Exterior1st_BrkFace|LandContour_HLS', 'HalfBath|MasVnrType_Tencode', 'LotFrontage|BsmtCond_Tencode', 'OverallQual|Utilities_Tencode', 'BsmtExposure_Tencode|LandContour_Low', 'Condition1_PosN|ScreenPorch', 'RoofMatl_Tar&Grv|GarageType_BuiltIn', 'TotalBsmtSF|BsmtCond_Tencode', 'Utilities_Tencode|Exterior1st_Stucco', 'CentralAir_Tencode|OverallCond', 'PavedDrive_N|RoofMatl_Tar&Grv', 'Exterior1st_BrkFace|Neighborhood_NWAmes', 'SaleType_ConLw|BsmtFinType1_GLQ', 'BldgType_2fmCon|LotArea', 'GarageQual_Gd|LotConfig_FR2', 'BsmtFinType2_BLQ|KitchenQual_TA', 'Neighborhood_Veenker|MiscFeature_Tencode', 'EnclosedPorch|MSZoning_RL', 'Neighborhood_Somerst|MiscFeature_Othr', 'Neighborhood_Somerst|2ndFlrSF', 'ExterQual_Ex|MasVnrArea', 'Electrical_SBrkr|BsmtFinType2_LwQ', 'PavedDrive_N|Electrical_Tencode', 'LotConfig_FR2|Heating_GasW', 'BsmtFinType1_Tencode|BsmtFinType1_LwQ', 'LotShape_IR2|GarageType_Basment', 'LotConfig_Corner|BsmtUnfSF', 'MSZoning_C (all)|BsmtCond_Tencode', 'Neighborhood_CollgCr|LowQualFinSF', 'GarageCond_Po|FireplaceQu_Fa', 'LandContour_HLS|BsmtFinType1_LwQ', 'Heating_Tencode|BsmtQual_TA', 'YearBuilt|RoofMatl_Tar&Grv', 'Functional_Typ|LotConfig_Inside', 'SaleType_Tencode|HouseStyle_1.5Unf', 'LotConfig_FR2|Exterior2nd_AsphShn', 'BsmtFinType2_Rec|Functional_Mod', 'Heating_GasA|KitchenQual_TA', 'GarageType_Detchd|LandContour_Low', 'BsmtFinSF1|BsmtFinType1_Unf', 'BsmtQual_Ex|PoolQC_Tencode', 'KitchenQual_Ex|Neighborhood_NWAmes', 'HouseStyle_1Story|MiscFeature_Othr', 'RoofStyle_Tencode|PoolArea', 'Exterior2nd_Tencode|Fence_MnPrv', 'Exterior1st_HdBoard|KitchenQual_TA', 'EnclosedPorch|GarageFinish_Fin', 'RoofStyle_Flat|BsmtFinType1_BLQ', 'Neighborhood_Timber|BsmtCond_TA', 'HouseStyle_1Story|GarageQual_Fa', 'Neighborhood_BrDale|MSZoning_Tencode', 'Exterior1st_HdBoard|Fence_MnPrv', 'Neighborhood_NPkVill|BsmtFullBath', 'Neighborhood_ClearCr|HouseStyle_SLvl', 'BsmtFinType2_Tencode|Exterior1st_HdBoard', 'LandSlope_Sev|MSZoning_Tencode', 'Exterior2nd_AsbShng|HeatingQC_TA', 'Utilities_Tencode|Heating_GasA', 'LotShape_IR1|CentralAir_Y', 'GarageQual_Fa|GarageFinish_Tencode', 'BsmtFinType1_Tencode|Exterior2nd_Tencode', 'ExterQual_TA|FireplaceQu_Ex', 'Exterior2nd_CmentBd|BsmtFinType1_LwQ', 'MiscVal|LotConfig_Inside', 'Neighborhood_Veenker|Street_Grvl', 'Heating_GasA|GarageArea', 'RoofStyle_Gambrel|LotConfig_Tencode', 'LotShape_Reg|3SsnPorch', 'SaleCondition_Abnorml|BsmtCond_TA', 'Neighborhood_Tencode|GarageQual_TA', 'GarageFinish_Unf|Exterior2nd_Tencode', 'Neighborhood_Veenker|SaleCondition_Alloca', 'RoofStyle_Hip|BsmtExposure_No', 'Exterior2nd_Tencode|KitchenQual_TA', 'Condition1_Artery|MSZoning_RM', 'Alley_Pave|LandSlope_Sev', 'RoofMatl_CompShg|RoofStyle_Gable', 'Exterior2nd_BrkFace|GarageArea', 'BsmtFinType1_BLQ|Neighborhood_Sawyer', 'Exterior1st_AsbShng|Exterior1st_Stucco', 'GarageQual_Fa|BsmtCond_Fa', 'BsmtFinType1_Rec|Neighborhood_NAmes', 'Neighborhood_Veenker|BsmtFullBath', 'MiscFeature_Othr|RoofMatl_WdShngl', 'Neighborhood_NridgHt|ExterCond_Fa', 'BldgType_Twnhs|Neighborhood_StoneBr', 'LotFrontage|Neighborhood_Gilbert', 'Neighborhood_Edwards|OverallCond', 'Neighborhood_Edwards|Condition1_RRAe', 'BsmtQual_Ex|GarageFinish_Tencode', 'Foundation_BrkTil|Neighborhood_BrkSide', 'CentralAir_Tencode|LotShape_IR3', 'EnclosedPorch|SaleCondition_Alloca', 'GrLivArea|Foundation_Tencode', 'MasVnrType_None|SaleType_Oth', 'MiscVal|GarageArea', 'Exterior1st_HdBoard|BsmtCond_Gd', 'Neighborhood_Somerst|Alley_Grvl', 'FireplaceQu_Po|Condition1_RRAe', 'Exterior1st_BrkFace|EnclosedPorch', 'Foundation_PConc|Neighborhood_Timber', 'Exterior1st_Stucco|LandSlope_Sev', 'LotShape_IR2|FireplaceQu_Gd', 'HouseStyle_1Story|GarageType_Basment', 'Fence_Tencode|Neighborhood_BrkSide', 'Heating_Grav|GarageCond_Gd', 'MSZoning_C (all)|Condition2_Norm', 'LandSlope_Mod|MSZoning_Tencode', 'GarageQual_Gd|Exterior1st_WdShing', 'TotalBsmtSF|BsmtExposure_Av', 'LotConfig_CulDSac|Neighborhood_StoneBr', 'BsmtFinType2_ALQ|BsmtFinType2_LwQ', 'Electrical_SBrkr|GarageCond_Ex', 'PavedDrive_N|Neighborhood_Edwards', 'FireplaceQu_Gd|Neighborhood_Gilbert', 'PavedDrive_N|BsmtExposure_Mn', 'Neighborhood_Tencode|Condition1_PosN', 'YrSold|Exterior1st_Plywood', 'Neighborhood_Crawfor|Exterior1st_Tencode', 'OpenPorchSF|GarageCond_Ex', 'HeatingQC_Gd|GarageYrBlt', 'Neighborhood_Blmngtn|Electrical_SBrkr', 'Heating_Grav|KitchenQual_Fa', 'RoofStyle_Flat|ExterQual_Fa', 'RoofStyle_Hip|GarageYrBlt', 'LandContour_Lvl|GarageType_Attchd', 'MSZoning_FV|Functional_Min2', 'LotFrontage|LandContour_Lvl', 'BsmtFinType2_GLQ|Condition1_Tencode', 'ExterQual_TA|GarageType_2Types', 'FullBath|MasVnrType_Tencode', 'Neighborhood_Blmngtn|CentralAir_Y', 'LandSlope_Sev|BsmtFinType1_Unf', 'BsmtQual_Ex|BsmtQual_TA', 'Neighborhood_CollgCr|GarageFinish_Fin', 'SaleType_ConLD|Condition2_Norm', 'LotShape_Tencode|Condition1_Feedr', 'Neighborhood_NAmes|GarageFinish_RFn', 'RoofStyle_Hip|BldgType_1Fam', 'BsmtFinSF2|BsmtFullBath', 'Electrical_SBrkr|ExterCond_Gd', 'Foundation_Tencode|Neighborhood_StoneBr', 'RoofStyle_Gambrel|Condition2_Artery', 'OverallQual|Neighborhood_BrkSide', 'RoofStyle_Shed|BsmtFinType2_Rec', 'SaleType_ConLD|GarageType_Basment', 'BsmtUnfSF|GarageCond_Ex', 'GarageCars|BsmtFinType2_Rec', 'SaleType_ConLD|FireplaceQu_Ex', 'BsmtCond_Gd|BsmtFinType1_Unf', 'Functional_Mod|SaleType_CWD', 'Neighborhood_Blmngtn|GarageCond_Gd', 'ExterQual_TA|SaleType_Tencode', 'BsmtHalfBath|BsmtFinType2_Unf', 'Foundation_BrkTil|Exterior2nd_AsphShn', 'HeatingQC_TA|HouseStyle_1.5Fin', 'RoofStyle_Gambrel|Condition1_Feedr', 'Neighborhood_Gilbert|Neighborhood_SawyerW', 'LandContour_HLS|Exterior1st_MetalSd', 'KitchenAbvGr|GarageCond_Gd', 'YearRemodAdd|SaleType_ConLD', 'LandSlope_Gtl|HouseStyle_2.5Unf', 'FireplaceQu_TA|WoodDeckSF', 'SaleType_ConLw|FireplaceQu_Po', 'ExterQual_Gd|MSZoning_FV', 'SaleCondition_Normal|Neighborhood_Sawyer', 'GarageCond_TA|RoofMatl_Tar&Grv', 'LandContour_HLS|Foundation_Slab', 'BedroomAbvGr|MSZoning_RH', 'Exterior2nd_Stone|Condition1_PosA', 'RoofStyle_Hip|Fence_MnPrv', 'Exterior1st_BrkFace|HouseStyle_SLvl', 'BldgType_Duplex|RoofStyle_Shed', 'Exterior1st_AsbShng|Electrical_FuseF', 'YrSold|BsmtFinType1_ALQ', 'LandContour_Bnk|Condition2_Norm', 'PoolQC_Tencode|BsmtCond_Tencode', 'BsmtFullBath|ExterCond_Tencode', 'BldgType_Twnhs|Exterior1st_Wd Sdng', 'Electrical_FuseA|3SsnPorch', 'FireplaceQu_Fa|RoofMatl_WdShngl', 'LotConfig_Corner|Electrical_FuseF', 'LandSlope_Sev|PoolArea', 'Neighborhood_Blmngtn|BsmtExposure_Av', 'GarageFinish_Fin|BsmtFinType1_GLQ', 'LotConfig_CulDSac|TotRmsAbvGrd', 'BldgType_Twnhs|Electrical_FuseP', 'Exterior2nd_AsbShng|Fence_GdPrv', 'KitchenQual_Tencode|GarageYrBlt', 'BsmtQual_Tencode|BsmtFinType1_ALQ', 'BldgType_2fmCon|LandSlope_Gtl', 'RoofStyle_Shed|MiscFeature_Shed', 'Neighborhood_CollgCr|HeatingQC_Tencode', 'CentralAir_Tencode|HouseStyle_1.5Fin', 'BldgType_Twnhs|BsmtFinType2_BLQ', 'MiscVal|KitchenQual_Fa', 'PavedDrive_N|Exterior2nd_Wd Shng', 'GarageFinish_Tencode|Exterior2nd_AsphShn', 'HouseStyle_1.5Unf|Exterior1st_Tencode', 'LandContour_HLS|BsmtExposure_No', 'BsmtExposure_Tencode|Neighborhood_NPkVill', 'GarageFinish_Unf|BldgType_2fmCon', 'LandContour_Tencode|BsmtFinType2_Unf', 'LotConfig_FR2|RoofStyle_Shed', 'MiscFeature_Othr|Neighborhood_BrkSide', 'BldgType_2fmCon|Neighborhood_NWAmes', 'HouseStyle_1.5Unf|MiscFeature_Shed', 'Condition1_Artery|BsmtCond_Gd', 'Electrical_FuseA|MasVnrType_None', 'MasVnrType_BrkCmn|GarageCond_Fa', 'SaleType_Tencode|Exterior2nd_Plywood', 'BldgType_Twnhs|LandSlope_Gtl', 'SaleCondition_Tencode|BsmtCond_Po', 'GarageType_BuiltIn|Fence_GdWo', 'Foundation_BrkTil|LandContour_Bnk', 'Neighborhood_NPkVill|MasVnrType_BrkFace', 'Exterior2nd_BrkFace|MSSubClass', 'MasVnrType_None|BsmtCond_TA', 'Exterior2nd_CmentBd|Neighborhood_Crawfor', 'RoofStyle_Hip|BsmtFinType2_ALQ', 'Electrical_SBrkr|MSZoning_RH', 'CentralAir_N|BsmtExposure_Mn', 'Neighborhood_Blmngtn|Condition1_PosA', 'Foundation_BrkTil|MSZoning_RH', 'Neighborhood_NoRidge|GarageCond_Tencode', 'ExterQual_Gd|Alley_Grvl', 'GarageCars|Neighborhood_NWAmes', 'FullBath|OpenPorchSF', 'Neighborhood_BrDale|LotConfig_Corner', 'Neighborhood_NAmes|BsmtExposure_No', 'BldgType_Twnhs|RoofMatl_WdShngl', 'LandSlope_Gtl|BldgType_1Fam', 'Exterior2nd_BrkFace|BedroomAbvGr', 'Neighborhood_SWISU|MasVnrType_Stone', 'Neighborhood_BrkSide|BsmtCond_Fa', 'Exterior2nd_CmentBd|MiscFeature_Shed', 'YearBuilt|Heating_Tencode', 'Utilities_Tencode|Exterior2nd_CmentBd', 'FireplaceQu_Gd|SaleType_ConLD', 'HeatingQC_Tencode|SaleType_COD', 'BldgType_Tencode', 'FireplaceQu_Po|PoolQC_Tencode', 'Neighborhood_Crawfor|MasVnrArea', 'SaleType_ConLw|Neighborhood_MeadowV', 'SaleType_ConLD|Exterior2nd_AsphShn', 'LotShape_Tencode|ExterQual_TA', 'Neighborhood_BrDale|Foundation_CBlock', 'RoofStyle_Gable|BsmtExposure_Gd', 'Neighborhood_Gilbert|ExterCond_Fa', 'Neighborhood_BrDale|SaleType_ConLw', 'GarageType_Tencode|Condition2_Tencode', 'OverallQual|Foundation_Slab', 'Utilities_Tencode|OpenPorchSF', 'HouseStyle_1Story|MSZoning_RM', 'GarageCond_Tencode|BsmtFullBath', 'Neighborhood_Blmngtn|SaleType_Oth', 'BsmtQual_TA|BsmtFinType2_Unf', 'LotShape_IR2|Functional_Maj1', '3SsnPorch|2ndFlrSF', 'SaleCondition_Family|GarageQual_Tencode', 'Electrical_FuseP|BsmtFinType2_BLQ', 'EnclosedPorch|HouseStyle_SFoyer', 'YearRemodAdd|Condition2_Norm', 'KitchenQual_Ex|Neighborhood_Timber', 'FireplaceQu_TA|Condition1_RRAn', 'MiscVal|Fence_MnPrv', 'BsmtHalfBath|SaleType_Tencode', 'SaleType_ConLw|GarageQual_Fa', 'BldgType_Duplex|KitchenQual_Gd', 'GarageFinish_Fin|Exterior2nd_BrkFace', 'Condition1_Feedr|Utilities_AllPub', 'YearBuilt|Exterior1st_Plywood', 'Heating_GasW|MiscFeature_Shed', 'TotalBsmtSF|LandSlope_Mod', 'Exterior1st_Stucco|CentralAir_Y', 'BsmtFinType2_Tencode|ExterQual_Tencode', 'Exterior1st_Stucco|Neighborhood_Sawyer', 'Utilities_Tencode|Neighborhood_IDOTRR', 'RoofStyle_Gambrel|SaleCondition_Normal', 'ScreenPorch|Exterior1st_MetalSd', 'Foundation_PConc|HouseStyle_SLvl', 'Functional_Typ|MasVnrType_None', 'Exterior2nd_Wd Sdng|MSSubClass', 'Foundation_PConc|BsmtFinSF1', 'GarageCond_TA|BsmtCond_TA', 'CentralAir_Y|Exterior1st_Wd Sdng', 'KitchenAbvGr|Condition2_Norm', 'HalfBath|Exterior1st_CemntBd', 'HouseStyle_SFoyer|Functional_Mod', 'Functional_Maj2|Exterior2nd_CmentBd', 'Alley_Tencode|LandContour_Lvl', 'RoofMatl_Tar&Grv|GarageType_Basment', 'FireplaceQu_Tencode|Functional_Min2', 'PavedDrive_P|FireplaceQu_TA', 'Condition1_Norm|BsmtFinType1_LwQ', 'RoofStyle_Gable|Neighborhood_IDOTRR', 'Condition1_Feedr|MSZoning_Tencode', 'SaleCondition_Tencode|GarageType_2Types', 'LandContour_HLS|PavedDrive_Tencode', 'GarageType_CarPort|MasVnrArea', 'SaleType_Tencode|Neighborhood_NWAmes', 'Neighborhood_Edwards|RoofStyle_Tencode', 'Exterior1st_BrkComm|Neighborhood_SawyerW', 'FireplaceQu_Gd|BsmtFinSF2', 'KitchenQual_Ex|SaleCondition_Abnorml', 'SaleCondition_Normal|Utilities_AllPub', 'SaleType_WD|Functional_Min1', 'KitchenAbvGr|Condition1_Tencode', 'GarageCond_Po|Functional_Mod', 'Exterior1st_BrkFace|MiscFeature_Tencode', 'YearBuilt|BsmtFinType1_LwQ', 'GarageQual_Fa|KitchenQual_TA', 'FireplaceQu_Gd|RoofStyle_Tencode', 'Fence_Tencode|GarageFinish_RFn', 'GarageArea|CentralAir_Y', 'HouseStyle_SFoyer|Neighborhood_Tencode', 'Exterior2nd_Stucco|MiscVal', 'Utilities_Tencode|MSZoning_Tencode', 'SaleType_ConLI|KitchenQual_TA', 'MoSold|Foundation_Slab', 'BsmtFinType2_BLQ|MSZoning_C (all)', 'Foundation_PConc|MasVnrType_None', 'GarageQual_Tencode|SaleType_Oth', 'SaleType_ConLD|GarageQual_Fa', 'Exterior1st_Tencode|Exterior2nd_HdBoard', 'Heating_GasA|SaleType_ConLI', 'Neighborhood_NWAmes|BsmtFinSF1', 'HeatingQC_Gd|HouseStyle_2Story', 'LotFrontage|Heating_Grav', 'Neighborhood_SawyerW|Functional_Min2', 'Condition1_PosA|GarageFinish_Tencode', 'Exterior1st_AsbShng|MSZoning_RL', 'Neighborhood_Gilbert|BsmtQual_Gd', 'Neighborhood_Sawyer|Foundation_CBlock', 'SaleCondition_Partial|PoolArea', 'Functional_Maj1|Neighborhood_NWAmes', 'Exterior2nd_Stone|Heating_Grav', 'LandSlope_Sev|MasVnrType_BrkFace', 'Neighborhood_Edwards|GarageType_CarPort', 'CentralAir_Tencode|MasVnrType_Stone', 'MiscFeature_Othr|FireplaceQu_TA', 'LandContour_Lvl|MiscFeature_Tencode', 'HeatingQC_TA|Exterior2nd_Plywood', 'PoolQC_Tencode|LandContour_Lvl', 'BsmtExposure_Av|BsmtQual_Gd', 'RoofStyle_Tencode|HouseStyle_2Story', 'LotShape_IR2|LandContour_Lvl', 'OpenPorchSF|Exterior1st_BrkComm', '1stFlrSF|MiscFeature_Tencode', 'MasVnrType_BrkCmn|FireplaceQu_TA', 'SaleType_Oth|BsmtCond_Fa', 'BsmtHalfBath|SaleType_Oth', 'BsmtFinType2_BLQ|RoofStyle_Gable', 'Foundation_Tencode|SaleCondition_Partial', 'Neighborhood_Edwards|Exterior2nd_HdBoard', 'Functional_Mod|Utilities_AllPub', 'OverallQual|BsmtExposure_Av', 'BsmtExposure_No|LotConfig_Inside', 'LotShape_Reg|Neighborhood_StoneBr', 'HouseStyle_SLvl|Exterior1st_WdShing', 'BsmtFinType2_ALQ|MiscFeature_Shed', 'LotConfig_FR2|Exterior2nd_Plywood', 'HouseStyle_2.5Unf|BsmtFinType1_GLQ', 'HeatingQC_Fa|BsmtFinType2_GLQ', 'Neighborhood_BrDale|GarageCond_Gd', 'Utilities_Tencode|BsmtCond_Gd', 'Exterior2nd_Stucco|BsmtCond_Po', 'GarageType_Detchd|HouseStyle_Tencode', 'HeatingQC_Gd|YearBuilt', 'Exterior2nd_Stucco|Neighborhood_NridgHt', 'Exterior1st_VinylSd|SaleType_CWD', 'BsmtUnfSF|SaleType_COD', 'Functional_Typ|SaleType_CWD', 'HeatingQC_Ex|KitchenQual_Fa', 'BsmtExposure_Av|Alley_Grvl', 'BsmtFinType2_Tencode|LandSlope_Mod', 'EnclosedPorch|GarageCars', 'GarageFinish_Unf|LotShape_IR3', 'ExterCond_TA|KitchenQual_TA', 'Exterior2nd_AsbShng|ExterCond_Fa', 'TotalBsmtSF|GarageType_2Types', 'MoSold|Foundation_CBlock', 'HouseStyle_Tencode|PavedDrive_P', 'LotShape_IR1|BsmtFinSF2', 'RoofMatl_Tencode|RoofStyle_Tencode', 'Neighborhood_Mitchel|RoofStyle_Tencode', 'Exterior2nd_BrkFace|BsmtCond_TA', 'Alley_Pave|FireplaceQu_Ex', 'Neighborhood_Veenker|KitchenQual_TA', 'SaleType_ConLD|ExterCond_Fa', 'HeatingQC_Fa|FireplaceQu_TA', 'Electrical_FuseF|PoolArea', 'LotConfig_Tencode|Condition2_Norm', 'OverallQual|Fence_Tencode', 'BsmtFinType1_Tencode|Neighborhood_Edwards', 'Neighborhood_Blmngtn|Foundation_CBlock', 'BldgType_Twnhs|Street_Grvl', 'LotFrontage|LandSlope_Gtl', 'Exterior1st_HdBoard|GarageQual_Gd', 'Condition1_RRAe|Exterior1st_MetalSd', 'KitchenQual_Ex', 'LotShape_IR2|GarageType_CarPort', 'SaleType_WD|Exterior2nd_Wd Shng', 'GarageQual_TA|ScreenPorch', 'Functional_Maj1|MSZoning_FV', 'Electrical_FuseP|BsmtFinType2_Unf', 'BldgType_2fmCon|BsmtFinType1_Unf', 'Exterior1st_BrkFace|RoofStyle_Gambrel', 'Neighborhood_NPkVill|SaleCondition_Abnorml', 'RoofStyle_Tencode|2ndFlrSF', 'Exterior2nd_MetalSd|Condition1_Feedr', 'BldgType_Twnhs|GarageQual_Po', 'YrSold|Exterior2nd_CmentBd', 'Foundation_Stone|WoodDeckSF', 'Foundation_Stone|LandSlope_Tencode', 'Foundation_Tencode|Condition2_Tencode', 'BsmtQual_Fa|GarageType_Attchd', 'GarageCond_Gd|Exterior1st_Plywood', 'KitchenQual_Tencode|BldgType_1Fam', 'RoofMatl_Tencode|GarageType_Attchd', 'EnclosedPorch|BsmtQual_TA', 'HouseStyle_1.5Unf|BldgType_TwnhsE', 'Exterior2nd_MetalSd|SaleCondition_Abnorml', 'BsmtQual_Tencode|SaleCondition_Normal', 'BedroomAbvGr|MasVnrType_None', 'HouseStyle_1.5Unf|RoofStyle_Gambrel', 'BldgType_Twnhs|Condition1_RRAe', 'GarageType_Tencode|PavedDrive_P', 'FireplaceQu_Fa|LowQualFinSF', 'BsmtFinType2_Tencode|LandContour_HLS', 'Condition2_Tencode|GarageCond_Fa', 'Neighborhood_Somerst|Condition1_RRAe', 'BsmtExposure_Av|BsmtFinType1_Unf', 'Exterior2nd_Stone|Exterior2nd_Tencode', 'RoofStyle_Shed|MSZoning_RL', 'GarageCond_Po|ExterCond_TA', 'PavedDrive_N|FireplaceQu_Gd', 'SaleType_COD|BsmtExposure_Gd', 'CentralAir_N|BsmtFinType1_Unf', 'GarageArea|Neighborhood_IDOTRR', 'KitchenQual_TA|MSZoning_FV', 'RoofMatl_CompShg|GarageCond_Fa', 'Street_Grvl|LotShape_IR3', 'BsmtFinType2_Rec|2ndFlrSF', 'HouseStyle_1Story|BsmtQual_Fa', 'SaleType_ConLI|GarageType_Attchd', 'PavedDrive_Y|MasVnrType_None', 'GarageCars|Neighborhood_Gilbert', 'Neighborhood_Gilbert|Neighborhood_IDOTRR', 'LandContour_Lvl|BsmtCond_Fa', 'BsmtExposure_Tencode|MSSubClass', 'BsmtExposure_Av|SaleCondition_Abnorml', 'Fireplaces|OpenPorchSF', 'BldgType_Duplex|HouseStyle_1Story', 'GarageCond_Po|Condition1_Feedr', 'Foundation_PConc|Functional_Maj2', 'BsmtFinType1_ALQ|GarageCond_Ex', 'Foundation_PConc|Neighborhood_Mitchel', 'Neighborhood_StoneBr|MSZoning_RL', 'Condition1_RRAe|MasVnrType_Stone', 'Heating_GasA|Exterior2nd_BrkFace', 'Alley_Pave|Foundation_Slab', 'YrSold|BldgType_TwnhsE', 'LandContour_HLS|SaleType_COD', 'GarageFinish_Unf|SaleCondition_Alloca', 'Exterior1st_BrkFace|SaleCondition_Family', 'GarageCond_Po|CentralAir_Y', 'HeatingQC_TA|Exterior2nd_BrkFace', 'Condition1_RRAe|BsmtFinType2_LwQ', 'SaleCondition_Partial|Neighborhood_Timber', 'FireplaceQu_Po|PavedDrive_P', 'Heating_GasA|Exterior1st_Tencode', 'Exterior2nd_Stone|HeatingQC_Gd', 'Electrical_Tencode|GarageFinish_Fin', 'PavedDrive_Tencode|MSZoning_Tencode', 'Neighborhood_Blmngtn|LandSlope_Gtl', 'Neighborhood_Blmngtn|Functional_Tencode', 'GarageType_Attchd|MiscFeature_Tencode', 'Exterior1st_BrkFace|2ndFlrSF', 'Exterior2nd_MetalSd|Exterior2nd_CmentBd', 'GarageCond_Ex|BsmtCond_TA', 'YearBuilt|GarageCond_Fa', 'BsmtFinType2_Tencode|GarageQual_Tencode', 'Condition1_RRAe|Exterior1st_WdShing', 'Exterior2nd_VinylSd|Neighborhood_Crawfor', 'MiscVal|BsmtFinSF2', 'Exterior1st_AsbShng|GarageType_2Types', 'Foundation_Stone|GarageFinish_Fin', 'Foundation_BrkTil|PoolArea', 'Street_Tencode|FireplaceQu_Gd', 'HeatingQC_TA|BsmtQual_Tencode', 'FireplaceQu_Gd|GarageCond_Gd', 'Neighborhood_Crawfor|BsmtExposure_Gd', 'MoSold|PoolArea', 'KitchenQual_Ex|SaleType_COD', 'Neighborhood_NAmes|MSZoning_RL', 'GarageCond_Fa|MSZoning_RM', 'SaleType_Tencode|Neighborhood_MeadowV', 'SaleType_WD|Neighborhood_SWISU', 'GarageCond_TA|ExterCond_Fa', 'PoolQC_Tencode|Condition2_Artery', 'Fireplaces|HouseStyle_1.5Fin', 'BsmtFinType2_Tencode|BsmtFinType2_Rec', 'FireplaceQu_Gd|LotConfig_CulDSac', 'HouseStyle_2.5Unf|WoodDeckSF', 'Utilities_Tencode|RoofStyle_Gable', 'Neighborhood_BrDale|Condition2_Norm', 'Neighborhood_Veenker|BsmtCond_Fa', 'Exterior2nd_Tencode|GarageFinish_Tencode', 'BldgType_Twnhs|Functional_Maj2', 'Neighborhood_Somerst|Fireplaces', 'Neighborhood_Blmngtn|MasVnrType_Tencode', 'Exterior1st_Stucco|SaleType_ConLI', 'PavedDrive_Tencode|Condition1_RRAe', 'Condition2_Norm|MasVnrType_Stone', 'BsmtQual_Tencode|CentralAir_Tencode', 'LandSlope_Gtl|HouseStyle_2Story', 'Neighborhood_Sawyer', 'LotShape_IR1|Heating_Tencode', 'LandSlope_Gtl|MasVnrType_None', 'BsmtFinType1_Tencode|MasVnrType_None', 'LandSlope_Sev|FireplaceQu_TA', 'BsmtFinSF2|SaleType_WD', 'Neighborhood_Veenker|LandSlope_Tencode', 'GarageQual_TA|Neighborhood_BrkSide', 'MasVnrType_None|BldgType_1Fam', 'HeatingQC_Gd|MoSold', 'FireplaceQu_Po|MasVnrType_None', 'GarageType_BuiltIn|GarageType_CarPort', 'Exterior2nd_Stucco|LandContour_Low', 'Foundation_PConc|ExterCond_TA', 'LotConfig_Tencode|RoofStyle_Tencode', 'Neighborhood_NAmes|Exterior1st_MetalSd', 'BsmtCond_Tencode|ScreenPorch', 'LotConfig_Corner|BsmtFinType2_ALQ', 'SaleType_WD|Foundation_Slab', 'HeatingQC_Fa|CentralAir_Tencode', 'FireplaceQu_Fa|HouseStyle_2Story', 'Fireplaces|FireplaceQu_Po', 'LandContour_Bnk|BsmtUnfSF', 'GarageQual_TA|Exterior2nd_Wd Sdng', 'Neighborhood_CollgCr|Fence_GdWo', 'FireplaceQu_Tencode|SaleType_Tencode', 'Neighborhood_Sawyer|SaleCondition_Partial', 'KitchenQual_Tencode|MiscFeature_Tencode', 'Neighborhood_BrDale|Condition1_PosN', 'SaleCondition_Tencode|ExterQual_TA', 'Electrical_SBrkr|HouseStyle_2.5Unf', 'GarageCond_Tencode|BsmtFinType2_LwQ', 'Neighborhood_Somerst|MSZoning_Tencode', 'LotFrontage|Neighborhood_OldTown', 'FullBath|BsmtQual_Gd', 'Exterior1st_AsbShng|ExterCond_Gd', 'Condition1_Artery|LowQualFinSF', 'GarageType_CarPort|HouseStyle_2.5Unf', 'Functional_Maj1|MSZoning_RH', 'ExterCond_TA|RoofStyle_Gambrel', 'YrSold|MasVnrType_Tencode', 'Exterior2nd_AsbShng|BsmtFinType2_BLQ', 'Electrical_FuseA|HouseStyle_1.5Fin', 'LotShape_Reg|RoofStyle_Gable', 'BsmtFinType1_BLQ|GarageQual_Fa', 'GarageFinish_Unf|Exterior2nd_Stucco', 'Neighborhood_ClearCr|SaleType_ConLI', 'KitchenQual_Tencode|Neighborhood_IDOTRR', 'FireplaceQu_Gd|FireplaceQu_Po', 'Foundation_CBlock|CentralAir_Y', 'GarageQual_Gd|Electrical_FuseF', 'Alley_Tencode|LandSlope_Gtl', 'FireplaceQu_Gd|MSSubClass', 'LotShape_Reg|BldgType_Twnhs', 'Exterior1st_Stucco|Condition1_RRAn', 'LotShape_IR2|CentralAir_Y', 'TotalBsmtSF|Neighborhood_SawyerW', 'YrSold|Neighborhood_Crawfor', 'SaleCondition_Alloca|HouseStyle_2Story', 'RoofStyle_Shed|BsmtCond_Fa', 'Fireplaces|MoSold', 'MiscFeature_Othr|SaleType_Tencode', 'Heating_Tencode|BsmtFinType2_LwQ', 'GarageType_Tencode|ExterQual_Ex', 'HouseStyle_1Story|LandContour_Lvl', 'PavedDrive_N|ExterQual_Tencode', 'LandContour_Low|Fence_MnWw', 'MSZoning_C (all)|Street_Pave', 'Condition1_Feedr|Exterior2nd_Wd Shng', 'Exterior2nd_Wd Sdng|Condition2_Artery', 'BsmtFinType2_Rec|Street_Pave', 'SaleCondition_Tencode|MiscFeature_Shed', 'Electrical_Tencode|SaleCondition_Alloca', 'Neighborhood_NoRidge|MSZoning_FV', 'ExterCond_TA|Condition1_PosN', 'PavedDrive_Y|Neighborhood_SWISU', 'BsmtFinType1_BLQ|Exterior1st_MetalSd', 'BsmtFinType2_GLQ|BsmtFinSF1', 'Foundation_CBlock|Foundation_Slab', 'ExterCond_Gd|GarageType_Attchd', 'Neighborhood_BrDale|Neighborhood_Crawfor', 'Exterior1st_BrkComm|MasVnrType_Stone', 'HouseStyle_2.5Unf|SaleType_COD', 'GarageQual_TA|BsmtUnfSF', 'LotShape_IR2|BsmtQual_TA', 'Heating_Grav|RoofMatl_CompShg', 'GarageCond_TA|PavedDrive_Y', 'LotConfig_Tencode|BsmtExposure_Gd', 'LandContour_Lvl|Neighborhood_Crawfor', 'LotShape_Tencode|Neighborhood_NridgHt', '3SsnPorch|BsmtFinType1_Unf', 'Functional_Typ|KitchenQual_Ex', 'Condition1_Artery|MiscVal', 'BldgType_Twnhs|BsmtQual_Gd', 'GarageCars|ExterQual_Tencode', 'LandContour_Tencode|GarageFinish_RFn', 'TotRmsAbvGrd|ExterQual_Tencode', 'Electrical_Tencode|LandSlope_Tencode', 'HouseStyle_SFoyer|Condition1_Norm', 'GarageCond_Tencode|SaleType_CWD', 'GarageCars|Exterior2nd_Wd Sdng', 'BedroomAbvGr|GarageCond_Gd', 'GarageCars|Neighborhood_Edwards', 'MiscFeature_Othr|Condition1_PosN', 'BsmtFinType1_Tencode|LandSlope_Tencode', 'Condition2_Tencode|CentralAir_Tencode', 'LotConfig_FR2|BsmtExposure_Mn', 'Foundation_BrkTil|Functional_Mod', 'BsmtQual_Fa|MasVnrType_Stone', 'HouseStyle_1Story|YearRemodAdd', 'SaleType_ConLw|GarageArea', 'BsmtFinType2_GLQ|BsmtQual_Gd', 'ExterCond_Gd|ScreenPorch', 'Neighborhood_NPkVill|Exterior1st_HdBoard', 'BsmtQual_Fa|LotShape_IR3', 'MoSold|KitchenQual_Fa', 'Exterior1st_BrkFace|GarageQual_Gd', 'FullBath|MSZoning_RM', 'BldgType_Duplex|Neighborhood_BrDale', 'Alley_Tencode|Neighborhood_SawyerW', 'Exterior2nd_CmentBd|GarageCond_Fa', 'GarageCond_Po|Neighborhood_OldTown', 'FireplaceQu_Tencode|HeatingQC_TA', 'Condition1_Norm|KitchenQual_Fa', 'Electrical_FuseA|BsmtUnfSF', 'Neighborhood_NridgHt|Functional_Maj1', 'RoofMatl_CompShg|Neighborhood_Sawyer', 'PavedDrive_Y|CentralAir_Tencode', 'RoofStyle_Gambrel|GarageType_Attchd', 'BsmtExposure_Tencode|SaleCondition_Partial', 'BsmtQual_Ex|SaleCondition_Normal', 'Exterior2nd_Stucco|LandContour_Lvl', 'ExterQual_TA|MSZoning_C (all)', 'GrLivArea|Exterior1st_HdBoard', 'Neighborhood_Tencode|MiscFeature_Shed', 'GarageQual_Gd|MSSubClass', 'Condition1_RRAe|RoofMatl_WdShngl', 'LotShape_IR2|Electrical_FuseF', 'LotConfig_Corner|KitchenQual_Ex', 'Utilities_Tencode|KitchenQual_Tencode', '3SsnPorch|BsmtExposure_No', 'Neighborhood_NPkVill|Neighborhood_OldTown', 'BsmtQual_Ex|BldgType_TwnhsE', 'BsmtFinType2_LwQ|BsmtExposure_Gd', 'BldgType_Duplex|LotArea', 'Neighborhood_Somerst|Foundation_Slab', 'Electrical_SBrkr|Neighborhood_SWISU', 'Exterior2nd_Stone|HouseStyle_2.5Unf', 'LotConfig_CulDSac|BsmtFinType2_LwQ', 'BsmtExposure_Gd|GarageType_2Types', 'CentralAir_Tencode|BsmtExposure_Gd', 'SaleType_New|BsmtFinType1_LwQ', 'OverallQual|Condition1_PosA', '1stFlrSF|Condition1_Norm', 'Neighborhood_CollgCr|SaleType_Tencode', 'RoofStyle_Flat|BsmtFinSF2', 'RoofMatl_Tencode|ExterCond_Gd', 'LandSlope_Mod|GarageCond_Ex', 'LotArea|ExterQual_Fa', 'HeatingQC_Gd|Alley_Grvl', 'LotShape_Reg|SaleCondition_Partial', 'PavedDrive_Tencode|GarageQual_Tencode', 'FireplaceQu_Ex|GarageQual_Tencode', 'MSZoning_RM|BldgType_TwnhsE', 'OverallQual|LandSlope_Mod', 'BldgType_2fmCon|Alley_Pave', 'Condition1_PosA|BldgType_Tencode', 'Condition1_PosA|Neighborhood_NAmes', 'Alley_Pave|Functional_Min1', 'BldgType_TwnhsE|Foundation_Slab', 'MSZoning_C (all)|ExterQual_Ex', 'HouseStyle_SFoyer|BsmtFinType1_LwQ', 'EnclosedPorch|BsmtExposure_No', 'LotShape_IR1|Neighborhood_OldTown', 'GarageCond_TA|Heating_Grav', 'KitchenQual_Fa|Utilities_AllPub', 'Neighborhood_OldTown|BsmtCond_Fa', 'Neighborhood_BrDale|GarageCond_TA', 'RoofMatl_Tencode|MasVnrType_BrkFace', 'Condition1_Tencode|BsmtFinType2_Unf', 'LandContour_Low|GarageQual_Tencode', 'Neighborhood_Somerst|HeatingQC_Gd', 'LotConfig_CulDSac|SaleType_Oth', 'FireplaceQu_Fa|Neighborhood_Gilbert', 'Electrical_SBrkr|CentralAir_N', 'PavedDrive_Tencode|Condition1_PosA', 'BsmtFinType2_GLQ|Neighborhood_OldTown', 'TotRmsAbvGrd|SaleCondition_Partial', 'BsmtFinType1_ALQ|HouseStyle_SLvl', 'MSZoning_RM|HouseStyle_2Story', 'Foundation_Stone|MasVnrArea', 'Exterior2nd_Stucco|BsmtFinType2_Rec', 'Exterior2nd_AsbShng|Exterior1st_HdBoard', 'SaleType_ConLI|SaleType_COD', 'FullBath|BsmtFinType1_Unf', 'LotShape_IR1|MiscVal', 'LotConfig_FR2|Functional_Min1', 'BsmtFullBath|ExterQual_Fa', 'Exterior1st_Stucco|Neighborhood_Tencode', 'LandContour_Low|LandSlope_Mod', 'LotConfig_Corner|BldgType_Tencode', 'LotShape_IR2|GarageQual_Gd', 'KitchenQual_Gd|GarageType_Basment', 'LotConfig_Corner|BsmtFinType1_LwQ', 'GarageCond_Po|BsmtFinType2_BLQ', 'LotConfig_CulDSac|CentralAir_Tencode', 'Functional_Tencode|Fence_MnWw', 'EnclosedPorch|HouseStyle_Tencode', 'Neighborhood_SWISU|LotShape_IR3', 'SaleCondition_Normal|ExterCond_Fa', 'HeatingQC_TA|BsmtQual_Fa', 'ScreenPorch|Functional_Min2', 'BsmtFinType2_ALQ|GarageCond_Tencode', 'Condition1_RRAe|SaleType_Oth', 'LotConfig_FR2|BldgType_Tencode', 'LandSlope_Sev|PoolQC_Tencode', 'MiscFeature_Gar2|Exterior1st_Wd Sdng', 'SaleType_COD|Functional_Min2', 'PavedDrive_Y|TotRmsAbvGrd', 'GarageFinish_Unf|LotConfig_Tencode', 'SaleCondition_Partial|Exterior2nd_Brk Cmn', 'LandContour_Bnk|Neighborhood_SawyerW', 'FireplaceQu_Tencode|GarageQual_Fa', 'Condition1_Norm|Street_Grvl', 'GarageQual_Fa|BsmtFinType2_Unf', 'Exterior2nd_Stucco|MSZoning_RL', 'SaleType_ConLw|Exterior2nd_Wd Sdng', 'Exterior2nd_Stone|Condition2_Norm', 'GarageCars|BsmtHalfBath', 'GarageFinish_Fin|GarageFinish_RFn', 'GrLivArea|BsmtExposure_No', 'Neighborhood_Mitchel|KitchenQual_Tencode', 'Electrical_FuseF|Foundation_CBlock', 'FullBath|KitchenQual_Tencode', 'LandSlope_Tencode|BsmtCond_Fa', 'Heating_GasW|Functional_Min1', 'Exterior1st_BrkFace|SaleType_New', 'Condition2_Tencode|Neighborhood_Gilbert', 'Exterior2nd_CmentBd|GarageType_Basment', 'Neighborhood_Crawfor|BsmtFinType1_LwQ', 'RoofMatl_WdShngl|ExterCond_Fa', 'HouseStyle_SFoyer|GarageQual_Tencode', 'Functional_Min1|Street_Pave', 'Foundation_Stone|Exterior2nd_HdBoard', 'BsmtHalfBath|PavedDrive_Y', 'Exterior2nd_BrkFace|ExterQual_Ex', 'BsmtFullBath|BsmtFinType2_Unf', 'GarageFinish_Fin|BsmtFullBath', 'Neighborhood_NAmes|BsmtExposure_Mn', 'GrLivArea|Neighborhood_Edwards', 'Exterior1st_WdShing|Foundation_Slab', 'LotConfig_CulDSac|2ndFlrSF', 'BsmtExposure_Tencode|SaleCondition_Family', 'Alley_Tencode|Neighborhood_Veenker', 'Exterior2nd_Tencode|MoSold', 'PavedDrive_Y|BldgType_TwnhsE', 'BsmtCond_Tencode|LotShape_IR3', 'Neighborhood_NPkVill|MasVnrType_None', 'Exterior2nd_AsbShng|MiscVal', 'FireplaceQu_Fa|Fence_MnPrv', 'Condition1_Norm|MasVnrArea', 'ExterQual_TA|CentralAir_Y', 'ExterQual_Gd|Street_Grvl', 'LotConfig_FR2|GarageCond_Fa', 'KitchenQual_Ex|BsmtExposure_Gd', 'Neighborhood_NAmes|KitchenQual_TA', 'EnclosedPorch|Heating_GasA', 'BsmtFullBath|Exterior2nd_Wd Sdng', 'FireplaceQu_Ex|ExterQual_Gd', 'KitchenAbvGr|HeatingQC_Tencode', 'Neighborhood_Edwards|WoodDeckSF', 'Condition1_PosN|HouseStyle_SLvl', 'Heating_GasW|HouseStyle_1.5Unf', 'SaleType_Tencode|BsmtFinType1_Rec', 'PavedDrive_P|GarageFinish_RFn', 'Neighborhood_Somerst|FireplaceQu_TA', 'ScreenPorch|HouseStyle_2Story', 'YrSold|Fence_MnWw', 'Utilities_Tencode|Street_Grvl', 'PoolQC_Tencode|GarageQual_Fa', 'Functional_Maj1|Exterior1st_Wd Sdng', 'Electrical_SBrkr|ExterQual_Gd', 'Condition2_Tencode|BsmtExposure_Mn', 'Exterior2nd_Stone|2ndFlrSF', 'GarageQual_Po|SaleType_CWD', 'GarageCond_TA|BsmtFinSF2', 'YearBuilt|OpenPorchSF', 'HeatingQC_Ex|SaleType_New', 'BldgType_Twnhs|PoolQC_Tencode', 'FireplaceQu_Po|BsmtFinType2_ALQ', 'Neighborhood_ClearCr|LotConfig_FR2', 'Electrical_Tencode|Neighborhood_StoneBr', 'Neighborhood_CollgCr|PavedDrive_P', 'Electrical_FuseA|PavedDrive_Y', 'GarageType_Attchd|PavedDrive_P', 'GarageArea|Street_Grvl', 'Exterior2nd_Stone|HeatingQC_Tencode', 'FireplaceQu_Gd|ExterCond_Gd', 'MiscFeature_Tencode|Exterior2nd_Plywood', 'HeatingQC_Tencode|Exterior1st_Plywood', 'Street_Tencode|Electrical_SBrkr', 'PoolQC_Tencode|ExterQual_Fa', 'Neighborhood_Veenker|Condition2_Tencode', 'Functional_Typ|BsmtFinType1_Rec', 'Street_Tencode|HalfBath', 'Condition1_RRAn|MasVnrArea', 'Exterior2nd_Wd Shng|ExterCond_Fa', 'SaleType_ConLD|ExterQual_Tencode', 'BsmtCond_Gd|BsmtExposure_Gd', 'GarageType_Detchd|ExterCond_Fa', 'BsmtFinType2_Rec|ExterQual_Tencode', 'BsmtFinType2_ALQ|Neighborhood_SawyerW', 'MiscFeature_Othr|Exterior1st_Stucco', 'MiscVal|MasVnrType_Tencode', 'MiscVal|SaleType_Oth', 'SaleType_Tencode|MasVnrType_BrkCmn', 'Exterior2nd_Stucco|Functional_Typ', 'SaleType_WD|BsmtExposure_Gd', 'Functional_Tencode|BsmtCond_TA', 'Neighborhood_BrDale|BsmtQual_TA', 'KitchenQual_Ex|Electrical_FuseF', 'Exterior2nd_AsbShng|LowQualFinSF', 'Neighborhood_Veenker|HouseStyle_2Story', 'Exterior2nd_Wd Sdng|PavedDrive_P', 'SaleType_ConLD|HalfBath', 'MSZoning_RM|Street_Pave', 'Exterior2nd_AsbShng|Street_Pave', 'PavedDrive_Tencode|SaleCondition_Partial', 'RoofStyle_Shed|MSZoning_RM', 'Exterior1st_CemntBd|SaleType_Oth', 'GarageFinish_Unf|Neighborhood_Edwards', 'SaleCondition_Partial|Exterior1st_BrkComm', 'LotShape_IR2|Neighborhood_Timber', 'KitchenAbvGr|FireplaceQu_Gd', 'PoolQC_Tencode|FireplaceQu_Fa', 'LotConfig_Corner|MoSold', 'GarageType_Tencode|Condition2_Artery', 'GarageFinish_Unf|1stFlrSF', 'Heating_Grav|Exterior2nd_Brk Cmn', 'Neighborhood_Blmngtn|Neighborhood_NoRidge', 'GarageQual_TA|SaleCondition_Normal', 'Exterior2nd_Tencode|SaleType_New', 'HouseStyle_SFoyer|ExterQual_Gd', 'Condition2_Artery|SaleCondition_Abnorml', 'LotShape_Reg|LotConfig_CulDSac', 'OpenPorchSF|GarageFinish_RFn', 'HouseStyle_1.5Unf|BsmtExposure_Gd', 'LandContour_Lvl|BsmtFinType2_Unf', 'YearBuilt|MSZoning_FV', 'Functional_Maj2|Neighborhood_BrkSide', 'FullBath|Exterior2nd_MetalSd', 'SaleCondition_Normal|GarageYrBlt', 'KitchenQual_Ex|PavedDrive_P', 'BsmtHalfBath|LandContour_Bnk', 'BsmtFinSF2|OverallCond', 'Neighborhood_Blmngtn|Exterior2nd_CmentBd', 'Exterior1st_Stucco|LandContour_Tencode', 'RoofMatl_Tencode|Exterior1st_Plywood', 'Alley_Tencode|3SsnPorch', 'FullBath|LandSlope_Gtl', 'Exterior2nd_MetalSd|ExterCond_Fa', 'Heating_GasW|HouseStyle_2.5Unf', 'FireplaceQu_TA', 'MSZoning_Tencode|LotShape_IR3', 'GarageQual_TA|BsmtExposure_Mn', 'SaleCondition_Partial|BldgType_Tencode', 'GarageType_Tencode|Exterior2nd_Brk Cmn', 'Exterior1st_HdBoard|SaleType_WD', 'HeatingQC_TA|BsmtCond_Gd', 'GarageFinish_Tencode|MSZoning_C (all)', 'BsmtFullBath|Condition1_PosN', 'GarageCond_Po|Neighborhood_Somerst', 'KitchenQual_Tencode|MSZoning_RH', 'Functional_Tencode|BsmtExposure_No', 'LotConfig_Corner|PoolArea', 'Neighborhood_Edwards|ExterQual_Ex', 'LandSlope_Tencode|GarageQual_TA', 'Neighborhood_Gilbert|Condition1_RRAn', 'OpenPorchSF|Condition1_RRAn', 'GarageQual_Fa|PoolArea', 'LotShape_IR2|CentralAir_N', 'Foundation_Stone|BsmtHalfBath', 'LotFrontage|ExterCond_Fa', 'ExterQual_TA|OpenPorchSF', 'HeatingQC_Gd|SaleCondition_Abnorml', 'Neighborhood_Blmngtn|Fence_MnPrv', 'Street_Tencode|FullBath', 'GarageFinish_Unf|GarageType_BuiltIn', 'RoofStyle_Tencode|Condition2_Norm', 'Exterior1st_BrkFace|BldgType_Twnhs', 'Foundation_PConc|GarageType_CarPort', 'SaleCondition_Normal|CentralAir_N', 'BsmtQual_Tencode|BldgType_1Fam', 'LowQualFinSF|SaleType_CWD', 'FireplaceQu_Tencode|HeatingQC_Tencode', 'Neighborhood_Veenker|ExterCond_Tencode', 'Condition2_Tencode|HouseStyle_1.5Fin', 'LotShape_Reg|BsmtUnfSF', 'Exterior2nd_MetalSd|Neighborhood_Gilbert', 'BldgType_Twnhs|BsmtCond_TA', 'LotConfig_FR2|BsmtQual_Ex', 'FullBath|MoSold', 'Condition1_Artery|BsmtQual_TA', 'EnclosedPorch|Functional_Maj1', 'Electrical_FuseP|Foundation_CBlock', 'Exterior2nd_Stucco|Exterior1st_Stucco', 'BsmtQual_Fa|ExterQual_Gd', 'Exterior1st_BrkFace|Exterior2nd_Stone', 'Foundation_Stone|Condition2_Norm', 'Condition1_Norm|BsmtUnfSF', 'LotShape_IR2|Fireplaces', 'RoofMatl_CompShg|GarageType_Attchd', 'LandContour_Bnk|SaleCondition_Partial', 'ExterQual_Ex|Neighborhood_StoneBr', 'BsmtQual_Fa|Exterior2nd_CmentBd', 'FullBath|Fence_GdPrv', 'KitchenQual_Ex|GarageQual_Tencode', 'KitchenAbvGr|TotRmsAbvGrd', 'GarageFinish_Fin|Fence_MnPrv', 'CentralAir_Tencode|BsmtFinType1_GLQ', 'LotArea|MiscVal', 'Street_Tencode|PavedDrive_Tencode', 'RoofStyle_Gable|Neighborhood_Crawfor', 'BsmtExposure_Tencode|Condition1_RRAe', 'Exterior2nd_Stone|LandSlope_Mod', 'GarageQual_Fa|Fence_MnWw', 'RoofMatl_CompShg|HeatingQC_Tencode', 'LotShape_IR2|MSZoning_RL', 'BsmtFinType1_ALQ|BsmtQual_Fa', 'HeatingQC_Fa|Neighborhood_OldTown', 'Neighborhood_Mitchel|PavedDrive_Tencode', 'BldgType_2fmCon|Neighborhood_Gilbert', 'GarageFinish_Unf|OverallCond', 'Street_Tencode|YearBuilt', 'BldgType_2fmCon|PoolQC_Tencode', 'BldgType_Duplex|LotConfig_Tencode', 'SaleCondition_Alloca|ExterCond_Fa', 'RoofStyle_Hip|Exterior2nd_Brk Cmn', 'HeatingQC_Tencode|Neighborhood_Crawfor', 'HeatingQC_Gd|Neighborhood_NoRidge', 'Neighborhood_Tencode|HouseStyle_1.5Fin', 'SaleType_Tencode|GarageQual_Tencode', 'BsmtFinType2_BLQ|RoofMatl_Tar&Grv', 'Neighborhood_NPkVill|Neighborhood_Tencode', 'RoofMatl_Tencode|MasVnrType_Tencode', 'Heating_GasW|Neighborhood_Sawyer', 'BsmtExposure_Tencode|GarageQual_Fa', 'YearBuilt|MoSold', 'BldgType_Duplex|Exterior2nd_BrkFace', 'PavedDrive_P|Neighborhood_MeadowV', 'BsmtFullBath|HouseStyle_SLvl', 'Exterior1st_Stucco|GarageType_2Types', 'Condition2_Tencode|CentralAir_Y', 'GarageCars|FullBath', 'MiscFeature_Othr|Exterior1st_WdShing', 'SaleType_New|ExterQual_Gd', 'BsmtExposure_Tencode|LotShape_IR1', 'BldgType_Tencode|LotShape_IR3', 'LotConfig_Tencode|LandSlope_Gtl', 'ExterQual_Ex|SaleType_CWD', 'Fence_GdPrv|Condition1_Norm', 'BsmtFinType1_Tencode|Neighborhood_Somerst', 'Functional_Maj1|Fence_MnWw', 'Exterior2nd_BrkFace|BsmtFinType1_LwQ', 'Electrical_FuseF|BsmtExposure_Av', 'GarageFinish_Tencode|Exterior1st_WdShing', 'Neighborhood_SWISU|HeatingQC_Tencode', 'GarageType_Basment|GarageCond_Ex', 'GarageFinish_Tencode|ExterQual_Ex', 'LotShape_Reg|LotShape_IR3', 'HeatingQC_Gd|Foundation_Tencode', 'GarageCars|BldgType_1Fam', 'ExterQual_TA|Fence_Tencode', 'BsmtFinType1_Tencode|FullBath', 'Exterior2nd_VinylSd|MSSubClass', 'Heating_Grav|ScreenPorch', 'BldgType_Tencode|HouseStyle_SLvl', 'GarageType_CarPort|Exterior2nd_AsphShn', 'RoofStyle_Tencode|BsmtCond_TA', 'LandSlope_Mod|Exterior2nd_Brk Cmn', 'SaleType_ConLD|Foundation_Tencode', 'Exterior1st_AsbShng|BsmtFullBath', 'GarageCond_Po|GarageType_Basment', 'HouseStyle_1.5Unf|GarageCond_Ex', 'HeatingQC_Tencode|BsmtFinType1_Rec', 'Exterior1st_BrkFace|GarageCars', 'Fence_GdWo|BsmtQual_Gd', 'Functional_Maj1|GarageYrBlt', 'GarageType_BuiltIn|SaleType_Oth', 'BedroomAbvGr|Exterior1st_Plywood', 'SaleType_ConLw|MasVnrType_Tencode', 'MoSold|Alley_Grvl', 'SaleType_WD|HouseStyle_2.5Unf', 'Exterior1st_BrkComm|LotConfig_Inside', 'MiscFeature_Tencode|Neighborhood_SawyerW', 'ExterCond_TA|GarageType_BuiltIn', 'Exterior1st_BrkFace|GarageFinish_Fin', 'Alley_Pave|Condition1_RRAn', 'FullBath', 'GarageQual_TA|CentralAir_N', 'HeatingQC_Fa|MSZoning_C (all)', 'SaleCondition_Tencode|BsmtExposure_Mn', 'Exterior2nd_Stone|GarageQual_TA', 'GarageCond_Po|MSZoning_RL', 'BsmtFinType2_Tencode|GarageType_2Types', 'GarageCond_Gd|MasVnrType_Stone', 'BsmtQual_TA|Condition1_RRAe', 'Foundation_PConc|Foundation_CBlock', 'Condition1_PosN|BsmtExposure_Av', 'Functional_Min1|Neighborhood_BrkSide', 'FireplaceQu_Tencode|ExterQual_Ex', 'Exterior2nd_AsbShng|GarageCond_TA', 'Neighborhood_Blmngtn|BsmtQual_TA', 'MiscVal|LandSlope_Sev', 'HouseStyle_Tencode|Neighborhood_StoneBr', 'RoofStyle_Flat|SaleCondition_Normal', 'GrLivArea|LandContour_HLS', 'Electrical_Tencode|Functional_Maj2', 'MasVnrArea|LotConfig_Inside', 'Electrical_Tencode|FireplaceQu_Ex', 'Neighborhood_BrDale|LotConfig_Tencode', 'HouseStyle_1Story|Exterior1st_Stucco', 'Electrical_FuseP|Neighborhood_IDOTRR', 'Foundation_BrkTil', 'Heating_GasA|LandContour_Bnk', 'BsmtFinType2_GLQ|Functional_Min1', 'HeatingQC_Ex|ExterCond_Gd', 'HouseStyle_SLvl|Exterior1st_Plywood', 'YearBuilt|BsmtQual_Ex', 'HeatingQC_TA|GarageArea', 'LandSlope_Gtl|GarageYrBlt', 'LotConfig_Corner|ScreenPorch', 'HeatingQC_Gd|Condition2_Artery', 'MSZoning_C (all)|GarageType_Attchd', 'Neighborhood_Veenker|Electrical_SBrkr', 'HeatingQC_TA|LotFrontage', 'Electrical_Tencode|FireplaceQu_Fa', 'RoofMatl_Tencode|Fence_MnPrv', 'SaleType_New|GarageArea', 'BsmtFinType1_BLQ|HeatingQC_Ex', 'BsmtQual_Fa|Neighborhood_NAmes', 'PoolQC_Tencode|BsmtQual_Fa', 'GarageCond_TA|MoSold', 'Foundation_BrkTil|Exterior2nd_Brk Cmn', 'Alley_Pave|MiscFeature_Tencode', 'Exterior1st_AsbShng|Neighborhood_Tencode', 'BsmtFinType1_Rec|LowQualFinSF', 'RoofStyle_Hip|Exterior2nd_Wd Sdng', 'Street_Tencode|Street_Pave', 'LandSlope_Gtl|KitchenQual_TA', 'BsmtCond_Tencode|Fence_GdWo', 'Exterior2nd_Stone|Fireplaces', 'RoofStyle_Gable|MasVnrType_Tencode', 'GarageCond_Fa|CentralAir_Tencode', 'LandContour_HLS|SaleType_ConLI', 'MiscFeature_Tencode|Fence_MnWw', 'BsmtFinType2_ALQ|FireplaceQu_Ex', 'BsmtFinSF2|Fence_MnWw', 'Utilities_Tencode|Neighborhood_Somerst', 'FullBath|BsmtFullBath', 'GarageQual_Gd|ExterQual_Gd', 'Neighborhood_Mitchel|Foundation_BrkTil', 'Condition2_Norm|MSZoning_RH', 'Neighborhood_NoRidge|BsmtFinSF1', 'Heating_Grav|Neighborhood_Crawfor', 'HouseStyle_1Story|LotConfig_FR2', 'GarageType_Detchd|Neighborhood_OldTown', 'Fence_GdWo|BsmtFinType2_Unf', 'Exterior2nd_AsbShng|Exterior1st_AsbShng', 'Neighborhood_Mitchel|RoofStyle_Shed', 'BsmtExposure_Tencode|Street_Grvl', 'Functional_Maj2|BsmtCond_Po', 'BsmtFinType2_GLQ|CentralAir_N', 'BsmtCond_Tencode|MasVnrType_Stone', 'HeatingQC_Gd|MasVnrType_Stone', 'Condition2_Tencode|HouseStyle_2Story', 'FullBath|PavedDrive_Y', 'Exterior2nd_Stone|WoodDeckSF', 'GarageCond_Gd|Condition1_Feedr', 'SaleCondition_Tencode|Condition1_RRAe', 'Heating_Tencode|BsmtExposure_Mn', 'FireplaceQu_Po|Neighborhood_SWISU', 'YrSold|SaleType_ConLw', 'GarageQual_Fa|BsmtFinType2_Rec', 'PoolQC_Tencode|KitchenQual_Fa', 'LandContour_Tencode|LandSlope_Gtl', 'SaleCondition_Tencode|LandContour_Tencode', 'Functional_Typ|BsmtExposure_Gd', 'Exterior1st_BrkFace|MSZoning_FV', 'BsmtHalfBath|BldgType_TwnhsE', 'LotConfig_CulDSac|BldgType_TwnhsE', 'HouseStyle_SFoyer|SaleType_Tencode', 'BsmtExposure_Tencode|GarageType_Tencode', 'BldgType_2fmCon|YearBuilt', 'PavedDrive_Y|Neighborhood_StoneBr', 'RoofStyle_Flat|Condition1_PosA', 'RoofStyle_Gambrel|BsmtCond_TA', 'LandContour_Low|MSZoning_RM', 'SaleType_ConLD|HouseStyle_SLvl', 'Neighborhood_CollgCr|GarageArea', 'PavedDrive_Y|RoofMatl_WdShngl', 'Condition1_Feedr|CentralAir_N', 'Neighborhood_Tencode|Neighborhood_Timber', 'RoofStyle_Flat|PoolArea', 'GarageCond_Tencode|HouseStyle_1.5Unf', 'Neighborhood_StoneBr|GarageQual_Tencode', 'SaleType_ConLw|Neighborhood_StoneBr', '1stFlrSF|GarageQual_Po', 'BldgType_2fmCon|BldgType_Tencode', 'Neighborhood_Blmngtn|FireplaceQu_Fa', 'Heating_GasA|LotArea', 'BsmtFinType1_Rec|FireplaceQu_TA', 'KitchenQual_Gd|FullBath', 'Neighborhood_NPkVill|Electrical_SBrkr', 'Heating_GasA|OverallCond', 'PoolArea|GarageQual_Tencode', 'BsmtHalfBath|Condition1_Norm', 'GarageCars|PoolQC_Tencode', 'Neighborhood_Somerst|GarageFinish_RFn', 'GarageCars|MiscFeature_Othr', 'Fence_GdPrv|GarageFinish_RFn', 'LotShape_Reg|BldgType_Tencode', 'BsmtHalfBath|LotShape_IR3', 'LotConfig_CulDSac|GarageFinish_RFn', 'EnclosedPorch|BsmtCond_Tencode', 'BsmtFinType2_BLQ|LotConfig_Inside', 'GrLivArea|Fence_GdWo', 'GarageQual_TA|Exterior1st_MetalSd', 'Condition1_Tencode|SaleType_Oth', 'GarageCars|GarageCond_Gd', 'Exterior2nd_AsbShng|SaleCondition_Family', 'OpenPorchSF', 'BldgType_2fmCon|LandSlope_Tencode', 'GarageQual_Fa|TotRmsAbvGrd', 'BldgType_Duplex|MSZoning_RM', 'FireplaceQu_Po|3SsnPorch', 'GarageCars|GarageFinish_Tencode', 'Condition1_Norm|Foundation_Slab', 'Exterior2nd_Stone|MasVnrArea', 'GarageCars|LandContour_Lvl', 'SaleCondition_Tencode|Exterior2nd_Stucco', 'LotShape_Tencode|OpenPorchSF', 'BedroomAbvGr|GarageType_CarPort', 'Fireplaces|BsmtFinType1_Unf', 'Exterior1st_BrkFace|BsmtFinType2_Tencode', 'SaleType_Tencode|GarageType_Basment', 'PavedDrive_Y|Exterior1st_CemntBd', 'Electrical_FuseA|Condition1_RRAe', 'Neighborhood_Edwards|BsmtQual_Ex', 'SaleType_Tencode|Electrical_FuseF', 'Electrical_FuseP|Exterior2nd_Plywood', 'GarageQual_Gd|Heating_Tencode', 'RoofStyle_Shed|GarageCond_Ex', 'Street_Grvl|ExterCond_Fa', 'Exterior1st_HdBoard|ExterCond_Gd', 'Neighborhood_NridgHt|Exterior1st_BrkComm', 'Neighborhood_ClearCr|Neighborhood_Veenker', 'Foundation_Tencode|Exterior1st_Plywood', 'LotShape_Tencode|MSZoning_RM', 'Fireplaces|Condition1_RRAe', '3SsnPorch|BsmtCond_Gd', 'BsmtFinType1_LwQ|Exterior1st_Tencode', 'BsmtFinType2_Tencode|KitchenQual_Gd', 'FullBath|Condition2_Norm', 'OpenPorchSF|BsmtUnfSF', 'MoSold|BsmtCond_Tencode', 'BsmtFinType1_Tencode|MiscFeature_Othr', 'GarageType_Detchd|LotShape_IR1', 'Functional_Typ|BsmtFullBath', 'TotalBsmtSF|Exterior2nd_Wd Shng', 'MoSold|CentralAir_Tencode', 'MiscFeature_Shed|CentralAir_Y', 'RoofStyle_Shed|Foundation_Slab', 'GarageQual_Gd|Exterior1st_MetalSd', 'Condition1_PosA|MasVnrType_Tencode', 'Exterior2nd_AsbShng|BsmtFinType2_Rec', 'Electrical_Tencode|Functional_Maj1', 'BsmtFinType2_Tencode|Functional_Min1', 'Electrical_FuseP|SaleType_CWD', 'LandSlope_Tencode|BldgType_1Fam', 'LandContour_Bnk|SaleType_New', 'LandContour_Bnk|TotRmsAbvGrd', 'SaleType_New|BldgType_Tencode', 'Alley_Pave|GarageQual_TA', 'OverallQual|LotShape_IR2', 'YrSold|LandContour_Tencode', 'LowQualFinSF|MSZoning_FV', 'HalfBath|Functional_Maj1', 'BldgType_Twnhs|BsmtQual_Ex', 'Neighborhood_Veenker|PavedDrive_Y', 'HouseStyle_1.5Unf|Functional_Maj1', 'Functional_Tencode|GarageCond_Ex', 'YrSold|Exterior1st_HdBoard', 'ExterQual_TA|Condition1_Tencode', 'Fence_GdPrv|LandSlope_Gtl', 'KitchenQual_Ex|Fence_MnPrv', 'BldgType_Twnhs|Neighborhood_NoRidge', 'GarageFinish_Tencode|Neighborhood_Gilbert', 'HeatingQC_Gd|Condition1_RRAe', 'PavedDrive_Y|BsmtCond_Tencode', 'LandSlope_Mod|Condition1_Norm', 'BsmtFinType1_Tencode|MasVnrType_BrkCmn', 'Condition1_Norm|Condition2_Artery', 'Neighborhood_NridgHt|FireplaceQu_TA', 'TotalBsmtSF|Fence_GdWo', 'HeatingQC_Tencode|Electrical_FuseF', 'Exterior2nd_Stucco|LowQualFinSF', 'Condition1_Artery|FireplaceQu_TA', 'Fence_GdPrv|Exterior1st_WdShing', 'HeatingQC_Fa|PavedDrive_Y', 'GarageType_BuiltIn|MoSold', 'HeatingQC_Fa|BsmtFinType1_ALQ', 'KitchenAbvGr|MSZoning_RL', 'PavedDrive_N|Fence_MnWw', 'BsmtFinType1_Tencode|MiscFeature_Shed', 'RoofMatl_Tar&Grv|BsmtCond_Gd', 'BsmtFinType2_Rec|Fence_MnWw', 'BsmtFinType1_Rec|Condition1_RRAn', 'Heating_GasA|LotConfig_FR2', 'MiscFeature_Tencode|Street_Grvl', 'BedroomAbvGr|BsmtFullBath', 'BldgType_Twnhs|CentralAir_Tencode', 'OverallQual|Exterior1st_MetalSd', 'LotShape_IR1|Electrical_SBrkr', 'Neighborhood_SWISU|Neighborhood_Gilbert', 'Functional_Maj2|Neighborhood_NWAmes', 'ExterCond_TA|Neighborhood_OldTown', 'BldgType_2fmCon|GarageQual_Po', 'ExterQual_TA|Heating_GasW', 'Functional_Maj2|SaleType_COD', 'BsmtQual_Fa|BsmtExposure_Mn', 'BsmtFinType2_Tencode|RoofStyle_Gambrel', 'GarageFinish_Tencode|2ndFlrSF', 'YrSold|MiscVal', 'ExterQual_Gd|Fence_MnPrv', 'LotShape_Tencode|PavedDrive_P', 'GarageFinish_Fin|SaleType_WD', 'Neighborhood_NridgHt|HalfBath', 'GarageCond_Gd|GarageCond_Ex', 'Neighborhood_NPkVill|LowQualFinSF', 'BsmtFullBath|MasVnrType_BrkFace', 'Utilities_Tencode|Neighborhood_SWISU', 'BsmtFinSF2|KitchenQual_Tencode', 'BsmtCond_Fa|LotConfig_Inside', 'BsmtFullBath|RoofStyle_Gambrel', 'Exterior1st_VinylSd|Neighborhood_BrkSide', 'BsmtFinType2_GLQ|Neighborhood_NoRidge', 'Neighborhood_BrDale|Neighborhood_ClearCr', 'LandContour_Lvl|HouseStyle_1.5Unf', 'Neighborhood_NWAmes|GarageType_Attchd', 'FireplaceQu_Gd|Heating_GasW', 'Heating_Tencode|SaleType_Oth', 'Exterior1st_BrkFace|SaleType_ConLI', 'Neighborhood_NAmes|GarageArea', 'TotRmsAbvGrd|BldgType_1Fam', 'BsmtFinSF2|BldgType_1Fam', 'Exterior1st_Stucco|GarageFinish_Tencode', 'MSZoning_C (all)|Exterior2nd_AsphShn', 'Fence_Tencode|LandSlope_Gtl', 'Exterior2nd_Stucco|Exterior1st_Plywood', 'SaleType_Tencode|Condition2_Tencode', 'GarageCond_TA|SaleType_Tencode', 'Neighborhood_NridgHt|SaleCondition_Partial', 'LotFrontage|HeatingQC_Gd', 'Condition2_Tencode|Functional_Min1', 'BsmtFinSF2|BsmtCond_Tencode', 'Neighborhood_NoRidge|Functional_Maj2', 'RoofStyle_Gambrel|Functional_Maj1', 'FireplaceQu_Tencode|Condition1_Tencode', 'Neighborhood_NridgHt|MSZoning_RH', 'SaleCondition_Tencode|BsmtFinSF1', 'BsmtFinType2_BLQ|BsmtCond_Tencode', 'EnclosedPorch|ExterQual_Ex', 'LotConfig_Tencode|MSZoning_RM', 'Functional_Maj2|Exterior2nd_Brk Cmn', 'PavedDrive_Y|Neighborhood_NWAmes', 'RoofStyle_Hip|Neighborhood_NAmes', 'TotalBsmtSF|LotConfig_CulDSac', 'BsmtFinType2_BLQ|Neighborhood_BrkSide', 'PoolArea|MSZoning_RH', 'Exterior1st_VinylSd|GarageYrBlt', 'Alley_Pave|BsmtFinSF2', 'SaleType_ConLD|GarageType_BuiltIn', 'Neighborhood_Mitchel|Neighborhood_OldTown', 'BsmtQual_Tencode|RoofMatl_WdShngl', 'Exterior1st_CemntBd|SaleCondition_Abnorml', 'BldgType_2fmCon|HouseStyle_2.5Unf', 'BsmtFullBath|BsmtCond_Fa', 'BldgType_Twnhs|HeatingQC_Gd', 'GarageCond_Po|Electrical_Tencode', 'Condition1_PosA|Neighborhood_StoneBr', 'Utilities_Tencode|BsmtFinType1_Tencode', 'YrSold|GarageCond_TA', 'Exterior1st_AsbShng|Neighborhood_IDOTRR', 'LotConfig_CulDSac|HouseStyle_1.5Fin', 'Fireplaces|RoofStyle_Gambrel', 'KitchenQual_Gd|WoodDeckSF', 'Neighborhood_CollgCr|BsmtFinSF2', '2ndFlrSF|Utilities_AllPub', 'Neighborhood_ClearCr|Exterior2nd_VinylSd', 'Exterior2nd_AsbShng|YearRemodAdd', 'MoSold|GarageYrBlt', 'BldgType_1Fam|BsmtFinType1_GLQ', 'LandSlope_Tencode|MSZoning_C (all)', 'GarageCond_TA|GarageType_Attchd', 'FireplaceQu_Fa|GarageFinish_RFn', 'BsmtExposure_Av|SaleType_Oth', 'LandSlope_Sev|MasVnrType_BrkCmn', 'GarageFinish_Fin|SaleType_CWD', 'ExterCond_TA|BsmtQual_Fa', 'GarageCond_Gd|BsmtExposure_Av', 'Heating_Tencode|GarageQual_TA', 'Neighborhood_Blmngtn|MSSubClass', 'Heating_GasA|LowQualFinSF', 'BsmtFinType2_LwQ|Street_Grvl', 'LotShape_Tencode|MoSold', 'FireplaceQu_Tencode|Fence_GdWo', 'GarageQual_Gd|Functional_Min2', 'RoofStyle_Hip|GarageFinish_Tencode', 'Exterior1st_Stucco|HouseStyle_1.5Fin', 'BsmtFinType2_Unf|Neighborhood_SawyerW', 'BsmtExposure_Tencode|Neighborhood_Blmngtn', 'Condition1_RRAn|Utilities_AllPub', 'GarageCars|Heating_Tencode', 'Neighborhood_Veenker|BsmtFinType1_Unf', 'Neighborhood_BrDale|Functional_Min2', 'LotArea|MSZoning_RH', 'Alley_Tencode|SaleType_ConLw', 'Neighborhood_NWAmes|BsmtFinType2_Rec', 'MiscVal|HouseStyle_1.5Fin', 'Neighborhood_ClearCr|Fence_GdPrv', 'Exterior2nd_Tencode|GarageYrBlt', 'Condition1_Artery|GarageType_Detchd', 'Alley_Pave|Condition1_Tencode', 'Neighborhood_OldTown|Condition2_Tencode', 'Exterior1st_Stucco|Exterior1st_Tencode', 'PavedDrive_N|GarageType_2Types', 'Neighborhood_Mitchel|MasVnrType_Tencode', 'ExterCond_Gd|BldgType_TwnhsE', 'Exterior2nd_VinylSd|GarageArea', 'Electrical_Tencode|PavedDrive_Tencode', 'YearRemodAdd|BsmtFinType2_BLQ', 'SaleType_Tencode|Neighborhood_StoneBr', 'GarageCond_Po|Condition2_Norm', 'BsmtFinType2_Rec|Neighborhood_SawyerW', 'BsmtHalfBath|PoolArea', 'LotShape_IR1|KitchenQual_Tencode', 'GarageFinish_Fin|Exterior2nd_Plywood', 'Neighborhood_NoRidge|ExterQual_Fa', 'HeatingQC_Gd|Neighborhood_StoneBr', 'Exterior2nd_CmentBd|Fence_GdWo', '2ndFlrSF|BsmtExposure_Gd', 'YearBuilt|TotRmsAbvGrd', 'PavedDrive_Tencode|LotConfig_Tencode', 'FullBath|HouseStyle_2Story', 'GarageCars|KitchenQual_Ex', 'TotalBsmtSF|Exterior2nd_VinylSd', 'Neighborhood_Sawyer|ExterQual_Fa', 'Exterior2nd_Stucco|KitchenQual_TA', 'ScreenPorch|Condition2_Norm', 'Neighborhood_Mitchel|PavedDrive_Y', 'HouseStyle_Tencode|GarageCond_Ex', 'Exterior1st_VinylSd|MSZoning_FV', 'BsmtQual_Tencode|Fence_Tencode', 'HouseStyle_1Story|MSZoning_C (all)', 'Condition1_RRAe|CentralAir_N', 'PavedDrive_N|BsmtFullBath', 'Neighborhood_StoneBr|BsmtCond_TA', 'Heating_Grav|Condition1_RRAe', 'YrSold|Exterior1st_CemntBd', 'GrLivArea|LotConfig_Corner', 'LandContour_Tencode|PavedDrive_P', 'Neighborhood_ClearCr|MiscVal', 'PoolQC_Tencode|Neighborhood_Crawfor', 'EnclosedPorch|HeatingQC_Ex', 'RoofMatl_Tencode|FireplaceQu_Ex', 'SaleType_WD', 'GarageType_Basment|Neighborhood_SawyerW', 'SaleCondition_Partial|Street_Grvl', 'KitchenQual_Fa|LotShape_IR3', 'RoofStyle_Hip|Condition1_Norm', 'Foundation_Stone|Foundation_Slab', 'RoofStyle_Shed|Functional_Min2', 'Electrical_Tencode|LandContour_Bnk', 'Neighborhood_OldTown|MSSubClass', 'Exterior1st_BrkFace|BsmtFinType1_ALQ', 'SaleType_ConLw|1stFlrSF', 'BsmtFinType2_Tencode|MasVnrType_BrkFace', 'LotArea|LotShape_IR3', 'Fireplaces|Electrical_SBrkr', 'ExterQual_TA|Fence_MnWw', 'Exterior1st_BrkFace|BsmtFinType1_LwQ', 'Neighborhood_Tencode|RoofStyle_Gable', 'GarageCond_TA|GarageQual_Fa', 'HouseStyle_SFoyer|SaleType_ConLD', 'Neighborhood_NridgHt|SaleCondition_Abnorml', 'RoofMatl_Tar&Grv|Neighborhood_MeadowV', 'BsmtFinType2_LwQ|KitchenQual_TA', 'MiscFeature_Othr|ExterQual_Tencode', 'LotArea|MasVnrType_Tencode', 'Foundation_BrkTil|BsmtFinType1_Unf', 'BldgType_Twnhs|LandContour_Lvl', 'KitchenQual_Tencode|OpenPorchSF', 'YrSold|Street_Grvl', 'BldgType_Duplex|SaleType_Oth', 'SaleType_New|BsmtCond_Fa', 'BsmtFinType2_BLQ|HalfBath', 'FireplaceQu_Po|Neighborhood_Edwards', 'Heating_Tencode|Functional_Maj1', 'LotShape_Tencode|FireplaceQu_Po', 'HouseStyle_Tencode|Exterior1st_Plywood', 'RoofMatl_Tar&Grv|Functional_Maj1', 'Fence_Tencode|RoofStyle_Tencode', 'Condition1_Artery|MSZoning_RL', 'Functional_Typ|GarageType_BuiltIn', 'HeatingQC_Ex|Condition1_Norm', 'Heating_Grav|ExterQual_Gd', 'BsmtCond_Po|ExterCond_Fa', 'BsmtFinType1_Rec|GarageCond_Fa', 'GarageCond_TA|PavedDrive_Tencode', 'LandContour_Bnk|Neighborhood_MeadowV', 'Neighborhood_Somerst|Neighborhood_Tencode', 'SaleCondition_Partial|Neighborhood_SawyerW', 'LotConfig_CulDSac|ExterQual_Gd', 'Fence_GdPrv|ExterCond_Tencode', 'FireplaceQu_Po|OverallCond', 'Exterior1st_Stucco|LandContour_HLS', 'Exterior1st_Stucco|1stFlrSF', 'BsmtFinType1_ALQ|ExterCond_Fa', 'BsmtFinType2_Tencode|RoofStyle_Tencode', 'HeatingQC_Fa|Exterior2nd_BrkFace', 'BsmtFinType1_Unf|MSZoning_RH', 'SaleType_ConLI|RoofStyle_Shed', 'ExterQual_TA|Foundation_PConc', 'LandSlope_Mod|GarageArea', 'BsmtQual_Fa|SaleType_CWD', 'GrLivArea|KitchenQual_Gd', 'Neighborhood_ClearCr|BsmtFinType1_LwQ', 'Exterior2nd_Stone|3SsnPorch', 'HouseStyle_1.5Unf|Exterior2nd_AsphShn', 'Foundation_PConc|Exterior1st_VinylSd', 'Neighborhood_Blmngtn|ExterQual_Fa', 'HouseStyle_1Story|ExterCond_Gd', 'BsmtExposure_Tencode|CentralAir_Tencode', 'LotArea|Electrical_SBrkr', 'BsmtFinType1_Rec|CentralAir_N', 'ExterCond_TA|MasVnrType_Tencode', 'Neighborhood_CollgCr|BedroomAbvGr', 'Street_Tencode|Foundation_PConc', 'LotShape_IR1|PoolArea', 'RoofMatl_Tencode|BsmtQual_TA', 'Foundation_Stone|RoofStyle_Gable', 'FireplaceQu_Tencode|Exterior1st_MetalSd', 'HouseStyle_2.5Unf|HouseStyle_1.5Fin', 'MasVnrType_BrkCmn|2ndFlrSF', 'LotShape_Tencode|HeatingQC_Tencode', 'Foundation_PConc|BsmtFinType2_GLQ', 'Exterior1st_BrkComm|MSZoning_Tencode', 'LandSlope_Mod|HouseStyle_1.5Unf', 'Functional_Mod|PoolArea', 'BsmtQual_Fa|Condition1_RRAe', 'Electrical_FuseP|Fence_Tencode', 'ExterCond_Tencode|Street_Pave', 'Neighborhood_Gilbert|Fence_MnWw', 'Exterior2nd_MetalSd|BldgType_1Fam', 'BsmtCond_Gd|SaleType_COD', 'PavedDrive_N|FireplaceQu_Ex', 'Neighborhood_Crawfor|GarageQual_Tencode', 'KitchenQual_Tencode|2ndFlrSF', 'GarageCond_TA|GarageQual_Tencode', 'GarageCond_Tencode|Functional_Maj2', 'BsmtExposure_Tencode|Condition2_Tencode', 'Neighborhood_NoRidge|Neighborhood_Sawyer', 'BldgType_2fmCon|BsmtFinType2_LwQ', 'YearBuilt|Neighborhood_BrkSide', 'KitchenQual_Gd|Street_Pave', 'GarageType_BuiltIn|Neighborhood_BrkSide', 'BsmtQual_Gd|MSZoning_RH', 'Neighborhood_OldTown|MSZoning_RL', 'RoofStyle_Shed|MoSold', 'LandContour_HLS|Foundation_Tencode', 'RoofMatl_Tar&Grv|Exterior1st_Tencode', 'Exterior1st_VinylSd|Exterior1st_BrkComm', 'PavedDrive_N|BsmtQual_Ex', 'Exterior2nd_Stucco|Foundation_Slab', 'Fence_MnPrv|ExterQual_Fa', 'BsmtQual_Fa|BsmtExposure_Gd', 'GarageCond_Fa|Alley_Grvl', 'Electrical_FuseA|ExterQual_Ex', 'BsmtExposure_Av|BsmtFinType1_GLQ', 'LotShape_IR2|ExterQual_Tencode', 'PavedDrive_Tencode|Fence_GdPrv', 'SaleType_ConLD|MasVnrType_Tencode', 'Exterior1st_BrkComm|GarageYrBlt', 'TotalBsmtSF|BsmtFinType2_BLQ', 'BsmtFinType1_Tencode|MiscVal', 'BsmtFullBath|CentralAir_Tencode', 'BldgType_TwnhsE|ScreenPorch', 'GarageCond_Ex|HouseStyle_2.5Unf', 'HouseStyle_Tencode|Condition1_RRAn', 'Street_Tencode|ExterCond_Fa', 'BsmtQual_Tencode|Exterior2nd_BrkFace', 'HeatingQC_Fa|BsmtQual_Ex', '3SsnPorch|SaleCondition_Partial', 'Neighborhood_Mitchel|BsmtQual_TA', 'Neighborhood_CollgCr|TotRmsAbvGrd', 'BsmtQual_Ex|BsmtFinType1_Rec', 'MiscFeature_Gar2|Exterior1st_WdShing', 'GarageFinish_Unf|Condition1_Feedr', 'Neighborhood_NoRidge|GarageQual_Po', 'ExterQual_Ex|MasVnrType_None', 'Fence_Tencode|Neighborhood_Sawyer', 'HouseStyle_Tencode|Neighborhood_NAmes', 'GarageFinish_Fin|Neighborhood_NWAmes', 'KitchenAbvGr|MSZoning_RH', 'Exterior2nd_AsbShng|Exterior2nd_Wd Shng', 'GarageFinish_RFn|Exterior2nd_AsphShn', 'Exterior2nd_CmentBd|Exterior1st_Tencode', 'MiscFeature_Shed|BsmtExposure_Av', '2ndFlrSF|Condition2_Norm', 'Neighborhood_Blmngtn|Neighborhood_IDOTRR', 'HouseStyle_1Story|ExterCond_TA', 'YearRemodAdd|GarageType_CarPort', 'Fireplaces|PavedDrive_P', 'SaleType_COD|HouseStyle_2Story', 'Neighborhood_NWAmes|SaleCondition_Partial', 'BsmtCond_Po|MSZoning_RH', 'LotShape_IR1|RoofStyle_Gambrel', 'Functional_Min1|Neighborhood_Sawyer', 'GarageFinish_RFn|Condition1_RRAn', 'Condition1_Artery|MoSold', 'Exterior2nd_MetalSd|GarageCond_Ex', 'Exterior2nd_AsbShng|GarageCond_Fa', 'HeatingQC_Fa|Neighborhood_NoRidge', 'KitchenQual_Fa|BldgType_1Fam', 'Neighborhood_NWAmes|HouseStyle_1.5Fin', 'Neighborhood_StoneBr|CentralAir_Y', 'Heating_Grav|Condition2_Tencode', 'Foundation_Tencode|BldgType_1Fam', 'GarageQual_Gd|Exterior1st_Tencode', 'Neighborhood_CollgCr|GarageType_BuiltIn', 'LandContour_Low|BldgType_TwnhsE', 'GarageType_Tencode|Exterior1st_VinylSd', 'LotFrontage|LotConfig_CulDSac', 'BsmtCond_Gd|Neighborhood_Gilbert', 'SaleCondition_Alloca|MSZoning_FV', 'RoofStyle_Shed|BsmtExposure_Gd', 'Neighborhood_ClearCr|RoofMatl_CompShg', 'Exterior2nd_BrkFace|ExterQual_Fa', 'GarageCond_TA|GarageCond_Fa', 'Foundation_Stone|LotConfig_Corner', 'SaleCondition_Abnorml|Exterior2nd_Wd Shng', 'Functional_Tencode|Exterior1st_Tencode', 'Neighborhood_NridgHt|Exterior2nd_Brk Cmn', 'LandContour_HLS|RoofStyle_Gable', 'Exterior2nd_Brk Cmn|LotShape_IR3', 'LotShape_IR2|GarageFinish_RFn', 'GarageCond_Tencode|Neighborhood_Timber', 'Neighborhood_NoRidge|GarageQual_TA', 'Condition2_Artery|Neighborhood_Gilbert', 'Fireplaces|Heating_Tencode', 'Exterior2nd_Stone|GarageCond_Ex', 'SaleCondition_Alloca|Street_Grvl', 'Condition1_Tencode|MiscFeature_Gar2', 'Exterior1st_BrkFace|Exterior2nd_BrkFace', 'TotRmsAbvGrd|GarageQual_Po', 'Exterior2nd_Tencode|Neighborhood_StoneBr', 'FireplaceQu_Ex|Functional_Min2', 'YrSold|Electrical_FuseP', 'Neighborhood_OldTown|ExterCond_Fa', 'BsmtQual_Ex|PavedDrive_Tencode', 'YrSold|LotConfig_CulDSac', 'Exterior1st_AsbShng|BsmtFinType2_Unf', 'Functional_Min1|MasVnrType_Tencode', 'Exterior2nd_AsbShng|BldgType_Tencode', 'Neighborhood_Somerst|Neighborhood_NoRidge', 'Alley_Tencode|Condition1_Tencode', 'Functional_Maj2|RoofStyle_Gable', 'Functional_Maj1|ScreenPorch', 'Exterior2nd_AsbShng|FireplaceQu_Po', 'BldgType_TwnhsE|MasVnrType_Stone', 'Neighborhood_Somerst|MSZoning_FV', 'BedroomAbvGr|ExterQual_Tencode', 'Condition1_RRAe|RoofStyle_Shed', 'BedroomAbvGr|BsmtFinType1_Rec', 'GarageType_CarPort|HouseStyle_SLvl', 'RoofMatl_CompShg|HalfBath', 'Condition1_RRAe|Condition1_RRAn', 'KitchenQual_Gd|BsmtFinType1_GLQ', 'PavedDrive_P|BsmtCond_TA', 'RoofStyle_Tencode|Exterior1st_MetalSd', 'MoSold|MSZoning_RL', 'BsmtExposure_Tencode|HouseStyle_SLvl', 'BsmtFinType1_BLQ|CentralAir_N', 'GarageType_BuiltIn|PoolArea', 'Neighborhood_Blmngtn|Foundation_Slab', 'HeatingQC_Gd|Exterior1st_AsbShng', 'FireplaceQu_Tencode|MiscFeature_Gar2', 'RoofMatl_Tar&Grv|Condition1_RRAe', 'SaleType_ConLw|MiscFeature_Gar2', 'MSZoning_RM|BsmtExposure_Mn', 'BsmtFinType2_BLQ|GarageType_Basment', 'Utilities_Tencode|Neighborhood_CollgCr', 'BsmtFinType2_LwQ|Condition1_RRAn', 'Alley_Tencode|HeatingQC_Ex', '3SsnPorch|RoofMatl_WdShngl', 'LotFrontage|GarageType_Tencode', 'ExterCond_Gd|HouseStyle_2.5Unf', 'Heating_GasA|Neighborhood_MeadowV', 'RoofStyle_Tencode|Neighborhood_SawyerW', 'SaleType_WD|Functional_Min2', 'ExterQual_TA|HeatingQC_Tencode', 'KitchenQual_Tencode|BsmtFinType2_Unf', 'Electrical_FuseA|Neighborhood_Gilbert', 'Neighborhood_Blmngtn|GarageType_Tencode', 'OpenPorchSF|Functional_Min2', 'BsmtExposure_Gd|Neighborhood_IDOTRR', 'BsmtFinType2_GLQ|YearBuilt', 'Foundation_Stone|Heating_Grav', 'YearRemodAdd|Neighborhood_Veenker', 'BsmtFinType2_LwQ|HouseStyle_SLvl', 'LotShape_IR2|Electrical_SBrkr', 'Electrical_FuseA', 'BsmtFinType1_BLQ|GarageCars', 'KitchenAbvGr|GarageQual_TA', 'RoofStyle_Hip|LandSlope_Gtl', 'BsmtFinType2_GLQ|SaleType_Oth', 'BedroomAbvGr|BsmtFinType2_Rec', 'Condition1_PosA|BsmtFinType1_LwQ', 'KitchenAbvGr|Fence_MnPrv', 'LotConfig_FR2|TotRmsAbvGrd', 'Exterior2nd_Tencode|LandSlope_Tencode', 'Condition1_RRAe|MSZoning_FV', 'SaleType_COD|SaleType_Oth', 'HouseStyle_1Story|3SsnPorch', 'YrSold|Neighborhood_Veenker', 'GarageCond_TA|Exterior2nd_BrkFace', 'GarageFinish_Unf|Functional_Min1', 'Functional_Typ|GarageCond_Tencode', 'LandContour_Bnk|GarageCond_Fa', 'Exterior2nd_AsbShng|KitchenQual_Fa', 'FireplaceQu_Gd|LowQualFinSF', 'BldgType_2fmCon|LotShape_IR3', 'Heating_Grav|BsmtCond_Gd', 'KitchenQual_TA|Exterior1st_Wd Sdng', '2ndFlrSF|OverallCond', 'KitchenQual_Fa|Exterior2nd_AsphShn', 'BsmtFinType1_LwQ|Exterior2nd_Wd Shng', 'BedroomAbvGr|Exterior2nd_Wd Sdng', 'LotFrontage|ScreenPorch', 'EnclosedPorch|BldgType_TwnhsE', 'LotConfig_Corner|Neighborhood_MeadowV', 'HeatingQC_Ex|BsmtExposure_Mn', 'HouseStyle_2.5Unf|SaleCondition_Abnorml', 'Electrical_FuseF|Condition1_Norm', 'Neighborhood_BrkSide|Exterior1st_MetalSd', 'HeatingQC_TA|BsmtFinSF1', 'BsmtCond_Gd|SaleCondition_Abnorml', 'Exterior2nd_CmentBd|BsmtFinType1_GLQ', '2ndFlrSF|GarageQual_Tencode', 'Exterior2nd_Brk Cmn|MSZoning_RH', 'BldgType_2fmCon|SaleType_Oth', 'YearRemodAdd|BldgType_1Fam', 'LandContour_Lvl|OpenPorchSF', 'Street_Tencode|MiscFeature_Othr', 'GarageType_Detchd|Heating_Tencode', '1stFlrSF|Condition1_RRAn', 'BsmtFinSF2|Exterior1st_Tencode', 'GarageType_Detchd|Exterior1st_Tencode', 'GarageType_CarPort|SaleCondition_Abnorml', 'BsmtFinType2_GLQ|BsmtQual_Tencode', 'Foundation_Stone|HouseStyle_2Story', 'FullBath|GarageArea', 'GarageCond_Po|2ndFlrSF', 'Neighborhood_Blmngtn|SaleType_ConLw', 'GarageQual_Fa|SaleCondition_Normal', 'Functional_Tencode|MiscFeature_Gar2', 'Neighborhood_BrDale|MiscFeature_Gar2', 'BsmtFinType2_ALQ|1stFlrSF', 'Foundation_BrkTil|Alley_Grvl', 'Neighborhood_BrDale|ExterCond_TA', 'Neighborhood_CollgCr|SaleCondition_Partial', 'Heating_GasW|Electrical_FuseF', 'Exterior1st_VinylSd|Exterior2nd_Plywood', 'Exterior2nd_VinylSd|ExterQual_Tencode', 'Electrical_FuseA|Exterior1st_AsbShng', 'LotShape_Reg|PoolQC_Tencode', 'Functional_Typ|BsmtExposure_Av', 'BsmtFinSF2|PavedDrive_Y', 'MSZoning_C (all)|Exterior1st_Plywood', 'RoofStyle_Flat|HeatingQC_Gd', 'Foundation_BrkTil|BsmtCond_Tencode', 'BsmtCond_Po|BsmtExposure_Gd', 'Functional_Min1|SaleType_Oth', 'RoofStyle_Tencode|MasVnrType_None', 'SaleType_Oth|BsmtQual_Gd', 'RoofStyle_Shed|Exterior1st_MetalSd', 'GarageType_CarPort|BsmtFinType1_GLQ', 'Alley_Pave|Neighborhood_IDOTRR', 'HouseStyle_1.5Unf|KitchenQual_TA', 'BsmtQual_TA', 'BsmtExposure_Tencode|Exterior2nd_Tencode', 'GarageFinish_Unf|Electrical_FuseF', 'GarageCond_Ex|BsmtCond_Fa', 'Utilities_Tencode|Exterior2nd_AsbShng', 'MSZoning_RM|BsmtCond_Tencode', 'GarageCond_Tencode|MasVnrType_Stone', 'Neighborhood_Blmngtn|Exterior2nd_MetalSd', 'LandSlope_Gtl|Neighborhood_BrkSide', 'Electrical_FuseF|Exterior2nd_HdBoard', 'Exterior2nd_Stucco|Street_Grvl', 'GarageArea|BsmtCond_TA', 'ExterQual_Ex|BsmtExposure_Mn', 'GarageType_BuiltIn|2ndFlrSF', 'SaleCondition_Alloca|OpenPorchSF', 'Exterior2nd_Stucco|BsmtFinType2_Unf', 'GarageType_BuiltIn|ScreenPorch', 'LotConfig_Corner|KitchenQual_Tencode', 'Condition1_PosA|HouseStyle_1.5Fin', 'FullBath|Neighborhood_Crawfor', 'GarageCond_Po|Exterior1st_Stucco', 'BldgType_Twnhs|HalfBath', 'GarageQual_Gd|Alley_Grvl', 'Heating_GasW|FireplaceQu_Fa', 'GrLivArea|HeatingQC_Gd', 'SaleType_WD|MasVnrArea', 'MiscFeature_Othr|TotRmsAbvGrd', 'Neighborhood_Mitchel|MasVnrType_None', 'Electrical_FuseA|Fence_MnWw', 'Street_Tencode|2ndFlrSF', 'Exterior1st_AsbShng|RoofMatl_Tar&Grv', 'HeatingQC_Gd|BsmtQual_Gd', 'BsmtFinSF2|ScreenPorch', 'BsmtFinType2_LwQ|ScreenPorch', 'GarageCond_Gd|Fence_MnWw', 'ExterQual_Ex|MSSubClass', 'Functional_Maj1|ExterQual_Fa', 'BsmtCond_Po|SaleType_Oth', 'HouseStyle_SFoyer|LotShape_IR1', 'YearRemodAdd|Neighborhood_BrkSide', 'LandContour_Tencode|BedroomAbvGr', 'Street_Tencode|Neighborhood_NoRidge', 'YrSold|Foundation_CBlock', '3SsnPorch|Street_Grvl', 'GarageType_Tencode|SaleType_WD', 'EnclosedPorch|Alley_Tencode', 'RoofStyle_Gable|BsmtFinType1_Unf', 'GarageCars|SaleType_Oth', 'EnclosedPorch|Foundation_Slab', 'GarageFinish_Unf|Electrical_SBrkr', 'ExterCond_Gd|SaleType_Oth', 'Fence_GdPrv|Exterior2nd_MetalSd', 'Functional_Maj1|Exterior2nd_CmentBd', 'BsmtFinType2_Rec|GarageType_Basment', 'GarageYrBlt|Exterior2nd_AsphShn', 'Foundation_Stone|SaleCondition_Normal', 'FullBath|LotArea', 'Neighborhood_NAmes|ExterQual_Gd', 'Neighborhood_NWAmes|SaleCondition_Abnorml', 'Street_Grvl|ExterQual_Fa', 'HeatingQC_TA|PoolArea', 'SaleType_Oth|BsmtExposure_Mn', 'Foundation_Stone|Condition1_RRAe', 'Heating_Tencode|BsmtCond_Po', 'BsmtFullBath|Alley_Grvl', 'BsmtFinType1_BLQ|BsmtFinType1_LwQ', 'FireplaceQu_Tencode|GarageCars', 'Exterior2nd_Wd Sdng|GarageFinish_RFn', 'Fireplaces|Neighborhood_MeadowV', 'Fence_GdWo|MSZoning_FV', 'Alley_Pave|GarageFinish_RFn', 'YrSold|ExterQual_Gd', 'Neighborhood_Edwards|GarageQual_Fa', 'ExterCond_Tencode|Neighborhood_NWAmes', 'GarageCond_Tencode|MasVnrType_BrkCmn', 'Neighborhood_Veenker|Fence_MnWw', 'SaleType_COD|Street_Pave', 'GarageCond_Po|Exterior2nd_VinylSd', 'BsmtFullBath|CentralAir_N', 'MSSubClass|CentralAir_Y', 'TotRmsAbvGrd|Neighborhood_MeadowV', 'PavedDrive_N|FireplaceQu_Po', 'Electrical_FuseA|SaleType_Tencode', 'GarageCond_Tencode|RoofStyle_Shed', 'MiscFeature_Shed|MasVnrType_Stone', 'Alley_Tencode|Neighborhood_Crawfor', 'GarageCars', 'Condition2_Tencode|BsmtExposure_Av', 'GarageType_Attchd|BldgType_1Fam', 'ExterQual_Gd', 'Functional_Maj2|MSZoning_RH', 'LotArea|Electrical_FuseF', 'Exterior1st_AsbShng|FireplaceQu_TA', 'Exterior2nd_BrkFace|Exterior1st_CemntBd', 'LowQualFinSF|HouseStyle_1.5Fin', 'BsmtQual_Ex|GarageQual_TA', 'BsmtFinType1_Unf|Exterior1st_MetalSd', 'RoofStyle_Flat|BsmtQual_Tencode', 'Neighborhood_Somerst|LandContour_Tencode', 'BsmtFinType1_LwQ|SaleType_COD', 'RoofMatl_CompShg|LandSlope_Gtl', 'LandContour_HLS|Electrical_FuseF', 'Street_Tencode|BldgType_2fmCon', 'LotFrontage|BsmtExposure_Mn', 'HouseStyle_Tencode|SaleCondition_Partial', 'HalfBath|Neighborhood_BrkSide', 'Exterior2nd_AsbShng|Foundation_Stone', 'Functional_Mod|GarageType_Basment', 'HouseStyle_2.5Unf|Exterior1st_MetalSd', 'HeatingQC_Tencode|Fence_GdPrv', 'RoofMatl_WdShngl|BsmtQual_Gd', 'Condition1_Artery|Exterior2nd_Stone', 'PavedDrive_N|BsmtFinType2_BLQ', 'FireplaceQu_Po|PavedDrive_Y', 'Neighborhood_Somerst|MasVnrType_BrkFace', 'Functional_Maj2|Condition1_PosA', 'TotRmsAbvGrd|1stFlrSF', 'BsmtFinType1_ALQ|3SsnPorch', 'Electrical_FuseP|RoofStyle_Shed', 'MSZoning_RL|ExterQual_Fa', 'Exterior2nd_Wd Sdng|ExterQual_Fa', 'Heating_Grav|ExterQual_Fa', 'RoofStyle_Gambrel|ExterQual_Tencode', 'Exterior2nd_Stucco|MasVnrType_BrkCmn', 'BldgType_2fmCon|ScreenPorch', 'BldgType_Duplex|Exterior2nd_AsphShn', 'SaleType_ConLI|Condition2_Norm', 'Condition1_Norm|Neighborhood_Gilbert', 'Condition2_Artery|Alley_Grvl', 'BsmtFinType2_GLQ|MasVnrType_Tencode', 'GarageCond_TA|Foundation_CBlock', 'LotShape_Tencode|Neighborhood_NWAmes', 'RoofMatl_Tencode|BsmtExposure_Mn', 'BsmtFinType2_Tencode|Neighborhood_Timber', 'Heating_GasA|WoodDeckSF', 'MasVnrType_BrkCmn|Street_Grvl', 'ExterQual_TA|Neighborhood_Veenker', 'FireplaceQu_Tencode|BsmtFinType2_BLQ', 'LotFrontage|MasVnrType_BrkCmn', 'Condition1_Norm|RoofStyle_Tencode', 'RoofStyle_Flat|GarageQual_TA', 'LandContour_HLS|Exterior1st_CemntBd', 'LandContour_HLS|GarageYrBlt', 'BldgType_Twnhs|Exterior1st_VinylSd', 'LotShape_IR2|HouseStyle_SLvl', 'BldgType_TwnhsE|GarageCond_Ex', 'GarageQual_Fa|SaleType_New', 'MasVnrType_BrkFace|Fence_MnWw', '3SsnPorch|GarageType_2Types', 'Exterior2nd_CmentBd|Condition1_Tencode', 'GarageCond_Po|LotShape_Reg', 'BsmtFinType1_GLQ|Fence_MnWw', 'BsmtFinType2_GLQ|LandSlope_Mod', 'Street_Tencode|GarageFinish_Fin', 'BsmtFinSF2|BsmtQual_TA', 'Neighborhood_Mitchel|BsmtUnfSF', 'KitchenQual_Ex|OverallCond', 'MiscFeature_Tencode|Neighborhood_MeadowV', 'Alley_Tencode|MasVnrArea', 'Exterior1st_Stucco|SaleCondition_Family', 'Foundation_PConc|HouseStyle_SFoyer', 'Condition1_PosA|GarageType_CarPort', 'GarageType_Detchd|Neighborhood_MeadowV', 'Condition2_Norm|Fence_MnPrv', 'Neighborhood_NridgHt|Foundation_CBlock', 'TotalBsmtSF|GarageCond_Fa', 'HouseStyle_Tencode|MSZoning_FV', 'GarageQual_Po|CentralAir_N', 'BsmtExposure_Mn|Foundation_Slab', 'GarageCond_Po|FullBath', 'LandSlope_Sev|MiscFeature_Shed', 'BsmtFinType2_Tencode|MSZoning_RM', 'Fireplaces|LotConfig_CulDSac', 'MasVnrType_Stone|Utilities_AllPub', 'GarageCond_Tencode|BsmtFinSF2', 'Neighborhood_Blmngtn|MiscVal', 'LandContour_Lvl|GarageType_CarPort', 'GarageQual_Gd', 'GarageType_Detchd|Electrical_FuseF', 'MoSold|BsmtCond_Fa', 'HeatingQC_Gd|LandContour_Bnk', 'Exterior2nd_AsbShng|BsmtFinSF1', 'Foundation_Slab|Functional_Min2', 'Exterior2nd_AsbShng|ExterQual_Fa', 'Neighborhood_NPkVill|GarageCond_Ex', 'SaleType_WD|3SsnPorch', 'CentralAir_Tencode|WoodDeckSF', 'GarageQual_Gd|Fence_Tencode', 'SaleCondition_Tencode|EnclosedPorch', 'GrLivArea|BsmtQual_Fa', 'Condition1_RRAn|BsmtExposure_Mn', 'FireplaceQu_Tencode|Fence_MnPrv', 'LotConfig_CulDSac|Neighborhood_Crawfor', 'Condition1_Artery|Neighborhood_Blmngtn', 'BldgType_Twnhs|BsmtFinType1_Unf', 'Foundation_Tencode|PoolQC_Tencode', 'LandSlope_Tencode|BsmtFinSF1', 'HeatingQC_Ex|Utilities_AllPub', 'Fireplaces|Exterior1st_MetalSd', 'Exterior2nd_Tencode|Exterior1st_MetalSd', 'SaleType_ConLw|BsmtFinType1_Rec', 'SaleCondition_Abnorml|GarageYrBlt', 'LandSlope_Gtl|CentralAir_Y', 'Exterior2nd_BrkFace|CentralAir_N', 'BsmtFinType2_GLQ|HouseStyle_1.5Fin', 'Neighborhood_NoRidge|PavedDrive_P', 'RoofStyle_Flat|Electrical_FuseP', 'Neighborhood_StoneBr|Exterior2nd_AsphShn', 'LotShape_Reg|Exterior2nd_MetalSd', 'BsmtFinType1_LwQ|Exterior2nd_Plywood', 'Electrical_FuseA|GarageCond_Fa', 'BsmtQual_Tencode|Exterior2nd_Wd Shng', 'HouseStyle_Tencode|Neighborhood_NoRidge', 'MiscVal|CentralAir_Y', 'LandContour_Low|MasVnrType_BrkFace', 'Condition1_PosN|GarageType_2Types', 'GarageFinish_Tencode|Neighborhood_NAmes', 'RoofStyle_Hip|Neighborhood_Sawyer', 'GarageQual_Fa|BsmtCond_Gd', 'KitchenQual_Tencode|Neighborhood_Sawyer', 'Heating_Tencode|ScreenPorch', 'Street_Grvl|SaleType_COD', 'LotFrontage|Neighborhood_MeadowV', 'Electrical_SBrkr|KitchenQual_Tencode', 'GarageCond_Fa|Exterior2nd_Wd Shng', 'LandSlope_Sev|HouseStyle_1.5Fin', 'LandSlope_Mod|Exterior2nd_MetalSd', 'LotConfig_Corner|LandSlope_Sev', 'SaleType_New|BsmtFinType1_GLQ', 'RoofStyle_Hip|GrLivArea', 'Exterior1st_Stucco|LotConfig_Tencode', 'Utilities_Tencode|GarageQual_Tencode', 'GarageCond_Tencode|CentralAir_Y', 'Exterior2nd_Stone|Condition2_Tencode', 'GarageType_Tencode|BsmtFinType1_Unf', 'LotConfig_FR2|Exterior2nd_VinylSd', 'BsmtFinSF2|BsmtFinType1_Unf', 'FireplaceQu_Fa|BsmtCond_Tencode', 'LotConfig_Corner|GarageQual_Fa', 'GarageFinish_Fin|SaleCondition_Abnorml', 'HalfBath|HouseStyle_SLvl', 'GarageType_CarPort|BsmtCond_TA', 'Alley_Tencode|BsmtQual_Ex', 'SaleCondition_Tencode|Neighborhood_SWISU', 'RoofStyle_Hip|Neighborhood_SWISU', 'EnclosedPorch|Functional_Mod', 'OverallQual|Neighborhood_SawyerW', 'BsmtFinSF2|MSZoning_RM', 'BldgType_Duplex|LotFrontage', 'FireplaceQu_Po|FireplaceQu_TA', 'SaleCondition_Tencode|Exterior1st_CemntBd', 'Exterior1st_AsbShng|RoofStyle_Gambrel', 'GarageQual_Gd|ExterQual_Ex', 'OverallQual|3SsnPorch', 'BldgType_Tencode|Neighborhood_SawyerW', 'ExterCond_Tencode|Exterior2nd_Brk Cmn', 'PoolQC_Tencode|Neighborhood_Sawyer', 'Neighborhood_SWISU|OpenPorchSF', 'Heating_GasA|PoolQC_Tencode', 'Condition2_Tencode|BsmtCond_Po', 'CentralAir_Tencode|CentralAir_N', 'LotConfig_CulDSac|Exterior2nd_Wd Sdng', 'RoofStyle_Shed|LotConfig_Tencode', 'GarageCond_Po|Alley_Tencode', 'PavedDrive_Tencode|Neighborhood_MeadowV', 'HeatingQC_Tencode|BldgType_Tencode', 'Utilities_Tencode|GarageQual_Po', 'BsmtQual_Tencode|Neighborhood_Veenker', 'Exterior2nd_HdBoard|Exterior2nd_AsphShn', 'SaleType_ConLD|MSSubClass', 'Condition1_Artery|ScreenPorch', 'MasVnrType_BrkCmn|1stFlrSF', 'Neighborhood_NWAmes|ScreenPorch', 'HouseStyle_1Story|BsmtFinType2_Rec', 'LandSlope_Tencode|BsmtQual_Fa', 'Fireplaces|GarageYrBlt', 'TotRmsAbvGrd|Neighborhood_Timber', 'Utilities_Tencode|BsmtCond_TA', 'KitchenQual_Gd|Electrical_FuseA', 'Alley_Pave|SaleType_ConLI', '2ndFlrSF|Alley_Grvl', 'Exterior2nd_Tencode|SaleType_Oth', 'BsmtFinType2_ALQ|ScreenPorch', 'SaleType_Oth|Exterior2nd_HdBoard', 'SaleCondition_Alloca|ExterQual_Fa', 'Condition1_Artery|GarageType_Basment', 'LotShape_Tencode|BsmtExposure_No', 'PavedDrive_Y|Condition1_Tencode', 'LotConfig_Tencode|SaleCondition_Abnorml', 'Foundation_BrkTil|HouseStyle_1.5Fin', 'LandSlope_Tencode|HeatingQC_Tencode', 'Neighborhood_SawyerW|HouseStyle_2Story', 'BsmtCond_Tencode|SaleCondition_Partial', 'LandSlope_Tencode|Condition2_Tencode', 'KitchenQual_Ex|Exterior2nd_CmentBd', 'Exterior1st_AsbShng|GarageQual_Fa', 'RoofStyle_Tencode|CentralAir_Y', 'SaleCondition_Tencode|BsmtQual_Tencode', 'SaleType_COD|Exterior1st_MetalSd', 'GarageFinish_Unf|HouseStyle_2.5Unf', 'Functional_Typ|Condition1_PosA', 'LotShape_IR1|ExterCond_Tencode', 'Neighborhood_NWAmes|CentralAir_N', 'LotShape_Tencode|CentralAir_N', 'Fence_MnWw|Functional_Min2', 'Heating_Grav|Condition1_RRAn', 'OverallQual|FireplaceQu_Gd', 'Functional_Typ|HalfBath', 'HeatingQC_Fa|ExterCond_Fa', 'Heating_Tencode|Neighborhood_OldTown', 'MiscFeature_Gar2|ExterCond_Fa', 'BsmtQual_Fa|Condition1_Tencode', 'GarageArea|RoofStyle_Tencode', 'Heating_Grav|SaleType_ConLw', 'BsmtFinType1_BLQ|Fence_MnWw', 'LandSlope_Tencode|Exterior1st_WdShing', 'OpenPorchSF|BsmtFinType2_Unf', 'Foundation_BrkTil|Neighborhood_IDOTRR', 'Foundation_Tencode|Street_Pave', 'ExterCond_TA|HeatingQC_Tencode', 'Neighborhood_OldTown|HalfBath', 'Electrical_FuseA|Alley_Grvl', 'SaleType_ConLD|Neighborhood_StoneBr', 'Condition1_RRAe|HouseStyle_1.5Fin', 'ExterQual_TA|MiscFeature_Tencode', 'GarageType_Tencode|Electrical_FuseF', 'GarageQual_Gd|Exterior2nd_HdBoard', 'Neighborhood_Somerst|SaleType_CWD', 'LotConfig_FR2|GarageQual_Po', 'BldgType_Twnhs|OpenPorchSF', 'SaleCondition_Tencode|ExterQual_Tencode', 'OpenPorchSF|HouseStyle_2.5Unf', 'BsmtFinType2_Unf|Fence_MnPrv', 'LotShape_IR2|Exterior2nd_VinylSd', '1stFlrSF|GarageArea', 'BsmtQual_Tencode|1stFlrSF', 'Heating_Tencode|BsmtFullBath', 'LandSlope_Gtl|MSSubClass', 'BsmtFinType1_BLQ|PoolQC_Tencode', 'GarageQual_TA|Exterior2nd_MetalSd', 'SaleType_Tencode|Neighborhood_Sawyer', 'Street_Tencode|Neighborhood_Sawyer', 'Condition1_PosN|LandSlope_Gtl', '1stFlrSF|Exterior2nd_AsphShn', 'BsmtFinType1_Rec|LotConfig_Inside', 'BsmtExposure_No|Exterior1st_Tencode', 'Neighborhood_SWISU|Condition1_Feedr', 'BsmtCond_Gd|GarageCond_Ex', 'HalfBath|BsmtCond_Tencode', 'ExterCond_Tencode|MasVnrArea', 'Neighborhood_NPkVill|Exterior1st_Tencode', 'GarageQual_TA|Neighborhood_MeadowV', 'Exterior2nd_MetalSd|BsmtCond_Po', 'Exterior1st_AsbShng|GarageFinish_RFn', 'MiscFeature_Othr|MiscFeature_Gar2', 'Heating_Tencode|Exterior2nd_VinylSd', 'BsmtFinType1_Tencode|Condition2_Tencode', 'SaleType_New|Functional_Maj1', 'OverallQual|Neighborhood_NoRidge', 'Functional_Maj1|Functional_Min1', 'BldgType_Duplex|SaleType_ConLD', 'BsmtQual_TA|Fence_GdWo', 'Exterior2nd_CmentBd|MSZoning_RH', 'ExterCond_Tencode|Exterior2nd_Plywood', 'Fireplaces|BsmtCond_Tencode', 'MasVnrType_BrkCmn|BsmtFinType2_Unf', 'Exterior2nd_BrkFace|MiscFeature_Shed', 'Exterior2nd_VinylSd|Neighborhood_Edwards', 'GarageCond_Po|FireplaceQu_Po', 'SaleCondition_Abnorml|MSZoning_RL', 'Condition1_RRAe|PoolArea', 'GarageCond_Po|Neighborhood_Gilbert', 'Exterior1st_CemntBd|Functional_Min2', 'ExterCond_TA|HouseStyle_2.5Unf', 'OverallQual|KitchenAbvGr', 'GarageCond_Po|SaleCondition_Normal', 'Neighborhood_ClearCr|FullBath', 'YearRemodAdd|Neighborhood_Somerst', 'Condition1_RRAe|Neighborhood_Timber', 'Exterior2nd_AsbShng|Heating_Tencode', 'Neighborhood_OldTown|GarageQual_TA', 'RoofStyle_Flat|MiscVal', 'GarageType_Tencode|BldgType_Tencode', 'Neighborhood_Blmngtn|Neighborhood_Gilbert', 'HeatingQC_Gd|BsmtQual_Fa', 'GarageCond_Gd|BsmtFinType1_Unf', 'HeatingQC_Fa|LandSlope_Mod', 'BsmtFinType1_Tencode|ExterCond_Tencode', 'KitchenQual_Tencode|LotConfig_Tencode', 'Foundation_Stone|BsmtExposure_No', 'Exterior2nd_Tencode|MSZoning_RH', 'ExterCond_TA|MSZoning_RL', 'Neighborhood_NridgHt|Neighborhood_Tencode', 'HeatingQC_Tencode|Neighborhood_Sawyer', 'Fence_Tencode|RoofStyle_Shed', 'FireplaceQu_Gd|GarageFinish_Fin', 'ExterCond_TA|Exterior1st_Tencode', 'Neighborhood_Tencode|RoofStyle_Shed', 'Heating_Grav|GarageQual_Fa', 'Neighborhood_Blmngtn|Foundation_BrkTil', 'FireplaceQu_Po|Foundation_Slab', 'Neighborhood_NPkVill|BsmtExposure_Av', 'GarageYrBlt|Exterior2nd_Wd Shng', 'LotShape_Reg|HeatingQC_Ex', 'GarageType_Tencode|Condition2_Norm', 'BsmtFinType2_BLQ|GarageCond_Gd', 'Foundation_Tencode|RoofMatl_Tar&Grv', 'RoofStyle_Flat|Exterior2nd_HdBoard', 'TotalBsmtSF|LotConfig_Inside', 'LandContour_Lvl|GarageType_Basment', 'Foundation_BrkTil|ExterQual_Tencode', 'Street_Grvl|Exterior1st_Tencode', 'Neighborhood_CollgCr|1stFlrSF', 'LandContour_Tencode|Functional_Maj1', 'Exterior1st_BrkFace|ExterCond_TA', 'Exterior2nd_Plywood|MasVnrType_BrkFace', 'GarageFinish_Unf|GarageType_Tencode', 'LandContour_Tencode|GarageType_CarPort', 'BsmtQual_TA|Functional_Maj2', 'EnclosedPorch|MasVnrType_BrkFace', 'Heating_GasA|RoofStyle_Gable', 'BsmtQual_Tencode|MoSold', 'Functional_Maj1|Street_Grvl', 'GarageCond_Ex|LotConfig_Inside', 'BsmtFinSF2|Exterior2nd_AsphShn', 'HouseStyle_Tencode|Fence_Tencode', 'LotShape_IR2|KitchenQual_Fa', 'MasVnrType_BrkCmn|Exterior1st_WdShing', 'LotConfig_Corner|Exterior2nd_VinylSd', 'GarageQual_Gd|SaleType_WD', 'FireplaceQu_Gd|GarageQual_Fa', 'Condition1_PosN|GarageFinish_RFn', 'LotShape_IR2|Condition1_PosN', 'BsmtFullBath|Exterior1st_BrkComm', 'Functional_Tencode|LandContour_Bnk', 'Neighborhood_Tencode|BsmtFinType2_Rec', 'SaleCondition_Alloca|HouseStyle_SLvl', 'BsmtQual_TA|BsmtQual_Gd', 'BldgType_TwnhsE|Exterior1st_Tencode', 'Exterior2nd_Tencode|BsmtExposure_Av', 'PavedDrive_P|MasVnrType_Tencode', 'Exterior2nd_Tencode|Fence_GdWo', 'Street_Tencode|LotShape_IR3', 'Exterior1st_AsbShng|Neighborhood_BrkSide', 'HeatingQC_TA|MasVnrArea', 'RoofStyle_Flat|MSZoning_RM', 'SaleType_ConLw|Exterior1st_CemntBd', 'ExterCond_Gd|BsmtExposure_Gd', 'LandContour_Bnk|BsmtCond_Po', 'Utilities_Tencode|BsmtFinType2_BLQ', 'Foundation_Tencode|GarageFinish_RFn', 'PavedDrive_N|BldgType_Tencode', 'Condition1_PosA|MasVnrArea', 'KitchenQual_Gd|SaleType_New', 'LandContour_Bnk|BsmtFinType2_Rec', 'GarageCond_Po|LandSlope_Gtl', 'Electrical_SBrkr|LandContour_Bnk', 'GarageQual_Gd|GarageType_Tencode', 'GarageType_BuiltIn|Fence_MnPrv', 'GarageQual_Tencode|MSZoning_FV', 'Heating_GasA|Street_Grvl', 'LotShape_IR2|Functional_Maj2', 'LandSlope_Tencode|Condition2_Artery', 'Electrical_Tencode|Neighborhood_CollgCr', 'RoofStyle_Gambrel|GarageArea', 'GarageQual_TA|ExterQual_Fa', 'BldgType_Tencode|Exterior1st_Tencode', 'Street_Tencode|Condition1_PosA', 'TotRmsAbvGrd|HouseStyle_2Story', 'GarageQual_Po|MSSubClass', 'BsmtFinType2_ALQ|Functional_Maj1', 'RoofStyle_Shed|GarageCond_Fa', 'Exterior1st_AsbShng|MSZoning_C (all)', 'HouseStyle_SFoyer|SaleCondition_Partial', 'BsmtFinType1_Rec|ExterQual_Ex', 'Fence_GdPrv|Exterior1st_BrkComm', 'BedroomAbvGr|KitchenQual_Tencode', 'PavedDrive_N|SaleType_Oth', 'MSZoning_RM|Condition1_Tencode', 'Foundation_Tencode|LandSlope_Gtl', 'PoolQC_Tencode|BsmtExposure_Mn', 'Exterior2nd_CmentBd|CentralAir_Y', 'Utilities_Tencode|Functional_Typ', 'GarageCond_Po|Neighborhood_Tencode', 'LotConfig_CulDSac|ExterQual_Tencode', 'BldgType_2fmCon|Exterior2nd_HdBoard', 'RoofMatl_CompShg|GarageQual_Fa', 'HeatingQC_Ex|GarageType_Basment', 'LandContour_Low|LotConfig_Corner', 'LandContour_Tencode|GarageCond_Fa', 'GarageType_Detchd|Condition2_Tencode', 'LotShape_Tencode|Exterior2nd_CmentBd', 'SaleCondition_Tencode|Exterior2nd_Tencode', 'LotShape_Reg|GarageType_Basment', 'LotFrontage|LowQualFinSF', 'BsmtFinType2_GLQ|BsmtFinSF2', 'BsmtFinType1_BLQ|Electrical_FuseA', 'PavedDrive_P|Exterior1st_Tencode', 'FireplaceQu_Tencode|LotConfig_Inside', 'BldgType_2fmCon|HeatingQC_Tencode', 'Neighborhood_CollgCr|Functional_Min2', 'BsmtFinSF2|Condition1_RRAe', 'RoofStyle_Tencode|PavedDrive_P', 'HeatingQC_TA|YearBuilt', 'ExterQual_TA|Exterior1st_AsbShng', 'Heating_Grav|Exterior2nd_CmentBd', 'YrSold|Neighborhood_Somerst', 'PavedDrive_N|GarageFinish_Unf', 'GarageCars|Neighborhood_SWISU', 'GarageType_CarPort|Condition2_Norm', 'Exterior1st_BrkFace|LandSlope_Mod', 'BsmtFinSF2|Exterior2nd_HdBoard', 'Street_Pave', 'RoofMatl_Tencode|Condition1_RRAe', 'MSZoning_RM|WoodDeckSF', 'Neighborhood_NAmes|Alley_Grvl', 'GarageFinish_Unf|GarageCond_TA', 'EnclosedPorch|HouseStyle_SLvl', 'Alley_Pave|CentralAir_Tencode', 'Heating_GasA|ExterCond_Fa', 'GarageFinish_Fin|GarageYrBlt', 'Functional_Maj2|GarageQual_TA', 'SaleCondition_Normal|ExterQual_Ex', 'Neighborhood_Mitchel|BsmtExposure_Av', 'LotFrontage|SaleCondition_Alloca', 'Heating_GasA|SaleType_WD', 'Functional_Typ|LotShape_IR1', 'GarageQual_Gd|Electrical_SBrkr', 'Exterior1st_HdBoard|Neighborhood_NoRidge', 'Alley_Tencode|Street_Pave', 'LotShape_IR1|Heating_GasW', 'Condition1_RRAe|MSSubClass', 'KitchenQual_Gd|MSSubClass', 'GarageCond_Gd|Exterior1st_VinylSd', 'GarageFinish_Fin', 'MiscFeature_Tencode|Exterior1st_BrkComm', 'LotShape_Tencode|SaleType_Tencode', 'Fence_GdPrv|ScreenPorch', 'Electrical_SBrkr|Electrical_FuseF', 'Electrical_SBrkr|SaleType_CWD', 'ExterQual_TA|Fireplaces', 'Alley_Pave|PavedDrive_Y', 'BsmtFinType1_Tencode|Condition1_PosN', 'LotShape_IR1|BsmtFinType1_Rec', 'Exterior2nd_Plywood|Exterior2nd_Wd Shng', 'OverallQual|LandContour_HLS', 'Foundation_BrkTil|RoofMatl_Tar&Grv', 'EnclosedPorch|Neighborhood_Crawfor', 'GarageCond_Tencode|BsmtQual_TA', 'GarageCond_Tencode|BsmtFinType1_LwQ', 'Utilities_Tencode|LotShape_IR2', 'BsmtFinType2_Tencode|Exterior1st_Stucco', 'Neighborhood_Veenker|SaleType_CWD', 'Exterior2nd_Stucco|FullBath', 'GarageType_Basment|Fence_GdWo', 'Exterior2nd_AsbShng|Condition1_Feedr', 'LotConfig_Corner|MSZoning_RM', 'Exterior1st_AsbShng|Foundation_Tencode', 'BsmtFinType1_BLQ|Functional_Maj1', 'LotConfig_CulDSac|Exterior1st_Tencode', 'BsmtQual_TA|LandSlope_Gtl', 'FireplaceQu_Tencode|Condition2_Norm', 'LandContour_Tencode|MasVnrType_Stone', 'BsmtQual_TA|LowQualFinSF', 'Street_Tencode|ExterCond_Gd', 'BldgType_Twnhs|RoofStyle_Shed', 'Neighborhood_OldTown|Foundation_CBlock', 'Heating_GasA', 'Condition1_Artery|Exterior1st_Tencode', 'BsmtFinType2_Rec|BsmtFinType1_Unf', 'GarageCond_Fa|Neighborhood_Sawyer', 'PoolArea|BsmtCond_Fa', 'LotShape_IR1|Condition1_Feedr', 'SaleCondition_Normal|GarageType_Basment', 'GarageQual_Gd|BsmtFinType2_BLQ', 'MoSold|HouseStyle_SLvl', 'LotShape_Reg|Fence_MnPrv', 'RoofStyle_Gambrel|Exterior2nd_Brk Cmn', 'SaleType_New|BldgType_TwnhsE', 'GarageFinish_Fin|LandSlope_Tencode', 'Condition1_PosA|Neighborhood_NWAmes', 'Electrical_FuseP|MSZoning_FV', 'GarageCond_Fa|Neighborhood_IDOTRR', 'Neighborhood_Veenker|SaleType_WD', 'Condition1_Feedr|BsmtExposure_Gd', 'Electrical_SBrkr|Functional_Min2', 'Fireplaces|Exterior2nd_Wd Shng', 'Neighborhood_StoneBr|Fence_MnWw', 'Neighborhood_NPkVill|BsmtFinType1_BLQ', 'BsmtFinType1_ALQ|Fence_GdWo', 'LotConfig_Corner', 'Electrical_FuseP|MSSubClass', 'BldgType_Twnhs|SaleCondition_Alloca', 'Utilities_Tencode|SaleCondition_Abnorml', 'GarageCond_Tencode|GarageType_Tencode', 'Fireplaces|Exterior1st_Plywood', 'FireplaceQu_Tencode|HeatingQC_Ex', 'OpenPorchSF|Condition1_Tencode', 'GarageCond_Po|Exterior1st_Wd Sdng', 'FireplaceQu_Gd|Neighborhood_Sawyer', 'RoofStyle_Gambrel|Condition1_Tencode', 'Condition1_Artery|RoofStyle_Gable', 'GarageType_Attchd|Exterior2nd_Wd Sdng', 'Exterior2nd_CmentBd|LotConfig_Tencode', 'BsmtFinType2_Tencode|BsmtUnfSF', 'LotArea|Exterior2nd_Tencode', 'GrLivArea|Neighborhood_NPkVill', 'SaleType_ConLw|KitchenQual_TA', 'BldgType_2fmCon|BsmtFinSF1', 'LotFrontage|GarageArea', 'BsmtExposure_Tencode|BsmtFinSF2', 'RoofStyle_Flat|FireplaceQu_Ex', 'LowQualFinSF|Neighborhood_StoneBr', 'LandSlope_Sev|Neighborhood_Veenker', 'GarageType_CarPort|MSZoning_RL', 'ExterCond_TA|TotRmsAbvGrd', 'GarageType_Tencode|BsmtFinType1_LwQ', 'FireplaceQu_Po|Neighborhood_StoneBr', 'GarageFinish_Unf|BsmtExposure_No', 'Exterior2nd_Tencode|HeatingQC_Tencode', 'Exterior1st_AsbShng|BsmtFinSF1', 'MoSold|GarageCond_Ex', 'GarageType_BuiltIn|Condition1_Norm', 'GarageCond_Fa|RoofStyle_Tencode', 'KitchenAbvGr|MasVnrType_Stone', 'BldgType_2fmCon|LowQualFinSF', 'HeatingQC_Fa|BsmtQual_TA', 'Functional_Typ|Condition1_PosN', 'Electrical_FuseA|BsmtFinType1_Unf', 'Functional_Typ|MSSubClass', 'Exterior2nd_Brk Cmn|Condition2_Norm', 'Exterior2nd_BrkFace|GarageQual_TA', '2ndFlrSF|CentralAir_Y', 'Fence_Tencode|Fence_GdWo', 'Exterior1st_Stucco|SaleCondition_Partial', 'GarageType_Detchd|HouseStyle_2.5Unf', 'GarageCars|Fence_MnWw', 'LandContour_HLS', 'MiscFeature_Tencode|Condition1_Tencode', 'Foundation_PConc|LandSlope_Mod', 'TotalBsmtSF|LotArea', 'Electrical_FuseP|Neighborhood_Veenker', 'SaleCondition_Normal|KitchenQual_TA', 'HeatingQC_Fa|BldgType_Tencode', 'LotConfig_Corner|BsmtQual_Ex', 'Exterior1st_HdBoard|Exterior2nd_Tencode', 'Neighborhood_OldTown|Neighborhood_IDOTRR', 'HouseStyle_SFoyer|Utilities_AllPub', 'Heating_GasA|BsmtFinType1_LwQ', 'BsmtCond_Po|PavedDrive_P', 'HalfBath|WoodDeckSF', 'Exterior1st_Tencode|HouseStyle_1.5Fin', 'GarageCond_Po|Exterior1st_VinylSd', 'BsmtFinType1_Tencode|MasVnrType_Tencode', 'BsmtFinType2_ALQ|MSZoning_RL', 'Neighborhood_Veenker|Functional_Maj1', 'BsmtFinSF2|RoofStyle_Gambrel', 'Neighborhood_Timber|ExterQual_Fa', 'Exterior1st_BrkFace|KitchenQual_Tencode', 'MSZoning_C (all)|Neighborhood_SawyerW', 'BsmtFinSF2|LandContour_HLS', 'SaleType_CWD|HouseStyle_2Story', 'LotShape_IR1|SaleType_ConLD', 'Exterior1st_HdBoard|HouseStyle_Tencode', 'BsmtFinType1_LwQ|BsmtQual_Gd', 'BsmtExposure_Tencode|ExterQual_Ex', 'MiscVal|Condition2_Norm', 'BsmtFinType2_Rec|BldgType_1Fam', 'RoofStyle_Shed|Functional_Maj1', 'RoofStyle_Shed|BsmtFinType2_Unf', 'MiscVal|LotConfig_CulDSac', 'BsmtFinType2_Rec|GarageCond_Ex', 'Electrical_Tencode|Street_Grvl', 'Heating_Grav|BsmtFinType2_Unf', 'Foundation_BrkTil|LowQualFinSF', 'Electrical_FuseA|FullBath', 'LotShape_IR2|TotRmsAbvGrd', 'Functional_Typ|Neighborhood_StoneBr', 'LotConfig_FR2|Neighborhood_OldTown', 'LotArea|HeatingQC_Ex', 'MSZoning_RH|Exterior1st_Plywood', 'KitchenQual_Gd|LandSlope_Gtl', 'BsmtQual_Tencode|Condition1_RRAn', 'KitchenQual_Gd|Neighborhood_Veenker', 'KitchenQual_Tencode|Exterior2nd_Wd Shng', 'Neighborhood_Blmngtn|Exterior1st_HdBoard', 'Condition2_Tencode|KitchenQual_Fa', 'MSZoning_RL|Neighborhood_Timber', 'HouseStyle_Tencode|2ndFlrSF', 'GarageQual_Gd|BsmtFinType1_GLQ', 'SaleCondition_Tencode|RoofMatl_Tar&Grv', 'Alley_Pave|Street_Grvl', 'KitchenAbvGr|Exterior2nd_BrkFace', 'GarageFinish_Fin|GarageQual_TA', 'HouseStyle_1Story|SaleCondition_Family', 'RoofMatl_Tar&Grv|MSZoning_RM', 'FireplaceQu_Gd|GarageCars', 'Alley_Tencode|Exterior1st_Plywood', 'BsmtFinType2_Tencode|GarageQual_Po', 'GarageCars|GarageArea', 'BsmtFinType2_Unf|BsmtQual_Gd', 'KitchenQual_Tencode|MSZoning_FV', 'SaleCondition_Normal|Neighborhood_Gilbert', 'Exterior1st_HdBoard|GarageQual_TA', 'BsmtFinType2_Tencode|Fence_Tencode', 'BldgType_Twnhs|HouseStyle_2.5Unf', 'Functional_Maj2|GarageType_Basment', 'Neighborhood_CollgCr|YearBuilt', 'Electrical_FuseA|GarageFinish_Tencode', 'Condition1_Artery|Functional_Maj1', 'OverallQual|Alley_Grvl', 'Neighborhood_Blmngtn|PoolArea', 'LotArea|BsmtQual_Fa', 'BsmtFinType2_Tencode|CentralAir_N', 'Neighborhood_ClearCr|BsmtCond_Po', 'BedroomAbvGr|Functional_Maj1', 'BsmtFinType2_GLQ|Foundation_BrkTil', 'SaleType_ConLI|BsmtFinType1_Unf', 'Exterior2nd_Brk Cmn|MSZoning_RL', 'HeatingQC_Ex|CentralAir_N', 'BsmtExposure_Tencode|HouseStyle_Tencode', 'GarageCond_Po|YearRemodAdd', 'GarageFinish_RFn|Street_Pave', 'MiscFeature_Othr|Foundation_BrkTil', 'MiscFeature_Othr|HouseStyle_2Story', 'LotShape_IR2|Exterior1st_BrkComm', 'GarageArea|SaleType_CWD', 'BsmtFinType2_ALQ|BsmtExposure_Av', 'RoofStyle_Hip|Functional_Tencode', 'GarageQual_TA|LandSlope_Gtl', 'Neighborhood_Tencode|MSZoning_RH', 'BsmtFinType2_GLQ|FireplaceQu_Po', 'BsmtFinType2_GLQ|ExterCond_Tencode', 'Neighborhood_NPkVill|Neighborhood_MeadowV', 'ExterCond_TA|Functional_Maj2', 'Alley_Tencode|GarageCond_Ex', 'EnclosedPorch|RoofMatl_WdShngl', 'Neighborhood_Somerst|FireplaceQu_Ex', 'BldgType_Twnhs|GarageType_Tencode', 'SaleCondition_Alloca|Condition2_Artery', 'KitchenAbvGr|BsmtFinType2_BLQ', 'ExterQual_Gd|Street_Pave', 'FireplaceQu_Tencode|FireplaceQu_Po', 'ExterQual_TA|Neighborhood_Tencode', 'Condition1_PosN|BsmtExposure_No', 'Condition1_RRAn|LotShape_IR3', 'PavedDrive_N|Neighborhood_Veenker', 'GarageQual_Fa|Condition2_Tencode', 'Functional_Mod|ScreenPorch', 'BsmtFinType2_Unf|BsmtExposure_No', 'BldgType_1Fam|HouseStyle_2Story', 'YearRemodAdd|RoofMatl_CompShg', 'GarageFinish_Unf|Street_Grvl', 'RoofStyle_Flat|BsmtHalfBath', 'Neighborhood_NoRidge|LandSlope_Tencode', 'Exterior1st_CemntBd|Neighborhood_NAmes', 'GarageCond_Po|KitchenQual_Ex', 'Neighborhood_Edwards|Neighborhood_SawyerW', 'LandSlope_Gtl|SaleCondition_Abnorml', 'HouseStyle_SFoyer|KitchenQual_TA', 'Neighborhood_Somerst|Functional_Min1', 'KitchenQual_Ex|Condition2_Tencode', 'Condition1_Feedr|LotConfig_Inside', 'Electrical_Tencode|Condition2_Norm', 'GarageQual_TA|Exterior1st_BrkComm', 'LandSlope_Tencode|Functional_Maj2', 'Exterior2nd_VinylSd|BsmtCond_Tencode', 'BsmtQual_TA|MoSold', 'Heating_Grav|Foundation_CBlock', 'RoofMatl_Tencode|HouseStyle_2Story', 'OpenPorchSF|HouseStyle_1.5Fin', 'BsmtFinType2_Tencode|KitchenQual_Fa', 'Neighborhood_ClearCr|LotConfig_Inside', 'KitchenQual_Ex|Electrical_SBrkr', 'ScreenPorch|Exterior2nd_Wd Shng', 'GarageCond_Gd|Utilities_AllPub', 'BsmtFinType2_GLQ|ExterCond_Gd', 'Functional_Typ|Alley_Grvl', 'Exterior2nd_Stucco|BsmtFinSF2', 'SaleType_ConLI|SaleType_Oth', 'FullBath|HouseStyle_2.5Unf', 'Electrical_FuseA|BsmtExposure_Mn', 'LotShape_Reg|MiscFeature_Othr', 'GarageCond_Fa|BldgType_Tencode', 'Neighborhood_Edwards|LotConfig_Inside', 'ExterCond_Tencode|RoofStyle_Tencode', 'GarageQual_Gd|CentralAir_Y', 'MSSubClass|Alley_Grvl', 'Exterior2nd_Tencode|BsmtFinType1_Rec', 'GarageType_CarPort|SaleType_COD', 'LandContour_Bnk|Condition1_Tencode', 'GarageFinish_RFn|GarageYrBlt', '3SsnPorch|HouseStyle_2Story', 'Electrical_Tencode|RoofStyle_Tencode', 'PoolArea|Utilities_AllPub', 'OpenPorchSF|RoofMatl_WdShngl', 'GarageCond_Fa|Exterior1st_Tencode', 'KitchenQual_Ex|LotConfig_Inside', 'PavedDrive_N|Functional_Mod', 'BsmtUnfSF|GarageType_CarPort', 'Functional_Min1|Fence_MnPrv', 'Foundation_Tencode|Fence_GdWo', 'Utilities_Tencode|MiscFeature_Othr', 'ExterQual_Ex|Neighborhood_BrkSide', 'Exterior1st_CemntBd|Exterior1st_Plywood', 'ExterQual_Ex|BsmtExposure_No', 'Neighborhood_BrDale|BsmtQual_Gd', 'BsmtFinSF2|ExterQual_Tencode', 'BsmtFinType1_Unf|Neighborhood_MeadowV', 'Electrical_FuseA|HeatingQC_Tencode', 'HeatingQC_Ex|BldgType_TwnhsE', 'GrLivArea|Exterior1st_CemntBd', 'Neighborhood_ClearCr|BsmtExposure_Mn', 'MiscFeature_Tencode|BsmtCond_Tencode', 'BldgType_2fmCon|Foundation_Tencode', 'LotShape_Reg|BsmtQual_Fa', 'Functional_Typ|LandContour_Tencode', 'GrLivArea|HouseStyle_SFoyer', 'GarageType_BuiltIn|MasVnrType_Tencode', 'RoofMatl_CompShg|LandContour_Lvl', 'GarageArea|Condition1_Tencode', 'Alley_Pave|GarageCond_Ex', 'HeatingQC_Fa|MSZoning_RL', 'SaleCondition_Normal|RoofMatl_WdShngl', 'FireplaceQu_Po|BsmtQual_Ex', 'BldgType_2fmCon|Neighborhood_SWISU', 'MSZoning_C (all)|LotConfig_Inside', 'KitchenQual_Ex|ExterQual_Gd', 'Exterior2nd_AsbShng|Exterior1st_Tencode', 'Neighborhood_ClearCr|Condition1_RRAe', 'Utilities_Tencode|SaleCondition_Normal', 'Exterior2nd_Stucco|CentralAir_N', 'Neighborhood_NWAmes|BsmtCond_TA', 'HeatingQC_Fa|SaleType_Tencode', 'ExterCond_Tencode|HouseStyle_2Story', 'LandSlope_Sev|GarageYrBlt', 'FireplaceQu_Gd|Exterior2nd_Tencode', 'OverallQual|GarageType_Attchd', 'OverallCond|MasVnrType_Tencode', 'Neighborhood_Veenker|CentralAir_Tencode', 'YearBuilt|SaleCondition_Family', 'LandSlope_Sev|ExterQual_Fa', 'BsmtFinType1_Rec|MSZoning_FV', 'Neighborhood_Sawyer|BsmtExposure_Gd', 'GarageFinish_Unf|Neighborhood_Tencode', 'LotShape_IR2|RoofStyle_Gambrel', 'Functional_Typ|LotConfig_Tencode', 'MSZoning_C (all)|GarageType_2Types', 'LotConfig_Corner|BsmtCond_TA', 'BldgType_2fmCon|Exterior2nd_MetalSd', 'Neighborhood_OldTown|GarageType_2Types', 'LandSlope_Gtl|Fence_MnPrv', 'LotShape_IR2|Exterior2nd_Wd Shng', 'Functional_Typ|BsmtHalfBath', 'Exterior1st_Stucco|Functional_Min2', 'Neighborhood_Edwards|Condition1_PosA', 'ExterQual_TA|Exterior2nd_MetalSd', 'YearBuilt|CentralAir_Y', 'GarageFinish_RFn|LotShape_IR3', 'Exterior1st_BrkComm|Neighborhood_Timber', 'Neighborhood_Veenker|BsmtFinType1_GLQ', 'BsmtFinType2_GLQ|Electrical_FuseA', 'SaleCondition_Normal|MSZoning_RL', 'Exterior1st_Tencode|HouseStyle_2Story', 'Functional_Typ|SaleCondition_Family', 'Exterior2nd_HdBoard|Street_Pave', 'ExterQual_TA|LotConfig_Corner', 'RoofStyle_Gambrel|GarageType_CarPort', 'GarageCond_Po|LowQualFinSF', 'KitchenAbvGr|YearRemodAdd', 'GarageQual_TA|Exterior2nd_AsphShn', 'SaleCondition_Alloca|Alley_Grvl', 'Exterior1st_HdBoard|PavedDrive_P', 'Foundation_BrkTil|RoofStyle_Shed', 'TotalBsmtSF|Neighborhood_OldTown', 'BedroomAbvGr|FireplaceQu_Ex', 'BsmtQual_Tencode|Foundation_BrkTil', 'Heating_GasA|Foundation_Tencode', 'GarageType_BuiltIn|Condition1_Tencode', 'YrSold|Neighborhood_MeadowV', 'Electrical_Tencode|Electrical_SBrkr', 'Condition1_PosN|Fence_GdWo', 'KitchenQual_Gd|ExterCond_Tencode', 'HeatingQC_Fa|Electrical_FuseA', 'GarageCond_Fa|BsmtFinType2_Rec', 'RoofStyle_Gable|Fence_MnPrv', 'BsmtExposure_Tencode|MSZoning_C (all)', 'Electrical_FuseP|Exterior2nd_BrkFace', 'ExterQual_Gd|Neighborhood_SawyerW', 'BsmtQual_Tencode|MasVnrType_BrkCmn', 'Condition1_RRAn|HouseStyle_SLvl', 'GarageType_CarPort|MiscFeature_Tencode', 'SaleType_ConLD|Street_Grvl', 'Exterior2nd_CmentBd|KitchenQual_Fa', 'Street_Tencode|BsmtQual_TA', 'Neighborhood_NoRidge|GarageType_Attchd', 'GarageCond_Tencode|Exterior1st_Wd Sdng', 'GarageCars|Electrical_FuseF', 'Foundation_BrkTil|Exterior2nd_CmentBd', 'Neighborhood_Blmngtn|Functional_Min2', 'HouseStyle_SFoyer|MSZoning_C (all)', 'KitchenQual_Tencode|Condition2_Tencode', 'Fireplaces|SaleCondition_Family', 'LotShape_IR1|Condition1_Norm', 'Condition1_Feedr|BsmtCond_TA', 'SaleCondition_Tencode|Alley_Pave', 'Neighborhood_Somerst|PoolQC_Tencode', 'LandSlope_Mod|HouseStyle_2.5Unf', 'Exterior1st_CemntBd|MSZoning_C (all)', 'Exterior1st_BrkFace|Functional_Min1', 'Neighborhood_Somerst|Condition1_PosN', 'Utilities_Tencode|GarageCond_Tencode', 'GarageType_Tencode|MasVnrType_Tencode', 'BldgType_Duplex|GarageArea', 'Foundation_PConc|GarageQual_Fa', 'BsmtFinSF2|Exterior1st_Plywood', 'Condition1_Feedr|GarageQual_Tencode', 'HouseStyle_1Story|Heating_GasW', 'Alley_Grvl|BsmtQual_Gd', 'RoofStyle_Hip|LandSlope_Tencode', 'KitchenQual_Tencode|ScreenPorch', 'LotShape_Tencode|Condition1_RRAe', 'RoofStyle_Flat|RoofStyle_Tencode', 'Exterior1st_HdBoard|Exterior1st_Stucco', 'HeatingQC_Ex|SaleCondition_Alloca', 'Functional_Maj2|PoolArea', 'HouseStyle_1.5Fin|Exterior1st_Wd Sdng', 'Utilities_Tencode|MasVnrType_Stone', 'SaleType_ConLw|RoofMatl_WdShngl', 'SaleCondition_Tencode|Electrical_Tencode', 'HouseStyle_1.5Unf|Exterior1st_BrkComm', 'BsmtQual_Tencode|HouseStyle_SLvl', 'Fireplaces|Exterior2nd_HdBoard', 'CentralAir_Y|BsmtCond_TA', 'ExterQual_Tencode|Exterior1st_Tencode', 'TotalBsmtSF|GarageType_BuiltIn', 'HeatingQC_Ex|WoodDeckSF', 'EnclosedPorch|ExterCond_TA', 'BsmtFinSF2|Exterior2nd_MetalSd', 'LotConfig_FR2|Fence_GdPrv', 'HeatingQC_Tencode|GarageType_Attchd', 'RoofMatl_CompShg|ExterQual_Fa', 'SaleType_ConLI|GarageQual_Tencode', 'Neighborhood_BrDale|MiscFeature_Othr', 'YearBuilt|PoolQC_Tencode', 'Functional_Typ|PavedDrive_P', 'HouseStyle_SLvl|MSZoning_RL', 'GarageFinish_Tencode|SaleCondition_Abnorml', 'Neighborhood_Somerst|GarageQual_Fa', 'GarageCond_Gd|Condition1_Norm', 'HalfBath|SaleCondition_Partial', 'RoofStyle_Hip|HalfBath', 'BsmtFinSF2|GarageType_Basment', 'BldgType_Duplex|MSSubClass', 'MiscFeature_Tencode|CentralAir_Y', 'GarageType_Attchd|Fence_GdWo', 'Neighborhood_NridgHt|MasVnrType_None', 'GarageQual_Po|GarageType_Basment', '1stFlrSF|Neighborhood_SawyerW', 'Exterior1st_HdBoard|FireplaceQu_Ex', 'BsmtQual_Tencode|MSZoning_RM', 'GrLivArea|MoSold', 'BsmtFinType2_BLQ|Condition2_Tencode', 'RoofStyle_Hip|GarageType_BuiltIn', 'Neighborhood_Tencode|Heating_GasW', 'Exterior1st_BrkComm|Exterior2nd_Plywood', 'LandContour_Lvl|LotConfig_Inside', 'FireplaceQu_Fa|PavedDrive_P', 'Heating_GasW|RoofMatl_WdShngl', 'Exterior2nd_Stucco|BsmtHalfBath', 'GarageType_Detchd|Exterior1st_BrkComm', 'GarageFinish_Unf|GarageType_Basment', 'Functional_Typ|HouseStyle_2Story', 'BldgType_Twnhs|MiscFeature_Tencode', 'YearRemodAdd|BsmtFullBath', 'Exterior2nd_AsbShng|PavedDrive_P', 'FullBath|HeatingQC_Ex', 'ExterQual_TA|RoofMatl_Tencode', 'SaleType_WD|ExterQual_Ex', 'BsmtHalfBath|BsmtFinType2_BLQ', 'LotShape_Tencode|GarageQual_Gd', 'LotShape_Reg|Condition1_Tencode', 'Heating_Grav|Neighborhood_Veenker', 'Electrical_FuseA|GarageQual_TA', 'LotArea|BsmtCond_Po', 'LotShape_Tencode|MasVnrType_Stone', 'Condition2_Artery|Exterior2nd_AsphShn', 'SaleCondition_Partial|Exterior1st_VinylSd', 'LotConfig_Corner|LotConfig_Tencode', 'OverallQual|Exterior2nd_Plywood', 'ExterQual_Tencode|Condition1_RRAn', 'Neighborhood_Mitchel|SaleType_Tencode', 'BsmtFinType1_Rec|MSZoning_C (all)', 'Functional_Maj1|WoodDeckSF', 'Neighborhood_Mitchel|Fence_GdWo', 'Foundation_Stone|BsmtFinSF1', 'LotShape_IR2|Fence_MnWw', 'GarageFinish_RFn|BsmtQual_Gd', 'LotShape_IR1|LotConfig_CulDSac', 'MSZoning_C (all)|KitchenQual_TA', 'Electrical_FuseP|MasVnrType_Tencode', 'TotalBsmtSF|Heating_Grav', 'BsmtFinType1_BLQ|BsmtFinType1_ALQ', 'RoofStyle_Gambrel|MSSubClass', 'Neighborhood_OldTown|Neighborhood_Sawyer', 'Condition2_Artery|Fence_MnPrv', 'Electrical_FuseA|Functional_Maj1', 'GarageCond_TA|LotShape_IR3', 'BsmtFinType1_Rec|KitchenQual_Fa', 'LotShape_IR1|BsmtFinType1_GLQ', 'ExterCond_Gd|GarageQual_Po', 'Functional_Tencode|BsmtQual_Ex', 'RoofMatl_Tencode|GarageType_2Types', 'BldgType_2fmCon|BsmtFinType2_Unf', 'Foundation_BrkTil|GarageType_BuiltIn', 'Neighborhood_Edwards|SaleType_CWD', '2ndFlrSF|MasVnrArea', 'PoolQC_Tencode|RoofStyle_Gable', 'LandContour_Tencode|BsmtCond_Fa', 'BsmtExposure_Tencode|Foundation_Slab', 'YearRemodAdd|BsmtQual_TA', 'GarageFinish_Fin|Condition2_Norm', 'PavedDrive_Tencode|Neighborhood_SawyerW', 'Alley_Pave|Condition2_Tencode', 'BldgType_2fmCon|Neighborhood_Crawfor', 'FireplaceQu_Tencode|Functional_Typ', 'BsmtFinType2_ALQ|Condition2_Artery', 'BsmtFinType1_ALQ|Exterior1st_BrkComm', 'SaleType_Tencode|Functional_Min1', 'Exterior1st_AsbShng|Functional_Maj2', 'OverallQual|FireplaceQu_Po', 'Functional_Mod|LotShape_IR3', 'Condition1_Artery|LandSlope_Mod', 'Functional_Tencode|Neighborhood_Mitchel', 'SaleType_Tencode|Neighborhood_Edwards', 'FullBath|FireplaceQu_Po', 'BldgType_2fmCon|YearRemodAdd', 'GarageQual_Po|GarageType_2Types', 'Condition1_Artery|BsmtCond_Tencode', 'Electrical_SBrkr|BsmtFinType1_Rec', 'Exterior1st_AsbShng|Foundation_Slab', 'KitchenQual_Tencode|Neighborhood_Crawfor', 'HouseStyle_1Story|ExterCond_Fa', 'LotShape_IR2|LowQualFinSF', 'MiscFeature_Shed|Exterior1st_Wd Sdng', 'FireplaceQu_Fa|MasVnrType_Stone', 'YrSold|LotConfig_Corner', 'Condition2_Tencode|KitchenQual_TA', 'Neighborhood_StoneBr|Exterior1st_WdShing', 'Condition1_Artery|BsmtUnfSF', 'BldgType_Duplex|CentralAir_Tencode', 'Foundation_BrkTil|ExterCond_Tencode', 'Heating_GasW|Condition1_PosN', 'BsmtCond_Gd|BsmtCond_Po', 'HeatingQC_Gd|BsmtExposure_No', 'Neighborhood_ClearCr|GarageType_Tencode', 'Heating_Grav|KitchenQual_TA', 'Functional_Tencode|Condition1_Feedr', 'MSZoning_Tencode|BsmtFinType1_Unf', 'Alley_Tencode|Functional_Min2', 'Neighborhood_NoRidge|FireplaceQu_TA', 'SaleCondition_Alloca|Neighborhood_SawyerW', 'PavedDrive_N|MasVnrType_None', 'LotShape_IR1|SaleType_COD', 'Foundation_BrkTil|LotConfig_FR2', 'MSZoning_RM|Exterior1st_Tencode', 'Condition2_Tencode|Functional_Maj1', 'Alley_Grvl|BsmtExposure_Mn', 'FireplaceQu_Po|CentralAir_Tencode', 'GarageType_Basment|Exterior2nd_Plywood', 'YearBuilt|Fence_GdPrv', 'BldgType_TwnhsE|ExterQual_Fa', 'LotShape_Tencode|LandSlope_Sev', 'Heating_GasW|MSZoning_FV', 'Condition1_Artery|Neighborhood_ClearCr', 'LotShape_Tencode|Neighborhood_Sawyer', 'YearRemodAdd|FireplaceQu_Ex', 'PoolQC_Tencode|FireplaceQu_Ex', 'Exterior1st_AsbShng|Condition2_Tencode', 'OverallCond|MiscFeature_Gar2', 'RoofMatl_Tar&Grv|FireplaceQu_Ex', 'Condition1_RRAe|Condition1_Tencode', 'HouseStyle_Tencode|Condition1_PosN', 'YrSold|MSZoning_RL', 'MSZoning_RH|Exterior2nd_Wd Shng', 'SaleType_New|MoSold', 'BsmtFinType2_Unf|GarageYrBlt', 'LandSlope_Mod|Exterior1st_WdShing', 'OverallQual|BsmtQual_Fa', 'HouseStyle_1.5Unf|Neighborhood_BrkSide', 'BsmtFinType1_BLQ|GarageType_BuiltIn', 'RoofStyle_Flat|SaleType_COD', 'MiscFeature_Tencode|BsmtExposure_Gd', 'YearBuilt|Exterior1st_Wd Sdng', 'Neighborhood_NoRidge|Exterior2nd_Tencode', 'SaleType_Oth|BsmtFinType1_GLQ', 'ExterCond_Gd|Functional_Min1', 'BsmtHalfBath|Functional_Maj1', 'MiscFeature_Othr|Fence_GdPrv', 'Neighborhood_BrDale|Functional_Min1', 'BsmtFullBath|Exterior1st_WdShing', 'BsmtQual_Ex|FireplaceQu_TA', 'HouseStyle_SFoyer|KitchenQual_Gd', 'YearBuilt|ExterQual_Gd', 'BedroomAbvGr|TotRmsAbvGrd', 'SaleCondition_Partial|Exterior1st_Plywood', 'GarageCond_Po|MiscFeature_Tencode', 'Functional_Maj1|GarageArea', 'Neighborhood_Edwards|Condition1_Feedr', 'LotConfig_Tencode|Exterior1st_WdShing', 'BsmtCond_Fa|Fence_MnPrv', 'PavedDrive_N|Exterior1st_HdBoard', 'HouseStyle_Tencode|Alley_Grvl', 'HeatingQC_Ex|BsmtExposure_No', 'TotRmsAbvGrd|MasVnrType_None', 'Neighborhood_Blmngtn|ScreenPorch', 'PoolArea|BsmtQual_Gd', 'Fence_GdWo|Neighborhood_SawyerW', 'SaleType_COD|Alley_Grvl', 'LandSlope_Mod|BsmtCond_Gd', 'BldgType_2fmCon|MiscFeature_Shed', 'Neighborhood_Blmngtn|Neighborhood_Timber', 'HouseStyle_1.5Unf|Exterior1st_MetalSd', 'Neighborhood_BrDale|Street_Tencode', 'Foundation_Tencode|HouseStyle_1.5Unf', 'ExterCond_Tencode|CentralAir_Y', 'Exterior2nd_Wd Sdng|Fence_GdWo', 'MSZoning_C (all)|BsmtCond_Po', 'RoofStyle_Flat|Neighborhood_OldTown', 'Exterior2nd_Tencode|SaleCondition_Abnorml', 'GarageFinish_Unf|BldgType_Duplex', 'KitchenQual_Gd|BldgType_TwnhsE', 'GarageQual_Gd|MasVnrType_BrkCmn', 'KitchenQual_Gd|OverallCond', 'Functional_Maj2|Neighborhood_SawyerW', 'SaleType_ConLI|OverallCond', 'TotalBsmtSF|HouseStyle_2.5Unf', 'ExterCond_TA|ScreenPorch', 'MiscFeature_Othr|MSZoning_FV', '1stFlrSF|MSZoning_FV', 'BsmtQual_TA|Condition2_Tencode', 'RoofStyle_Flat|Condition2_Tencode', 'LotConfig_Tencode|MSZoning_RH', 'GarageFinish_Fin|GarageCond_Gd', 'RoofStyle_Gambrel|ExterQual_Ex', 'ExterQual_Ex|MasVnrType_Tencode', 'Exterior2nd_Stucco|SaleType_ConLw', 'Condition1_Artery|GarageType_Attchd', 'Neighborhood_SWISU|Fence_MnWw', 'GarageCond_TA|Alley_Grvl', 'BsmtQual_Gd|MasVnrType_BrkFace', 'SaleType_ConLw|PavedDrive_Y', 'Condition1_Tencode|Fence_MnWw', 'MSZoning_C (all)|GarageArea', 'FireplaceQu_Ex|OverallCond', 'GarageType_Detchd|PavedDrive_Y', 'HeatingQC_TA|HouseStyle_1.5Unf', 'RoofStyle_Gambrel|Exterior2nd_MetalSd', 'GarageType_Detchd|KitchenQual_Fa', 'Neighborhood_Mitchel|HalfBath', 'Electrical_FuseA|LandSlope_Tencode', 'RoofMatl_CompShg|Exterior2nd_CmentBd', 'Neighborhood_ClearCr|GarageType_BuiltIn', 'LotShape_Reg|Condition1_RRAn', 'BldgType_1Fam|BsmtQual_Gd', 'BsmtQual_Fa|Exterior2nd_AsphShn', 'BsmtExposure_No|GarageType_2Types', 'Functional_Tencode|SaleType_ConLI', 'Condition1_PosN|BldgType_Tencode', 'CentralAir_Y|ScreenPorch', 'RoofStyle_Hip|KitchenQual_Fa', 'Electrical_SBrkr|BsmtFinType1_ALQ', 'Exterior2nd_VinylSd|ExterQual_Ex', 'GarageArea|Functional_Min2', 'Electrical_FuseA|Foundation_CBlock', 'SaleType_CWD|Exterior1st_Plywood', 'Fireplaces|Exterior1st_WdShing', 'Exterior2nd_AsbShng|FireplaceQu_Fa', 'Condition1_PosN|Exterior2nd_Wd Sdng', 'BsmtFinType1_BLQ|GarageQual_TA', 'BsmtQual_Ex|LotConfig_Inside', 'Electrical_FuseF|Neighborhood_IDOTRR', 'Neighborhood_IDOTRR|Fence_MnPrv', 'BldgType_Duplex|GarageQual_Po', 'MiscFeature_Shed|Neighborhood_NAmes', 'Fence_MnPrv|LotConfig_Inside', 'LotShape_Reg|Foundation_CBlock', 'Functional_Maj2|Neighborhood_Crawfor', 'LotArea|GarageCond_Tencode', 'BsmtUnfSF|Exterior1st_Wd Sdng', 'OverallQual|Exterior1st_WdShing', 'BsmtFinType1_BLQ|BsmtExposure_Gd', 'Foundation_Stone|BsmtExposure_Mn', 'Foundation_Stone|RoofStyle_Tencode', 'Neighborhood_StoneBr|KitchenQual_Fa', 'RoofStyle_Flat|LotConfig_Corner', 'MiscFeature_Tencode|KitchenQual_TA', 'Fence_Tencode|SaleType_ConLD', 'Condition1_Feedr|BsmtFinType2_Unf', 'GarageCond_TA|FireplaceQu_Fa', 'Alley_Tencode|Condition2_Artery', 'Heating_GasW|BsmtFinType2_BLQ', 'GarageType_BuiltIn|Neighborhood_SawyerW', 'BsmtHalfBath|MSZoning_RL', 'Condition2_Artery|BsmtExposure_No', 'BsmtExposure_Tencode|SaleType_CWD', 'Exterior1st_Stucco|OpenPorchSF', 'RoofMatl_CompShg|LandContour_Bnk', 'LotShape_IR1|Exterior2nd_MetalSd', 'PoolQC_Tencode|SaleType_Oth', 'PavedDrive_N|Neighborhood_Blmngtn', 'OpenPorchSF|Fence_GdWo', 'Alley_Pave|Neighborhood_Edwards', 'Exterior2nd_AsbShng|BsmtCond_Po', 'SaleCondition_Alloca|MiscFeature_Tencode', 'Neighborhood_Blmngtn|SaleType_ConLI', 'RoofMatl_WdShngl|Fence_MnWw', 'GarageFinish_Tencode|GarageCond_Fa', 'GarageFinish_Fin|BsmtFinType1_Rec', 'Alley_Tencode|BsmtQual_Fa', 'GarageCond_Ex|ExterCond_Fa', 'ExterQual_Ex|BldgType_Tencode', 'BedroomAbvGr|1stFlrSF', 'KitchenQual_TA|MasVnrType_BrkFace', 'HeatingQC_Fa|Fence_GdPrv', 'FireplaceQu_Fa|LotShape_IR3', 'Functional_Maj1|Neighborhood_NAmes', 'Condition1_Tencode|BsmtFinType1_Unf', 'LandContour_Lvl|Condition1_RRAn', 'LotConfig_CulDSac|HouseStyle_1.5Unf', 'RoofMatl_Tar&Grv|SaleCondition_Partial', 'LotArea|Fence_MnWw', 'Foundation_PConc|Neighborhood_Sawyer', 'BldgType_Duplex|Exterior1st_MetalSd', 'GarageQual_Po|HouseStyle_2.5Unf', 'LandSlope_Tencode|ExterQual_Tencode', 'Neighborhood_NoRidge|Neighborhood_Edwards', 'GrLivArea|BsmtExposure_Gd', 'FullBath|FireplaceQu_Ex', 'RoofStyle_Hip|OverallCond', 'Neighborhood_Tencode|GarageYrBlt', 'FullBath|ExterQual_Gd', 'RoofMatl_Tencode|1stFlrSF', 'Neighborhood_Somerst|ScreenPorch', 'GarageCond_TA|Fence_MnPrv', 'Alley_Tencode|BsmtCond_Fa', 'TotalBsmtSF|Exterior1st_Wd Sdng', 'GarageQual_Gd|KitchenQual_Gd', 'Condition1_Feedr|Alley_Grvl', 'TotRmsAbvGrd|MiscFeature_Gar2', 'Neighborhood_BrDale|MSZoning_RH', 'Neighborhood_Blmngtn|MasVnrType_None', 'FullBath|BsmtFinType1_ALQ', 'HalfBath|Neighborhood_Crawfor', 'SaleCondition_Tencode|HouseStyle_2.5Unf', 'SaleCondition_Tencode|SaleCondition_Partial', 'Exterior1st_Stucco|Neighborhood_Edwards', 'FireplaceQu_Po|Exterior2nd_CmentBd', 'RoofMatl_Tencode|HalfBath', 'GarageCond_TA|Fence_GdPrv', 'MoSold|CentralAir_Y', 'LotShape_IR1|FullBath', 'GarageCond_Tencode|SaleCondition_Alloca', 'BsmtQual_Ex|MasVnrType_Stone', 'GarageType_Detchd|BsmtFinType2_GLQ', 'LandContour_Bnk|BsmtFinType1_GLQ', 'YearRemodAdd|LandContour_Tencode', 'BsmtHalfBath|GarageType_Basment', 'FireplaceQu_Fa|GarageCond_Ex', 'Neighborhood_NridgHt|Neighborhood_NAmes', 'Condition2_Artery|HouseStyle_1.5Fin', 'Fence_GdWo|LotConfig_Inside', 'LotShape_IR1|2ndFlrSF', 'Neighborhood_Crawfor|BsmtFinType2_Unf', 'LowQualFinSF|ExterQual_Tencode', 'SaleType_New|Exterior2nd_Wd Shng', '3SsnPorch|Functional_Maj1', 'Foundation_PConc|GarageQual_Po', 'TotalBsmtSF|GarageCars', 'Heating_Grav|HeatingQC_Ex', 'EnclosedPorch|1stFlrSF', 'SaleType_Tencode|ScreenPorch', 'HeatingQC_Ex|GarageQual_Po', 'BsmtFinType2_ALQ|HouseStyle_2.5Unf', 'Foundation_Tencode|BsmtFinType2_Unf', 'Neighborhood_NridgHt|BedroomAbvGr', 'YrSold|LowQualFinSF', 'Electrical_FuseP|SaleType_New', 'Foundation_Stone|ExterCond_Gd', 'GarageFinish_RFn|HouseStyle_SLvl', '1stFlrSF|GarageType_Basment', 'LotConfig_Corner|RoofStyle_Gambrel', 'Exterior1st_Stucco', 'OverallQual|Heating_GasW', 'LandContour_Lvl|Condition2_Norm', 'LotFrontage|SaleType_COD', 'GarageFinish_Tencode|Foundation_Slab', 'Exterior2nd_Wd Sdng|BsmtFinType1_LwQ', 'Fireplaces|SaleCondition_Abnorml', 'GarageType_Detchd|BsmtFinType2_Unf', 'Fence_Tencode|BsmtExposure_Av', 'Neighborhood_NPkVill|MiscFeature_Gar2', 'Functional_Min2|Exterior1st_Wd Sdng', 'MSZoning_C (all)|BsmtFinType1_Unf', 'GarageQual_TA|BsmtQual_Gd', 'BsmtFinType2_ALQ|Heating_GasW', 'GarageArea|SaleCondition_Abnorml', 'Heating_GasA|BsmtFinType2_GLQ', 'Condition1_Feedr|SaleType_Oth', 'FireplaceQu_Tencode|ExterQual_Tencode', 'PavedDrive_Y|Neighborhood_MeadowV', 'Heating_GasW|Neighborhood_IDOTRR', 'RoofStyle_Flat|LandSlope_Tencode', 'SaleType_WD|Functional_Maj1', '2ndFlrSF|BsmtExposure_Mn', 'Alley_Tencode|GarageCond_Fa', 'OverallQual|Exterior1st_Stucco', 'Neighborhood_Gilbert|BsmtCond_TA', 'Neighborhood_NoRidge|Condition2_Tencode', 'SaleType_New|Exterior2nd_AsphShn', 'Electrical_Tencode|MSZoning_C (all)', 'LotConfig_CulDSac|BsmtFinType1_GLQ', 'LotFrontage|BsmtFinType2_Rec', 'SaleType_ConLI|MSZoning_RH', 'LandSlope_Tencode|Street_Grvl', 'HouseStyle_1Story|BsmtCond_Tencode', 'HouseStyle_1.5Unf|GarageType_2Types', 'YearRemodAdd|FireplaceQu_Fa', 'Street_Tencode|BsmtFinType2_Unf', '3SsnPorch|LowQualFinSF', 'ExterQual_TA|LandSlope_Tencode', 'SaleType_Tencode|BsmtCond_Gd', 'BldgType_1Fam|SaleType_Oth', 'MiscFeature_Shed|LotShape_IR3', 'MiscFeature_Othr|3SsnPorch', 'MiscFeature_Gar2|HouseStyle_2Story', 'RoofStyle_Hip|MasVnrType_BrkFace', 'FullBath|Condition1_PosA', 'Condition1_Norm|HouseStyle_1.5Fin', 'LotFrontage|Neighborhood_SawyerW', 'Electrical_Tencode|MiscFeature_Shed', 'KitchenQual_Gd|Foundation_BrkTil', 'MSZoning_C (all)|MSZoning_RL', 'BsmtFinType2_BLQ|Street_Grvl', 'GarageQual_TA|RoofMatl_WdShngl', 'GarageType_BuiltIn|MSZoning_Tencode', 'KitchenAbvGr|BsmtCond_TA', 'BsmtCond_Tencode|CentralAir_N', 'FireplaceQu_Tencode|Exterior2nd_Plywood', 'ExterCond_TA|Heating_Grav', 'BedroomAbvGr|MasVnrType_Tencode', 'Neighborhood_Mitchel|GarageType_Basment', 'BsmtExposure_Tencode|GarageYrBlt', 'Functional_Maj2|LotConfig_Inside', 'Exterior2nd_Stucco|CentralAir_Tencode', 'GarageType_BuiltIn|Neighborhood_Timber', 'Exterior2nd_CmentBd|RoofStyle_Tencode', 'MiscFeature_Othr|HalfBath', 'KitchenQual_Tencode|GarageCond_Fa', 'GarageYrBlt|BsmtExposure_No', 'MoSold|LotShape_IR3', 'HouseStyle_1.5Unf|Foundation_Slab', 'BldgType_2fmCon|KitchenQual_Gd', 'LandContour_Low|GarageCond_TA', 'PavedDrive_Tencode|Neighborhood_BrkSide', 'GarageType_Tencode|LotConfig_Tencode', 'YrSold|BldgType_Twnhs', 'BsmtCond_Gd|BldgType_TwnhsE', 'EnclosedPorch|Condition1_Tencode', 'SaleType_WD|KitchenQual_TA', 'Electrical_Tencode|MasVnrType_BrkFace', 'Heating_Grav|PavedDrive_P', 'BsmtFinType1_Unf|BsmtExposure_No', 'GarageFinish_Unf|Street_Tencode', 'MSZoning_RM|MiscFeature_Gar2', 'FireplaceQu_Ex|RoofMatl_WdShngl', 'BsmtCond_Po|Condition1_RRAn', 'Exterior1st_VinylSd|Utilities_AllPub', 'FireplaceQu_Tencode|PavedDrive_P', 'SaleType_ConLI|WoodDeckSF', 'GarageFinish_Tencode|Exterior1st_Tencode', 'LandSlope_Gtl|Exterior1st_MetalSd', 'Neighborhood_Edwards|HalfBath', 'LotArea|BsmtFinType2_LwQ', 'BldgType_Duplex|Exterior1st_CemntBd', 'PavedDrive_Tencode|LowQualFinSF', 'BsmtQual_Tencode|LotConfig_Tencode', 'BsmtFinType1_Rec|MSZoning_RL', 'SaleType_ConLD|Neighborhood_BrkSide', 'Exterior2nd_Stone|MiscFeature_Gar2', 'BsmtExposure_Av|BsmtFinType2_LwQ', 'SaleType_ConLD|GarageType_Tencode', 'Electrical_FuseA|Neighborhood_StoneBr', 'HeatingQC_Fa|MasVnrType_BrkFace', 'Functional_Typ|ExterCond_Fa', 'Heating_Grav|Neighborhood_Edwards', 'LandSlope_Sev|Exterior1st_WdShing', 'Neighborhood_NPkVill|LotArea', 'GarageType_Detchd|Condition1_Feedr', 'Neighborhood_CollgCr|GarageCond_Fa', 'KitchenAbvGr|MasVnrArea', 'LandSlope_Tencode|Neighborhood_NWAmes', 'Neighborhood_NridgHt|SaleType_Tencode', 'HeatingQC_Fa|BsmtFinSF2', 'KitchenAbvGr|SaleCondition_Normal', 'LotArea|Condition1_RRAe', 'RoofMatl_Tencode|Foundation_Slab', 'MiscFeature_Othr|GarageCond_Tencode', 'BldgType_TwnhsE|Condition1_RRAn', 'SaleType_ConLI|KitchenQual_Tencode', 'MasVnrType_BrkCmn|BsmtFinType2_Rec', 'Neighborhood_Mitchel|Exterior1st_BrkComm', 'BsmtExposure_Tencode|GarageCars', 'Functional_Maj2|Condition2_Norm', 'LotShape_IR2|ExterQual_Fa', 'ExterCond_Gd|SaleType_COD', 'Exterior2nd_Stone|BsmtFinType2_GLQ', 'GarageCond_Po|BsmtFinType1_ALQ', 'LotConfig_FR2|BsmtFinType1_LwQ', 'SaleCondition_Tencode|Foundation_PConc', 'Neighborhood_BrDale|Exterior2nd_Brk Cmn', 'MasVnrType_None|CentralAir_Tencode', 'ExterQual_TA|BsmtFinType2_Rec', 'BsmtFinType2_Tencode|BsmtExposure_No', 'Neighborhood_NPkVill|GarageQual_Fa', 'GarageCond_Po|Exterior2nd_AsphShn', 'FireplaceQu_Po|Fence_MnWw', 'ExterQual_TA|LotConfig_Inside', 'LandContour_HLS|BsmtFinType1_GLQ', 'RoofStyle_Flat|Exterior1st_MetalSd', 'RoofMatl_Tencode|SaleCondition_Partial', 'Foundation_PConc|Neighborhood_Veenker', 'Alley_Pave|BsmtFinType1_GLQ', 'YearRemodAdd|Exterior2nd_Wd Shng', 'Neighborhood_NridgHt|OverallCond', 'SaleCondition_Family|HeatingQC_Tencode', 'Neighborhood_CollgCr|MiscVal', 'FullBath|BsmtUnfSF', 'BsmtFinType1_Tencode|GarageQual_Tencode', 'PavedDrive_Tencode|SaleType_COD', 'Neighborhood_ClearCr|SaleType_WD', 'BedroomAbvGr|Fence_MnWw', 'Neighborhood_NPkVill|MSZoning_RH', 'KitchenQual_Tencode|KitchenQual_TA', 'LandContour_Lvl|Neighborhood_MeadowV', 'LotConfig_CulDSac|ExterQual_Fa', 'LotShape_Tencode|Street_Tencode', 'GarageType_Detchd|Condition1_Tencode', 'Exterior2nd_Stucco|Neighborhood_Blmngtn', 'BsmtQual_Gd|GarageType_2Types', 'Neighborhood_NPkVill|BldgType_Twnhs', 'PavedDrive_N|HouseStyle_SLvl', 'LotArea|BsmtFinSF2', 'Neighborhood_BrDale|Heating_Grav', 'Neighborhood_OldTown|SaleType_ConLI', 'RoofStyle_Flat|Neighborhood_Mitchel', 'LandContour_HLS|2ndFlrSF', 'LandContour_Tencode|HouseStyle_1.5Unf', 'SaleCondition_Tencode|SaleType_WD', 'Heating_GasA|TotRmsAbvGrd', 'Neighborhood_NridgHt|SaleType_CWD', 'RoofMatl_Tencode|Neighborhood_NridgHt', 'Condition1_Artery|Alley_Grvl', 'Exterior2nd_BrkFace|KitchenQual_Fa', 'PavedDrive_N|BsmtFinType1_ALQ', 'Alley_Grvl', 'Condition1_PosA|MiscFeature_Tencode', 'Functional_Tencode|LandSlope_Sev', 'BsmtQual_Ex|BsmtFinType2_Rec', 'MiscFeature_Othr|PavedDrive_Y', 'BldgType_Duplex|Condition1_PosN', 'HeatingQC_Fa|Exterior1st_MetalSd', 'ScreenPorch|Neighborhood_Timber', 'Neighborhood_Tencode|Exterior2nd_Wd Shng', 'OverallQual|BldgType_Tencode', 'MSZoning_RM|Neighborhood_IDOTRR', 'Foundation_CBlock|Condition2_Norm', 'HeatingQC_Gd|HouseStyle_1.5Unf', 'SaleCondition_Alloca|SaleType_New', 'SaleCondition_Partial|HouseStyle_2.5Unf', 'Neighborhood_NWAmes|Exterior2nd_Wd Shng', 'BldgType_Duplex|HouseStyle_2Story', 'MasVnrType_None|Exterior1st_WdShing', 'BsmtQual_TA|BsmtFinType1_Unf', 'RoofStyle_Gambrel|HouseStyle_1.5Fin', 'HouseStyle_1.5Unf|HouseStyle_2.5Unf', 'HeatingQC_Gd|Exterior2nd_HdBoard', 'Foundation_Tencode|Condition2_Norm', 'BsmtFinType2_Tencode|Functional_Maj1', 'RoofStyle_Gable|Utilities_AllPub', 'GarageFinish_Tencode|GarageFinish_RFn', 'Exterior2nd_Stucco|EnclosedPorch', 'HouseStyle_1.5Unf|Condition1_Tencode', 'HouseStyle_1.5Unf|MSZoning_FV', 'RoofStyle_Shed|Neighborhood_Gilbert', 'HalfBath|Utilities_AllPub', 'Neighborhood_NPkVill|Condition1_RRAn', 'MiscFeature_Shed|PoolArea', 'GarageFinish_Tencode|GarageArea', 'KitchenQual_Tencode|Functional_Min2', 'GarageFinish_RFn|HouseStyle_1.5Fin', 'MasVnrType_BrkCmn|GarageArea', 'Functional_Tencode|MiscFeature_Tencode', 'Neighborhood_Crawfor|Neighborhood_Timber', 'BldgType_Twnhs|KitchenQual_TA', 'Foundation_BrkTil|Neighborhood_SWISU', 'BsmtQual_TA|MiscFeature_Tencode', '3SsnPorch|ExterCond_Fa', 'Neighborhood_Edwards|MoSold', 'Neighborhood_BrDale|BsmtFinType2_Tencode', 'Exterior2nd_Stucco|ExterQual_Ex', 'LotShape_Reg|GarageCond_Gd', 'ExterCond_Gd|Fence_MnPrv', 'LotFrontage|MSZoning_RH', 'Exterior2nd_Stucco|YearBuilt', 'OpenPorchSF|2ndFlrSF', 'GarageType_Attchd|Neighborhood_BrkSide', 'Neighborhood_SawyerW|BsmtExposure_Mn', 'TotalBsmtSF|BsmtFinType2_ALQ', 'BsmtQual_Ex|ExterQual_Fa', 'LotShape_IR3|HouseStyle_1.5Fin', 'Exterior2nd_AsbShng|LotConfig_CulDSac', 'Functional_Maj2|Alley_Grvl', 'GarageType_Attchd|GarageFinish_RFn', 'Neighborhood_Blmngtn|Neighborhood_SawyerW', 'YrSold|Foundation_Stone', 'BsmtFinType2_GLQ|Neighborhood_SWISU', 'PavedDrive_Y|MSZoning_C (all)', 'LandSlope_Mod|YearBuilt', 'Utilities_AllPub|Exterior2nd_AsphShn', 'Functional_Typ|GarageType_2Types', 'Neighborhood_NoRidge|BldgType_TwnhsE', 'GarageCond_Tencode|Fence_GdWo', 'GarageQual_Tencode|BsmtFinType1_GLQ', 'Exterior1st_Stucco|GarageQual_Po', 'Exterior2nd_AsbShng|Heating_GasA', 'Neighborhood_NridgHt|BsmtFinType1_GLQ', 'Exterior2nd_Stone|SaleType_Tencode', 'Exterior1st_HdBoard|BsmtExposure_Av', 'RoofStyle_Gambrel|SaleType_Oth', 'BedroomAbvGr|ExterQual_Gd', 'LandContour_Tencode|HouseStyle_2Story', 'Neighborhood_Mitchel|GarageCond_Fa', 'Electrical_FuseF|MSZoning_RM', 'LotShape_IR1|MSZoning_FV', 'BldgType_2fmCon|HouseStyle_SLvl', 'BsmtFinType1_LwQ|BsmtCond_Fa', 'MSZoning_RM|Fence_GdWo', 'ExterQual_Ex|Fence_MnPrv', 'Foundation_PConc|Electrical_FuseP', 'HeatingQC_Ex|BsmtFullBath', 'Condition1_Norm|GarageQual_Po', 'Exterior1st_Stucco|LandSlope_Tencode', 'HeatingQC_TA', 'FireplaceQu_Tencode|Neighborhood_CollgCr', 'OverallCond|ExterQual_Tencode', 'BsmtFinType1_Tencode|Neighborhood_NoRidge', 'BsmtFinType1_BLQ|BldgType_TwnhsE', 'BldgType_Twnhs|BsmtFinType1_LwQ', 'FireplaceQu_Ex|GarageYrBlt', 'Exterior2nd_BrkFace|OverallCond', 'GarageArea|PoolArea', 'HalfBath|Neighborhood_IDOTRR', 'TotRmsAbvGrd|SaleCondition_Normal', 'Exterior2nd_Wd Sdng|Utilities_AllPub', 'KitchenQual_Fa|Exterior2nd_HdBoard', 'BsmtQual_Tencode|SaleCondition_Abnorml', 'Heating_Grav|Neighborhood_OldTown', 'FireplaceQu_Fa|Exterior2nd_Plywood', 'Exterior2nd_Tencode|HouseStyle_2Story', 'LotArea|Exterior1st_Wd Sdng', 'Neighborhood_IDOTRR|Exterior1st_Tencode', 'LandContour_Tencode|Condition2_Artery', 'FireplaceQu_Po|1stFlrSF', 'Fence_Tencode|Neighborhood_NAmes', 'Electrical_FuseF|Alley_Grvl', 'LotShape_Tencode|Neighborhood_Mitchel', 'BsmtFinType1_ALQ|MSZoning_RL', 'ExterQual_Ex|RoofStyle_Tencode', 'GarageType_Basment|Exterior1st_MetalSd', 'LandContour_Low|MiscFeature_Othr', 'GarageCond_Po|LotConfig_Corner', 'BsmtQual_TA|MasVnrArea', 'GarageCond_TA|MasVnrType_Tencode', 'Foundation_Tencode|Foundation_Slab', 'MiscVal|BsmtFinType1_LwQ', 'LandSlope_Mod|Exterior2nd_Tencode', 'Neighborhood_NWAmes|BsmtExposure_Gd', 'HouseStyle_1Story|GarageQual_Tencode', 'Electrical_Tencode|BsmtFinType1_LwQ', 'Neighborhood_Mitchel|Condition1_RRAe', 'SaleType_WD|Utilities_AllPub', 'YrSold|Condition1_Norm', 'SaleType_ConLI|MasVnrType_Stone', 'SaleCondition_Alloca|Neighborhood_MeadowV', 'BsmtQual_Fa|Neighborhood_SawyerW', 'SaleType_WD|GarageQual_Fa', 'KitchenQual_Fa|MasVnrType_Stone', 'GarageType_Basment|MSZoning_RH', 'RoofStyle_Gambrel|Exterior1st_BrkComm', 'YearBuilt|SaleCondition_Partial', 'HouseStyle_Tencode|SaleType_Tencode', 'Neighborhood_Somerst|SaleType_WD', 'Neighborhood_Veenker|BsmtQual_Gd', 'HeatingQC_TA|BsmtCond_TA', 'GarageFinish_Fin|ExterQual_Tencode', 'Electrical_FuseP|PavedDrive_Tencode', 'Neighborhood_StoneBr|BsmtQual_Gd', 'SaleType_New|Exterior1st_WdShing', 'Exterior1st_AsbShng|BsmtExposure_Gd', 'LotShape_IR3|Utilities_AllPub', 'ExterCond_Gd|Exterior1st_CemntBd', 'LotFrontage|GarageCond_Ex', 'LandSlope_Sev|Alley_Grvl', 'LotShape_IR1|OverallCond', 'BsmtUnfSF|2ndFlrSF', 'Heating_GasW|Condition1_Feedr', 'KitchenQual_TA|Exterior2nd_HdBoard', 'Functional_Typ|Fence_GdPrv', 'BldgType_2fmCon|EnclosedPorch', 'MiscFeature_Othr|PavedDrive_P', 'Street_Tencode|LandContour_Bnk', 'Neighborhood_BrDale|Heating_GasW', 'Exterior1st_HdBoard|BsmtFinType1_Rec', 'KitchenQual_Ex|Functional_Maj2', 'LotShape_Reg|GarageYrBlt', 'Alley_Pave|Exterior2nd_AsphShn', 'Foundation_BrkTil|BsmtFinType2_Unf', 'KitchenQual_Tencode|Fence_GdWo', 'Condition1_PosA|BsmtFinType2_Rec', 'BsmtFinType1_Rec|Exterior2nd_Wd Shng', 'GarageType_Basment|GarageYrBlt', 'HalfBath|RoofStyle_Gambrel', 'Functional_Typ|BsmtQual_Fa', 'Foundation_Tencode|Exterior2nd_CmentBd', 'LotArea|HalfBath', 'BsmtFinType2_ALQ|LandContour_Bnk', 'Neighborhood_NridgHt|BsmtQual_Fa', 'BsmtFinType2_ALQ|Condition1_Norm', 'LandContour_Bnk|Condition1_Feedr', 'KitchenAbvGr|LandContour_Lvl', 'RoofStyle_Hip|Electrical_SBrkr', 'Fence_GdWo|MasVnrType_BrkFace', 'HeatingQC_TA|BsmtExposure_Gd', 'Neighborhood_BrDale|BldgType_2fmCon', 'Neighborhood_NAmes|Functional_Min2', 'BsmtFinType2_ALQ|RoofStyle_Gambrel', 'BsmtFinType1_ALQ|Exterior1st_CemntBd', 'PavedDrive_P|HouseStyle_2.5Unf', 'HalfBath|GarageCond_Fa', 'MiscFeature_Gar2|BsmtExposure_No', 'Utilities_Tencode|MiscFeature_Tencode', 'Condition1_Artery|GarageQual_Tencode', 'LandSlope_Gtl|SaleType_CWD', 'Electrical_FuseP|HeatingQC_Tencode', 'BsmtFinType2_Unf|SaleType_COD', 'HalfBath|Fence_GdWo', 'BsmtFinType1_Rec|Condition1_RRAe', 'Condition1_Norm|2ndFlrSF', 'KitchenQual_Ex|Exterior2nd_Plywood', 'BsmtFinSF2|RoofStyle_Gable', 'Condition1_PosA', 'BsmtFinType2_GLQ|FireplaceQu_Fa', 'LotShape_IR2|LotArea', 'LandContour_Low|PoolArea', 'Functional_Tencode|BsmtQual_Tencode', 'BsmtExposure_Tencode|BsmtQual_Ex', 'EnclosedPorch|LotConfig_Corner', 'SaleType_ConLw|Exterior2nd_VinylSd', 'ExterQual_TA|SaleCondition_Family', 'GarageFinish_Fin|SaleCondition_Normal', 'LandContour_Low|LandContour_Bnk', 'TotalBsmtSF|BsmtCond_TA', 'GarageFinish_Unf|Neighborhood_NoRidge', 'BldgType_Twnhs|FireplaceQu_Ex', 'RoofMatl_CompShg|Neighborhood_Gilbert', 'Exterior2nd_Wd Shng|Exterior1st_MetalSd', 'GarageType_CarPort|Fence_GdWo', 'Condition1_PosA|GarageCond_Ex', 'RoofStyle_Flat|ExterCond_Gd', 'RoofMatl_CompShg|Exterior1st_VinylSd', 'Neighborhood_Somerst|GarageQual_TA', 'Condition1_Artery|RoofMatl_Tar&Grv', 'GarageCars|SaleType_New', 'RoofStyle_Hip|Exterior1st_Tencode', 'LotArea|Heating_Tencode', 'Neighborhood_Mitchel|Street_Pave', 'Neighborhood_NWAmes|Neighborhood_Sawyer', 'SaleType_WD|Exterior2nd_Plywood', 'BsmtFinType1_Tencode|MiscFeature_Gar2', 'GarageCars|Neighborhood_NoRidge', 'RoofStyle_Hip|Condition1_RRAn', 'Exterior1st_CemntBd|RoofStyle_Tencode', 'SaleCondition_Normal|Neighborhood_SawyerW', 'Utilities_Tencode|BsmtFinType2_ALQ', 'Exterior2nd_Stone|MasVnrType_Tencode', 'LotShape_IR2|Exterior1st_VinylSd', 'TotalBsmtSF|HouseStyle_SLvl', 'Condition1_RRAn|HouseStyle_1.5Fin', 'RoofStyle_Gable|Condition2_Norm', 'BsmtQual_TA|Exterior1st_CemntBd', 'Exterior1st_BrkFace|SaleType_ConLw', 'SaleCondition_Tencode|Functional_Maj2', 'Exterior2nd_Stucco|Neighborhood_Somerst', 'SaleType_WD|MSZoning_RM', 'LandContour_Tencode|BsmtQual_Gd', 'Heating_GasW|LandSlope_Gtl', 'BsmtCond_Po|BsmtFinType1_GLQ', 'FireplaceQu_TA|MiscFeature_Gar2', 'BldgType_Duplex|MiscVal', 'Exterior2nd_BrkFace|Fence_MnWw', 'Alley_Tencode|Neighborhood_NWAmes', 'Neighborhood_Mitchel|BsmtQual_Gd', 'ExterCond_Gd|SaleType_CWD', 'Condition1_Norm|Functional_Min2', 'Neighborhood_Blmngtn|LandSlope_Mod', 'KitchenAbvGr|Utilities_AllPub', 'BsmtUnfSF|BldgType_TwnhsE', 'LandSlope_Mod|BsmtCond_Tencode', 'Condition2_Artery|ExterQual_Tencode', 'Neighborhood_Tencode|Fence_MnPrv', 'Foundation_CBlock|GarageQual_Tencode', 'Foundation_Tencode|HouseStyle_SLvl', 'Exterior2nd_AsbShng|PavedDrive_Y', 'GrLivArea|Alley_Tencode', 'PoolArea|BldgType_1Fam', 'GarageQual_Tencode|Exterior1st_Tencode', 'Exterior1st_AsbShng|SaleType_Oth', 'BldgType_2fmCon|Neighborhood_BrkSide', 'Foundation_BrkTil|BsmtFullBath', 'BsmtFinType1_GLQ|Exterior1st_Plywood', 'BsmtCond_Tencode|Utilities_AllPub', 'RoofStyle_Shed|MasVnrType_None', 'Exterior2nd_HdBoard|Exterior2nd_Plywood', 'RoofMatl_Tencode|Neighborhood_Timber', 'FireplaceQu_Po|BsmtExposure_No', 'ExterCond_Gd|Condition1_RRAn', 'HouseStyle_1Story|BldgType_2fmCon', 'HeatingQC_Ex|LotShape_IR3', 'PavedDrive_N|Neighborhood_NWAmes', 'SaleType_ConLI|PavedDrive_Y', 'GarageCond_Tencode|Neighborhood_Veenker', 'MiscFeature_Othr|Exterior2nd_VinylSd', 'Foundation_Stone|LotConfig_Inside', 'LowQualFinSF|BsmtFinType1_Unf', 'LotConfig_FR2|Neighborhood_Tencode', 'RoofStyle_Shed|Foundation_CBlock', 'OverallCond|HouseStyle_1.5Fin', 'LotShape_Tencode|GarageArea', 'SaleCondition_Alloca|CentralAir_Tencode', 'HalfBath|BsmtQual_Gd', 'LotShape_IR2|KitchenQual_TA', 'LotShape_IR2|Exterior1st_Tencode', 'BldgType_Duplex|EnclosedPorch', 'Heating_Tencode|LandContour_Bnk', 'LotConfig_Tencode|BsmtFinType1_Unf', 'FireplaceQu_Gd|MiscFeature_Othr', 'SaleType_ConLD|GarageFinish_Tencode', 'BsmtExposure_Tencode|TotalBsmtSF', 'BsmtExposure_Tencode|BsmtFinType2_GLQ', 'PoolQC_Tencode|Condition1_PosA', 'MiscFeature_Othr|OpenPorchSF', 'HouseStyle_Tencode|BsmtFinType2_Rec', 'LandContour_Low|KitchenQual_Ex', 'Exterior1st_AsbShng|FireplaceQu_Fa', 'HouseStyle_1.5Fin|GarageType_2Types', 'GrLivArea|2ndFlrSF', 'HouseStyle_2.5Unf|CentralAir_Tencode', 'Neighborhood_NoRidge|KitchenQual_Tencode', 'YearBuilt|Exterior2nd_Wd Sdng', 'Heating_GasA|BsmtCond_Gd', 'LandContour_Bnk|Condition1_PosN', 'LotFrontage|FireplaceQu_Po', 'BldgType_Twnhs|MSZoning_RM', 'Heating_Tencode|2ndFlrSF', 'GarageQual_Gd|MiscFeature_Othr', 'Neighborhood_NWAmes|Foundation_Slab', 'ExterCond_Gd|BsmtCond_Po', 'BsmtFinType1_Tencode|BsmtQual_Gd', 'Neighborhood_Mitchel|Condition2_Tencode', 'MasVnrType_None|Neighborhood_Timber', 'BsmtFinType1_Rec|Neighborhood_NWAmes', 'GarageType_Attchd|MSSubClass', 'GarageCars|BsmtFinType2_LwQ', 'SaleCondition_Tencode|BldgType_TwnhsE', 'LotFrontage|SaleType_Oth', 'ExterCond_TA|Neighborhood_Sawyer', 'LandSlope_Tencode|FireplaceQu_TA', 'KitchenQual_Tencode|Exterior2nd_AsphShn', '3SsnPorch|BsmtUnfSF', 'OverallQual|BsmtFinType2_Unf', 'SaleType_COD|BsmtExposure_No', 'Neighborhood_CollgCr|Functional_Maj2', 'LandContour_Low|ScreenPorch', 'FireplaceQu_Ex|BsmtCond_TA', 'Neighborhood_Crawfor|Fence_MnPrv', 'KitchenQual_Gd|Exterior2nd_Plywood', 'PavedDrive_Tencode|BsmtExposure_No', 'LotShape_Reg|HouseStyle_2.5Unf', 'ExterCond_Tencode|Condition2_Artery', 'Electrical_SBrkr|HouseStyle_2Story', 'BsmtFinType1_GLQ|MasVnrType_BrkFace', 'KitchenAbvGr|HeatingQC_Fa', 'PoolArea|MSZoning_RL', 'LotShape_IR1|Exterior1st_Wd Sdng', 'RoofStyle_Shed|BsmtExposure_Mn', 'Exterior1st_HdBoard|FireplaceQu_Fa', 'LandContour_HLS|BsmtFinType2_BLQ', 'SaleType_ConLw|ExterQual_Gd', 'BsmtExposure_Tencode|MSZoning_FV', 'Neighborhood_Mitchel|Condition1_Norm', 'Electrical_FuseA|LandSlope_Sev', 'LotShape_Reg|FireplaceQu_TA', 'LandContour_HLS|GarageCond_Fa', 'ExterQual_TA|1stFlrSF', 'GarageCond_Po|GarageQual_Po', 'FireplaceQu_Po|Electrical_FuseF', 'FireplaceQu_Gd|BsmtFinType2_Rec', 'HouseStyle_SFoyer|Street_Grvl', 'SaleCondition_Tencode|YrSold', 'GarageType_Detchd|BsmtExposure_Gd', 'Neighborhood_NAmes|Condition1_Feedr', 'GarageCars|Electrical_SBrkr', 'ExterQual_TA|LandSlope_Mod', 'KitchenAbvGr|CentralAir_Tencode', 'Utilities_Tencode|BsmtFinType1_BLQ', 'HouseStyle_SFoyer|RoofMatl_Tar&Grv', 'SaleType_WD|BsmtCond_TA', 'Exterior2nd_Stucco|GarageType_Attchd', 'OpenPorchSF|MasVnrType_Tencode', 'BsmtFinType2_BLQ|SaleType_COD', 'BedroomAbvGr|Condition1_PosN', 'LotShape_IR2|Condition1_PosA', 'Functional_Min1|OverallCond', 'LandSlope_Tencode|Exterior2nd_CmentBd', 'Condition1_Artery|GarageFinish_Tencode', 'Foundation_PConc|BldgType_TwnhsE', 'BsmtFinType2_LwQ|Condition1_Feedr', 'BsmtHalfBath|MiscFeature_Shed', 'SaleType_ConLw|LandContour_Tencode', 'BsmtQual_Tencode|RoofStyle_Tencode', 'RoofStyle_Gable|MSZoning_RL', 'YearRemodAdd|BsmtHalfBath', 'PavedDrive_N|BsmtFinType1_GLQ', 'RoofStyle_Shed|MasVnrType_Stone', 'LotConfig_Tencode|Neighborhood_SawyerW', 'ExterCond_Gd|GarageType_2Types', 'TotalBsmtSF|BldgType_1Fam', 'OverallQual|MSZoning_FV', 'TotalBsmtSF|WoodDeckSF', 'HeatingQC_Gd|PavedDrive_Y', 'Exterior1st_VinylSd|WoodDeckSF', 'ExterCond_TA|Exterior1st_AsbShng', 'ExterCond_TA|BsmtFinSF1', 'Neighborhood_Veenker|GarageType_BuiltIn', 'HeatingQC_Gd|Electrical_SBrkr', 'KitchenAbvGr|SaleCondition_Tencode', 'FullBath|SaleType_CWD', 'PavedDrive_N|Street_Pave', 'GarageCond_Po|GarageQual_Fa', 'BedroomAbvGr|GarageType_Basment', 'HouseStyle_SFoyer|MoSold', 'Exterior2nd_AsbShng|FullBath', 'RoofStyle_Hip|Condition1_PosA', 'BsmtFinType1_ALQ|PavedDrive_Tencode', 'BsmtHalfBath|Fence_Tencode', 'HouseStyle_1.5Unf|GarageType_CarPort', 'Exterior2nd_Stucco|Exterior2nd_MetalSd', 'PoolQC_Tencode|Condition1_RRAn', 'Heating_GasA|LotConfig_Inside', 'YrSold|ExterCond_Fa', 'LotConfig_CulDSac|CentralAir_N', 'GarageArea|MSZoning_FV', 'KitchenQual_Ex|Exterior2nd_Brk Cmn', 'HalfBath|MSSubClass', 'Condition1_Tencode|Exterior1st_Plywood', 'Exterior1st_BrkComm|LotShape_IR3', 'BsmtFinType2_GLQ|Electrical_SBrkr', 'LotShape_Tencode|BsmtFinType2_Tencode', 'BsmtFinType2_GLQ|SaleCondition_Alloca', 'LotFrontage|MSZoning_RL', 'YearBuilt|Neighborhood_OldTown', 'LotConfig_FR2|RoofMatl_WdShngl', 'GarageType_Attchd|Foundation_Slab', 'BldgType_Duplex|Heating_Grav', 'Heating_GasA|Condition1_RRAe', 'CentralAir_Y|ExterQual_Fa', 'BsmtQual_Tencode|Condition2_Norm', 'LandContour_HLS|BsmtCond_Po', 'Foundation_Tencode|GarageYrBlt', 'HeatingQC_TA|SaleCondition_Abnorml', 'Exterior2nd_Stone|BsmtCond_TA', 'Foundation_PConc|LandContour_HLS', 'Street_Tencode|Condition2_Artery', 'Neighborhood_IDOTRR|LotConfig_Inside', 'SaleCondition_Alloca|BsmtExposure_Av', 'RoofStyle_Hip|Exterior2nd_HdBoard', 'LotShape_Tencode|Exterior2nd_Tencode', 'ExterCond_TA|Exterior2nd_Tencode', 'KitchenQual_Ex|Neighborhood_Gilbert', 'GarageFinish_RFn|BsmtFinType1_GLQ', 'Neighborhood_IDOTRR|Exterior1st_MetalSd', 'GarageQual_Fa|RoofStyle_Shed', 'BsmtFinType2_GLQ|HalfBath', 'Functional_Maj1|LotConfig_Inside', 'Neighborhood_Tencode|GarageQual_Fa', 'Street_Tencode|BldgType_1Fam', 'Neighborhood_Timber|Exterior1st_MetalSd', 'Exterior2nd_Stucco|OpenPorchSF', 'FullBath|SaleType_COD', 'Exterior2nd_BrkFace|ExterQual_Gd', 'BsmtFinType2_GLQ|MiscFeature_Shed', 'KitchenQual_Gd|BsmtQual_Ex', 'Exterior2nd_Tencode|BldgType_TwnhsE', 'Exterior2nd_AsbShng|GrLivArea', 'Neighborhood_SWISU|Exterior2nd_AsphShn', 'Functional_Typ|Fence_MnWw', 'ExterCond_Gd|RoofMatl_WdShngl', 'ExterCond_TA|MiscFeature_Gar2', 'Neighborhood_Crawfor|MSZoning_RL', 'GarageType_Tencode|KitchenQual_Fa', 'BsmtQual_Ex|BsmtCond_Po', 'Street_Tencode|LotConfig_Tencode', 'Foundation_PConc|MiscFeature_Shed', 'GrLivArea|LotShape_Reg', 'KitchenAbvGr|BldgType_1Fam', 'Neighborhood_NPkVill|BsmtFinType2_Unf', 'LandSlope_Tencode|Electrical_FuseF', 'HalfBath|LowQualFinSF', 'LotShape_IR1|KitchenQual_TA', 'HouseStyle_Tencode|LandContour_HLS', 'LotShape_Tencode|Street_Pave', 'Street_Tencode|Functional_Min1', 'Street_Tencode|Foundation_Stone', 'GarageType_Attchd|Condition2_Norm', 'BsmtQual_Tencode|BsmtExposure_Av', 'LotArea|GarageCond_Ex', 'BsmtFinType1_ALQ|BsmtExposure_Mn', 'BsmtFullBath|ExterQual_Gd', 'Condition1_Artery|Street_Grvl', 'Neighborhood_Veenker|Neighborhood_Edwards', 'YearRemodAdd|BsmtFinType1_Unf', '2ndFlrSF|Fence_MnPrv', 'Foundation_PConc|Neighborhood_Crawfor', 'Exterior2nd_Stone|ExterQual_Fa', 'GrLivArea|Foundation_Stone', 'LotConfig_FR2|Exterior2nd_CmentBd', 'Neighborhood_Edwards|Exterior1st_VinylSd', 'Foundation_BrkTil|MiscVal', 'GarageType_BuiltIn|Neighborhood_Crawfor', 'Exterior2nd_BrkFace|Exterior1st_VinylSd', 'RoofMatl_Tencode|Exterior1st_Stucco', 'KitchenAbvGr|Neighborhood_NridgHt', 'HeatingQC_Fa|Condition1_Tencode', 'LotShape_IR2|RoofMatl_Tar&Grv', 'HouseStyle_SLvl|Functional_Min2', 'RoofStyle_Gable|Exterior2nd_CmentBd', 'HouseStyle_1Story|Condition1_Tencode', 'BldgType_2fmCon|ExterCond_Tencode', 'FireplaceQu_Fa|Neighborhood_NWAmes', 'BsmtFinType1_LwQ|GarageYrBlt', 'Neighborhood_Crawfor|GarageType_2Types', 'YearRemodAdd|GarageQual_Gd', 'Alley_Grvl|WoodDeckSF', 'BsmtExposure_Mn|Fence_MnPrv', 'Exterior1st_AsbShng|HouseStyle_Tencode', 'BsmtFinType2_LwQ|GarageCond_Ex', 'Heating_GasW', 'Exterior2nd_BrkFace|Neighborhood_MeadowV', 'FireplaceQu_Tencode|Foundation_PConc', 'BsmtFinType2_Tencode|Exterior2nd_Wd Shng', 'HouseStyle_1Story|BsmtQual_Tencode', 'LandContour_Low|Fireplaces', 'Utilities_Tencode|Condition1_Tencode', 'Exterior2nd_Tencode', 'Neighborhood_NoRidge|MiscFeature_Gar2', 'Alley_Tencode|MiscFeature_Shed', 'SaleCondition_Family|Neighborhood_SawyerW', 'GarageType_Tencode|BsmtFullBath', 'SaleCondition_Tencode|Condition1_PosA', 'SaleCondition_Alloca|Condition1_RRAe', 'ExterQual_Tencode|BsmtCond_TA', 'LotShape_Tencode|Electrical_Tencode', 'YearRemodAdd|Neighborhood_NoRidge', 'BsmtQual_Fa|Neighborhood_NWAmes', 'LandSlope_Mod|Exterior1st_MetalSd', 'Foundation_BrkTil|Exterior1st_WdShing', 'BsmtQual_Fa|MSZoning_RM', 'GrLivArea|TotRmsAbvGrd', 'PavedDrive_Tencode|LotShape_IR3', 'BldgType_2fmCon|Neighborhood_ClearCr', 'HeatingQC_Fa|RoofStyle_Shed', 'Neighborhood_ClearCr|Fence_MnWw', 'Exterior2nd_BrkFace|Exterior1st_MetalSd', 'LandSlope_Sev|GarageType_Tencode', 'GarageFinish_Fin|Condition2_Artery', 'Exterior2nd_BrkFace|Fence_Tencode', 'KitchenAbvGr|MSZoning_Tencode', 'LandContour_HLS|LandSlope_Gtl', 'BsmtFinType2_BLQ|PavedDrive_Tencode', 'Electrical_FuseA|LandSlope_Gtl', 'BsmtFinType1_Tencode|Heating_GasA', 'BsmtFinType1_Tencode|MasVnrType_Stone', 'LotShape_IR1|PavedDrive_P', 'FireplaceQu_Gd|Fence_Tencode', 'KitchenQual_Tencode|PavedDrive_P', 'Electrical_Tencode|Exterior1st_Stucco', 'Condition1_Artery|SaleType_New', 'HeatingQC_Tencode|LotConfig_Tencode', 'Electrical_Tencode|BsmtFinType2_Rec', 'LandContour_HLS|HalfBath', 'Utilities_Tencode|GarageArea', 'Exterior2nd_CmentBd|Neighborhood_NAmes', 'Exterior1st_Stucco|BsmtQual_Fa', 'BsmtFinType2_ALQ|GarageYrBlt', 'YearBuilt|HouseStyle_SLvl', 'Neighborhood_Blmngtn|BsmtCond_Fa', 'BldgType_2fmCon|RoofMatl_CompShg', 'Alley_Pave|Neighborhood_NoRidge', 'EnclosedPorch|MSZoning_C (all)', 'HeatingQC_TA|GarageCond_Gd', 'LotFrontage|Exterior1st_VinylSd', 'RoofStyle_Tencode|SaleCondition_Partial', 'HeatingQC_Gd|Condition1_Feedr', 'GarageType_Attchd|GarageCond_Ex', 'Functional_Maj2|Exterior2nd_Wd Sdng', 'BsmtHalfBath|ExterCond_Tencode', 'EnclosedPorch|BsmtFinType2_ALQ', 'HouseStyle_1Story|Alley_Pave', 'EnclosedPorch|Exterior1st_CemntBd', '1stFlrSF|BsmtCond_Po', 'BsmtFinType1_Unf|Utilities_AllPub', 'BldgType_Duplex|BsmtFinType1_Rec', 'Exterior2nd_MetalSd|Electrical_FuseF', 'MiscVal|Exterior2nd_AsphShn', 'HeatingQC_TA|Condition1_Tencode', 'Functional_Tencode|BsmtFinSF2', 'ExterCond_Gd|LotShape_IR3', 'ExterCond_Gd|GarageQual_TA', 'ExterQual_TA|EnclosedPorch', '1stFlrSF|WoodDeckSF', 'Neighborhood_NPkVill|Foundation_CBlock', 'LotArea|OpenPorchSF', 'FireplaceQu_Fa|MoSold', 'BsmtFullBath|MSZoning_C (all)', 'Condition1_Artery|RoofMatl_WdShngl', 'SaleCondition_Family|Neighborhood_Crawfor', 'LotShape_IR2|Heating_Grav', 'LandContour_Low|LotShape_IR3', 'BedroomAbvGr|MSZoning_RM', 'YearRemodAdd|RoofStyle_Flat', 'BldgType_Twnhs|ExterCond_Fa', 'BsmtQual_TA|WoodDeckSF', 'GarageQual_Fa|BldgType_1Fam', '2ndFlrSF|BsmtExposure_No', 'HeatingQC_Tencode|BsmtExposure_Mn', 'BldgType_2fmCon|GarageCond_TA', 'SaleType_ConLw', 'BsmtFinType1_ALQ|HouseStyle_2Story', 'BsmtFinType2_Tencode|FullBath', 'RoofStyle_Hip|GarageFinish_Fin', 'Exterior2nd_CmentBd|GarageArea', 'GarageCond_TA|Functional_Maj2', 'BsmtFinType1_Tencode|BsmtFinType2_LwQ', 'MiscVal|SaleType_COD', 'Utilities_Tencode|Functional_Maj1', 'Functional_Tencode|HouseStyle_2.5Unf', 'BsmtFinType1_BLQ|CentralAir_Y', 'Exterior1st_HdBoard|HouseStyle_SFoyer', 'LandSlope_Tencode|Condition1_PosN', 'LandContour_Bnk|Neighborhood_NWAmes', 'BldgType_1Fam|Exterior1st_WdShing', 'GarageType_Attchd|SaleType_Oth', 'HouseStyle_Tencode|Condition2_Tencode', 'ExterCond_TA|Condition1_RRAe', 'RoofMatl_CompShg|GarageQual_Po', 'BsmtFullBath|BsmtCond_TA', 'FireplaceQu_Gd|BsmtFullBath', 'SaleCondition_Normal|HouseStyle_2.5Unf', 'LotFrontage|Exterior1st_MetalSd', 'KitchenQual_TA|MSZoning_RH', 'Functional_Tencode|ExterCond_Fa', 'Functional_Min1|BsmtCond_TA', 'Electrical_SBrkr|SaleCondition_Normal', 'HeatingQC_Gd|BsmtQual_TA', 'Heating_GasW|HeatingQC_Tencode', 'BldgType_TwnhsE|Alley_Grvl', 'RoofStyle_Tencode|BsmtFinSF1', 'Functional_Tencode|BsmtFinType1_GLQ', 'Electrical_FuseA|GarageQual_Tencode', 'Alley_Tencode|LotShape_IR1', 'Exterior2nd_Stucco|GarageQual_TA', 'Condition2_Artery|Exterior2nd_Brk Cmn', 'ScreenPorch|Exterior2nd_AsphShn', 'LandContour_Tencode|MSZoning_RM', 'HeatingQC_Ex|Exterior2nd_Brk Cmn', 'BldgType_2fmCon|MiscFeature_Gar2', 'SaleType_Tencode|Neighborhood_SWISU', 'PavedDrive_N|HeatingQC_Tencode', 'Neighborhood_Sawyer|PavedDrive_P', 'GarageCars|SaleCondition_Partial', 'GrLivArea|RoofStyle_Tencode', 'Exterior2nd_Stucco|GarageFinish_Tencode', 'PavedDrive_Tencode|ExterQual_Gd', 'Condition1_RRAe|Functional_Maj1', 'BedroomAbvGr|Exterior1st_MetalSd', 'GarageQual_Fa|RoofMatl_WdShngl', 'HouseStyle_SFoyer|TotRmsAbvGrd', 'LotConfig_FR2|Neighborhood_NAmes', 'Condition1_PosA|SaleType_Oth', 'Neighborhood_Veenker|WoodDeckSF', 'Neighborhood_Blmngtn|SaleType_New', 'Condition1_Norm|HouseStyle_2.5Unf', 'LotConfig_Tencode|Utilities_AllPub', 'Neighborhood_SWISU|BsmtQual_Gd', 'MasVnrType_BrkCmn|MasVnrArea', 'MSZoning_C (all)|LotShape_IR3', 'PavedDrive_N|MiscVal', 'GarageQual_Po|GarageType_CarPort', 'Alley_Tencode|PoolQC_Tencode', 'BsmtFinType2_ALQ|BsmtCond_TA', 'GarageFinish_Tencode|BsmtQual_Gd', 'PoolArea|MasVnrType_Tencode', 'HouseStyle_Tencode|Fence_GdPrv', 'Neighborhood_ClearCr|BsmtQual_Ex', 'LotArea|GarageQual_Po', 'BsmtExposure_No|WoodDeckSF', 'Neighborhood_Tencode|Neighborhood_Sawyer', 'KitchenQual_Tencode|MSZoning_C (all)', '3SsnPorch|GarageFinish_RFn', 'RoofStyle_Flat|ExterCond_Fa', 'KitchenQual_Fa|BsmtFinType1_Unf', 'GarageFinish_Tencode|FireplaceQu_TA', 'Electrical_Tencode|WoodDeckSF', 'Foundation_CBlock|Condition1_Tencode', 'Fence_GdPrv|Utilities_AllPub', 'Condition1_RRAe|BsmtFinType2_Rec', 'HouseStyle_2.5Unf|Exterior2nd_Wd Shng', 'Fireplaces|SaleType_New', 'Heating_Tencode|CentralAir_Tencode', 'LandContour_Lvl|BsmtCond_Po', 'BldgType_Twnhs|PavedDrive_Tencode', 'SaleType_Tencode|Utilities_AllPub', 'Foundation_BrkTil|GarageType_Attchd', 'Electrical_FuseP|Exterior2nd_Wd Shng', 'ExterQual_TA|MoSold', 'LotFrontage|ExterQual_Fa', 'Exterior2nd_Stone|TotRmsAbvGrd', 'LotConfig_Corner|Exterior1st_CemntBd', 'LandContour_Lvl|Condition2_Artery', 'LotConfig_CulDSac|SaleType_CWD', 'PavedDrive_Tencode|BldgType_Tencode', 'BsmtFinType2_Rec|ExterQual_Ex', 'ExterCond_TA|Exterior2nd_AsphShn', 'LandSlope_Mod|BsmtFinType2_ALQ', 'TotRmsAbvGrd|Functional_Min2', 'GarageArea|MSZoning_RM', '2ndFlrSF|SaleCondition_Abnorml', 'OpenPorchSF|Exterior2nd_Plywood', 'Condition1_PosN|MasVnrType_Stone', 'RoofStyle_Hip|MoSold', 'Neighborhood_SWISU|GarageType_Attchd', 'BldgType_Duplex|KitchenQual_Ex', 'Functional_Mod|BldgType_TwnhsE', 'GarageCond_Po|Foundation_BrkTil', 'HeatingQC_Fa|Neighborhood_MeadowV', 'BldgType_Duplex|BsmtExposure_Gd', 'PavedDrive_N|MiscFeature_Gar2', 'ExterCond_TA|BsmtFinType1_LwQ', 'Exterior2nd_Wd Sdng|HouseStyle_1.5Fin', 'Electrical_Tencode|RoofStyle_Shed', 'LowQualFinSF|OpenPorchSF', 'BsmtFinType1_ALQ|SaleType_Oth', 'LowQualFinSF|LotShape_IR3', 'BsmtFinType1_BLQ|HouseStyle_2Story', 'PavedDrive_N|Electrical_SBrkr', 'BsmtFinType2_LwQ|Exterior1st_Plywood', 'GarageType_Tencode|SaleType_Oth', 'RoofMatl_Tar&Grv|GarageQual_Po', 'Neighborhood_Tencode|Exterior2nd_MetalSd', 'SaleType_ConLI|LotConfig_Inside', 'Exterior1st_HdBoard|SaleType_Oth', 'BsmtFinType1_ALQ|MSZoning_C (all)', 'Electrical_SBrkr|Neighborhood_NAmes', 'GarageFinish_RFn|HouseStyle_2Story', 'Neighborhood_Veenker|MSSubClass', 'GarageQual_Tencode|GarageType_2Types', 'SaleCondition_Abnorml|Exterior1st_Wd Sdng', 'BsmtCond_Fa|WoodDeckSF', 'LandContour_Tencode|BsmtFinType1_GLQ', 'ExterCond_Tencode|MSZoning_RH', '1stFlrSF|Fence_MnWw', 'Exterior1st_Stucco|Exterior1st_MetalSd', 'GarageCond_Tencode|Neighborhood_OldTown', 'Neighborhood_NPkVill|GarageType_CarPort', 'Neighborhood_StoneBr|ExterQual_Fa', 'MasVnrType_BrkCmn|GarageType_CarPort', 'Electrical_Tencode|Fence_GdPrv', 'BsmtFinSF1|WoodDeckSF', 'Exterior2nd_BrkFace|ExterQual_Tencode', 'Neighborhood_BrDale|Foundation_Tencode', 'GrLivArea|Neighborhood_Somerst', 'Functional_Maj1|BsmtCond_Tencode', 'GarageFinish_Unf|LandSlope_Tencode', 'LandContour_Bnk|LotConfig_Inside', 'KitchenQual_TA|Foundation_Slab', 'GarageType_Detchd|Exterior2nd_AsphShn', 'LandContour_Tencode|GarageCond_Ex', 'Exterior2nd_BrkFace|Heating_GasW', 'RoofMatl_Tencode|Exterior1st_HdBoard', 'YrSold|Heating_Grav', 'LotShape_Reg|Neighborhood_BrkSide', 'Utilities_Tencode|Electrical_FuseP', 'Street_Tencode|BsmtUnfSF', 'MiscVal|ExterCond_Fa', 'FireplaceQu_Ex|Neighborhood_Sawyer', 'BsmtFinType2_BLQ|ExterQual_Fa', 'Fireplaces|CentralAir_Y', 'FireplaceQu_Ex|Fence_MnWw', 'Electrical_SBrkr|BsmtExposure_No', 'Neighborhood_Blmngtn|LotConfig_CulDSac', 'SaleType_ConLD|GarageFinish_RFn', 'MasVnrType_BrkCmn|Exterior2nd_HdBoard', 'GarageQual_Gd|GarageArea', 'ExterCond_Tencode|HouseStyle_SLvl', 'Fence_GdPrv|Exterior2nd_CmentBd', 'Foundation_Stone|Exterior1st_Wd Sdng', 'LotFrontage|Electrical_FuseP', 'Neighborhood_Blmngtn|Neighborhood_ClearCr', 'BsmtFinType2_ALQ|GarageType_Attchd', 'RoofStyle_Tencode|Exterior1st_Plywood', 'BsmtFinType2_LwQ|CentralAir_N', 'BsmtFinType1_ALQ|HouseStyle_2.5Unf', 'PavedDrive_N|MiscFeature_Othr', 'LotArea|Neighborhood_Gilbert', 'LowQualFinSF|Neighborhood_Sawyer', 'Neighborhood_Blmngtn|Heating_Tencode', 'BsmtFinType2_Tencode', 'GarageQual_Gd|LotShape_IR1', 'BsmtCond_TA|Functional_Min2', 'LotShape_Reg', 'Alley_Pave|GarageArea', 'Foundation_Stone|Exterior2nd_Plywood', 'Neighborhood_Mitchel|HeatingQC_Ex', 'HeatingQC_Fa|SaleType_New', 'Electrical_FuseP|RoofMatl_CompShg', 'HeatingQC_Gd|KitchenQual_TA', 'Utilities_Tencode|Alley_Tencode', 'Neighborhood_NWAmes|LotShape_IR3', 'Alley_Pave|Fence_MnPrv', 'Exterior2nd_Stucco|Heating_GasW', 'Exterior2nd_Stone|GarageType_Attchd', 'BsmtFinType1_Rec|SaleCondition_Partial', 'RoofStyle_Gable|CentralAir_Y', 'KitchenAbvGr|Exterior2nd_Wd Sdng', 'Foundation_Tencode|GarageCond_Fa', 'ScreenPorch|BsmtExposure_No', 'EnclosedPorch|Condition1_Feedr', 'BsmtFinType1_Rec|Neighborhood_Crawfor', 'OverallQual|HeatingQC_Gd', 'Alley_Grvl|Foundation_Slab', 'PavedDrive_P|BsmtFinType1_Unf', 'KitchenQual_Tencode|Condition1_Norm', 'Condition1_Feedr|Condition2_Norm', 'BsmtExposure_Av|Condition2_Artery', 'Neighborhood_Blmngtn|HalfBath', 'GarageCond_TA|GarageQual_Po', 'Electrical_Tencode|FireplaceQu_TA', 'BsmtFinType1_LwQ|OverallCond', 'Neighborhood_BrDale|GarageQual_Po', 'Condition1_Artery|Neighborhood_OldTown', 'Condition1_Artery|RoofStyle_Tencode', 'Functional_Maj2|BsmtFinSF1', 'LotShape_IR2|TotalBsmtSF', 'Exterior1st_CemntBd|Neighborhood_Gilbert', 'GarageFinish_Unf|LotArea', 'BsmtFinType2_GLQ|LotConfig_Inside', 'PoolQC_Tencode|MSSubClass', 'MiscFeature_Othr|HouseStyle_2.5Unf', 'GarageCond_Gd|GarageFinish_Tencode', 'EnclosedPorch|BsmtFinSF2', 'BsmtFinSF2|PavedDrive_Tencode', 'GarageCond_Ex|MSZoning_RH', 'SaleType_WD|HeatingQC_Ex', 'ExterCond_Gd|Neighborhood_MeadowV', 'SaleType_ConLI|LandSlope_Tencode', 'Neighborhood_Blmngtn|SaleType_Tencode', 'PavedDrive_N|BsmtQual_Fa', 'SaleCondition_Alloca|MoSold', 'BsmtFinType2_ALQ|ExterCond_Gd', 'Functional_Tencode|Foundation_Tencode', 'BsmtFinSF1|Foundation_Slab', 'LandSlope_Mod|Neighborhood_SawyerW', 'Electrical_FuseP|GarageQual_Fa', 'Neighborhood_Mitchel|Exterior1st_CemntBd', 'GarageCond_TA|LandSlope_Sev', 'LandContour_HLS|Condition1_PosA', 'BsmtExposure_Tencode|Alley_Pave', 'GarageType_Detchd|MSZoning_FV', 'YrSold|Electrical_SBrkr', 'BsmtQual_Ex|1stFlrSF', 'KitchenQual_Ex|Street_Pave', 'TotalBsmtSF|Exterior1st_BrkComm', 'ExterCond_TA|Street_Pave', 'GarageFinish_Unf|GarageQual_Fa', 'Exterior2nd_AsbShng|HouseStyle_SLvl', '3SsnPorch|HouseStyle_2.5Unf', 'GarageType_Tencode|MasVnrType_BrkFace', 'Heating_GasW|Foundation_Tencode', 'LotConfig_Corner|Foundation_CBlock', 'GarageFinish_Fin|KitchenQual_Ex', 'Electrical_FuseA|SaleType_ConLD', 'Foundation_PConc|HouseStyle_2.5Unf', 'ExterQual_TA|LandContour_Tencode', 'BldgType_TwnhsE|MasVnrType_BrkFace', 'GarageCond_Tencode|Neighborhood_Tencode', 'HeatingQC_Tencode|RoofMatl_Tar&Grv', 'BsmtFinType2_BLQ|SaleCondition_Abnorml', 'MiscFeature_Shed|BsmtExposure_Mn', 'OverallQual|GarageFinish_RFn', '3SsnPorch|Neighborhood_NWAmes', 'Foundation_BrkTil|BsmtCond_TA', 'GarageQual_Fa|OverallCond', 'KitchenAbvGr|CentralAir_Y', 'Exterior2nd_AsbShng|MoSold', 'GarageCond_Fa|Functional_Min1', 'GarageCond_Gd|Electrical_FuseF', 'SaleType_ConLw|ExterCond_Gd', 'BldgType_Duplex|SaleType_ConLI', 'PavedDrive_N|PavedDrive_Y', 'GarageFinish_Tencode|SaleCondition_Normal', 'Functional_Maj1|OverallCond', 'GarageCond_TA|GarageQual_TA', 'LotShape_Reg|Alley_Tencode', 'Condition1_PosA|MSZoning_C (all)', 'LandSlope_Sev|SaleType_New', 'ExterCond_TA|RoofMatl_CompShg', 'Electrical_Tencode|2ndFlrSF', 'BsmtFinType2_Rec|Neighborhood_StoneBr', 'MSZoning_RH|HouseStyle_2Story', 'Exterior2nd_VinylSd|Neighborhood_NAmes', 'LotArea|ExterCond_Tencode', 'GarageFinish_Unf|HouseStyle_SFoyer', 'BsmtFinType2_ALQ|Neighborhood_Gilbert', 'GarageQual_Tencode|BsmtExposure_Gd', 'BsmtCond_Po|Exterior1st_VinylSd', 'BsmtFinType2_LwQ|Neighborhood_StoneBr', 'Condition1_Norm|RoofMatl_WdShngl', 'LandSlope_Tencode|Exterior2nd_MetalSd', 'GarageType_CarPort|Exterior1st_WdShing', 'FireplaceQu_Gd|Electrical_FuseA', 'Neighborhood_Mitchel|BsmtHalfBath', 'Neighborhood_Crawfor|GarageYrBlt', 'Fence_GdPrv|Exterior2nd_AsphShn', 'GarageCond_Ex|Exterior1st_BrkComm', 'LotArea|FireplaceQu_Fa', 'BsmtFinType1_BLQ|MasVnrType_None', 'HouseStyle_SFoyer|3SsnPorch', 'GarageQual_Fa|Condition1_RRAn', 'Functional_Min1|Functional_Mod', 'BedroomAbvGr|HalfBath', 'Alley_Pave|1stFlrSF', 'LotShape_IR2|Neighborhood_NWAmes', 'KitchenQual_Ex|CentralAir_Y', 'BsmtFinType2_BLQ|BsmtExposure_No', 'Exterior1st_BrkFace|HalfBath', 'KitchenQual_Ex|FireplaceQu_Ex', 'Exterior1st_BrkFace|HouseStyle_1.5Fin', 'Fence_Tencode|MSZoning_RM', 'BsmtFinType1_LwQ|MSZoning_FV', 'HouseStyle_Tencode|LandContour_Bnk', 'FireplaceQu_Gd|GarageType_CarPort', 'BsmtFinType2_ALQ|LandContour_HLS', 'HouseStyle_1Story|BsmtFinType2_BLQ', 'Alley_Tencode|BsmtFinType1_Unf', 'Electrical_Tencode|HalfBath', 'LandContour_Bnk|Exterior1st_Tencode', 'SaleType_ConLI|BsmtFinType2_Rec', 'ExterCond_Gd|Neighborhood_BrkSide', 'Neighborhood_CollgCr|PavedDrive_Tencode', 'Neighborhood_CollgCr|SaleCondition_Abnorml', 'BsmtFinType1_LwQ|PoolArea', 'SaleType_ConLI|LandSlope_Gtl', 'KitchenQual_Fa|BsmtFinType1_LwQ', 'BsmtExposure_Tencode|FullBath', 'FireplaceQu_TA|BsmtFinType1_Unf', 'HouseStyle_2Story|MasVnrType_Tencode', 'Functional_Mod|BsmtCond_Gd', 'LotShape_IR2|BsmtFinType1_Unf', 'BldgType_Twnhs|Neighborhood_Crawfor', 'Neighborhood_Tencode|BsmtQual_Fa', 'Neighborhood_OldTown|RoofStyle_Gable', 'LandSlope_Gtl|MasVnrArea', 'ScreenPorch|BsmtExposure_Gd', 'Utilities_Tencode|SaleCondition_Family', 'GarageFinish_Tencode|Street_Pave', 'HouseStyle_SFoyer|BldgType_Tencode', 'HeatingQC_Fa|MasVnrType_Tencode', 'BsmtFinType2_BLQ|Condition1_PosN', 'LotConfig_FR2|ExterQual_Fa', 'HouseStyle_SFoyer|KitchenQual_Ex', 'ExterQual_TA|GarageCond_Fa', 'Condition1_Artery|Street_Pave', 'GarageType_Tencode|LotConfig_Inside', 'GarageType_Basment|HouseStyle_1.5Fin', 'BsmtFinType2_ALQ|Functional_Mod', 'FireplaceQu_Gd|LotConfig_Inside', 'Neighborhood_Mitchel|BsmtCond_Gd', 'PavedDrive_Y|Exterior2nd_AsphShn', 'Heating_Grav|FireplaceQu_TA', 'LotConfig_FR2|MasVnrType_BrkCmn', 'ExterQual_Gd|Exterior1st_VinylSd', 'Exterior2nd_Stucco|GarageCond_TA', 'Neighborhood_Tencode|BsmtFinType1_LwQ', 'RoofMatl_Tencode|GarageYrBlt', 'OverallQual|Foundation_CBlock', 'HeatingQC_Gd|GarageType_Tencode', 'Neighborhood_Blmngtn|Heating_GasA', 'SaleCondition_Tencode|BldgType_Duplex', 'MasVnrType_None|Exterior2nd_Wd Shng', 'Condition2_Tencode|ExterQual_Ex', 'LandContour_Bnk|ExterCond_Gd', 'RoofStyle_Flat|Fence_GdWo', 'ExterQual_TA|Exterior2nd_HdBoard', 'HeatingQC_Ex|BsmtExposure_Av', 'BsmtFinType2_Tencode|MiscFeature_Gar2', 'KitchenQual_Gd|Condition2_Artery', 'PoolArea|BsmtFinType1_Unf', 'GarageCond_Po|Exterior1st_HdBoard', 'MSZoning_C (all)|PavedDrive_P', 'MSSubClass|Fence_MnWw', 'BsmtFinType1_Tencode|GarageCond_Gd', 'GarageCars|Condition1_PosA', 'Exterior2nd_AsbShng|FireplaceQu_Ex', 'SaleType_ConLD|Exterior2nd_Brk Cmn', 'Neighborhood_BrDale|FireplaceQu_Po', 'Neighborhood_BrDale', 'OverallQual|LandSlope_Sev', 'Neighborhood_OldTown|Electrical_FuseF', 'BsmtFinType2_Tencode|FireplaceQu_Po', 'GarageCond_Tencode|LandContour_Tencode', 'Exterior2nd_Wd Sdng|Neighborhood_IDOTRR', 'Street_Tencode|ExterCond_Tencode', 'RoofStyle_Gable|Foundation_Slab', 'Neighborhood_Blmngtn|ExterCond_TA', 'BldgType_Duplex|Exterior2nd_CmentBd', 'RoofStyle_Flat|RoofMatl_CompShg', 'YrSold|Fence_Tencode', 'Neighborhood_Crawfor|BsmtCond_TA', 'LotShape_Reg|HouseStyle_SFoyer', 'HeatingQC_Gd|BldgType_1Fam', 'Neighborhood_ClearCr|MasVnrType_BrkFace', 'Neighborhood_NPkVill|ExterCond_TA', 'OverallCond|CentralAir_N', 'SaleType_WD|BsmtFinType1_GLQ', 'MSSubClass|Exterior1st_Tencode', 'Neighborhood_NWAmes|Neighborhood_Gilbert', 'Neighborhood_NWAmes|LandSlope_Gtl', 'BsmtFinType1_Tencode|Neighborhood_Tencode', 'YearBuilt|RoofStyle_Shed', 'BsmtFinType2_Tencode|BsmtExposure_Gd', 'GarageArea|ExterQual_Fa', 'LandSlope_Mod|Exterior2nd_VinylSd', 'GarageFinish_Fin|FireplaceQu_Fa', 'FireplaceQu_Po|YearBuilt', 'FireplaceQu_Fa|BsmtFinType1_LwQ', 'BldgType_2fmCon|LotConfig_Tencode', 'HouseStyle_SFoyer|Exterior2nd_Tencode', 'LotFrontage|HeatingQC_Tencode', 'PoolArea|BsmtExposure_Mn', 'BsmtFinType2_Tencode|BldgType_Tencode', 'SaleType_ConLI|Neighborhood_SawyerW', 'LotConfig_FR2|HeatingQC_Ex', 'LotConfig_Tencode|BsmtExposure_No', 'KitchenAbvGr|ExterQual_Gd', 'MoSold|Exterior1st_Plywood', 'BsmtFinType2_BLQ|KitchenQual_Fa', 'LotShape_IR2|MSZoning_Tencode', 'LotFrontage|MSZoning_RM', 'BsmtUnfSF|Fence_MnPrv', 'GarageCond_Gd|MasVnrType_BrkFace', 'Exterior1st_HdBoard|Electrical_Tencode', 'FireplaceQu_Po|BsmtCond_Gd', 'YearRemodAdd|Exterior1st_HdBoard', 'MiscFeature_Gar2|Exterior2nd_HdBoard', 'MiscFeature_Othr|Utilities_AllPub', 'PavedDrive_P|Utilities_AllPub', 'GarageType_Detchd|BsmtFinType2_LwQ', 'BsmtFinType1_ALQ|GarageYrBlt', 'BsmtFinSF1|BsmtQual_Gd', 'GarageCond_TA|LandSlope_Tencode', 'Neighborhood_NoRidge|3SsnPorch', 'PoolQC_Tencode|Fence_MnWw', 'Neighborhood_ClearCr|Exterior2nd_CmentBd', 'GarageType_Tencode|ExterCond_Fa', 'LotShape_Reg|Exterior2nd_BrkFace', 'GarageType_Tencode|Exterior2nd_Wd Sdng', 'Exterior1st_BrkFace|ExterCond_Tencode', 'RoofMatl_Tar&Grv|Condition1_PosA', 'MiscFeature_Othr|RoofStyle_Gambrel', 'SaleCondition_Tencode|YearBuilt', 'BsmtFinType1_BLQ|Exterior2nd_AsphShn', 'YearBuilt|BsmtFinType2_Unf', 'SaleCondition_Abnorml|MasVnrArea', 'FireplaceQu_TA|Street_Pave', 'Neighborhood_Edwards|Neighborhood_StoneBr', 'GarageFinish_Unf|BsmtFinType1_Rec', 'Exterior1st_CemntBd|ExterQual_Ex', 'SaleCondition_Family|HouseStyle_2Story', 'LotShape_Reg|LandSlope_Gtl', 'LandSlope_Sev|HeatingQC_Tencode', 'OpenPorchSF|MSSubClass', 'BsmtExposure_Av|MiscFeature_Gar2', 'SaleCondition_Family|Condition1_PosN', 'GarageType_Detchd|Exterior2nd_Plywood', 'HeatingQC_Tencode|BsmtFinType1_Unf', 'ExterCond_Tencode|GarageType_BuiltIn', 'RoofStyle_Hip|BsmtExposure_Av', 'BldgType_Twnhs|BsmtFinType2_LwQ', 'LandContour_Low|GarageType_Basment', 'ExterCond_TA|BsmtCond_TA', 'CentralAir_Tencode|ScreenPorch', 'LotFrontage|MSZoning_Tencode', 'SaleType_ConLD|Utilities_AllPub', 'RoofStyle_Tencode|SaleType_COD', 'Heating_GasA|BsmtUnfSF', 'LotShape_Tencode|BsmtFinType1_Rec', 'TotalBsmtSF|LotShape_IR1', 'Neighborhood_Somerst|Exterior2nd_Wd Sdng', 'Exterior1st_HdBoard|GarageType_Attchd', 'Neighborhood_Mitchel|BsmtCond_Fa', 'ExterCond_TA|PavedDrive_Y', 'LandContour_Tencode|MSSubClass', 'Neighborhood_Gilbert|BsmtExposure_No', 'BsmtFinSF2|KitchenQual_TA', 'PavedDrive_Tencode|BsmtCond_Fa', 'KitchenQual_Gd|GarageQual_Tencode', 'Electrical_Tencode|MiscVal', 'ExterQual_Ex|MiscFeature_Gar2', 'Exterior2nd_Stucco|Electrical_SBrkr', 'KitchenQual_Fa|PoolArea', 'HouseStyle_Tencode|Condition1_Feedr', 'Heating_GasW|1stFlrSF', 'LandContour_Tencode|GarageQual_Tencode', 'KitchenAbvGr|Exterior1st_CemntBd', 'BsmtFinType2_Rec|Neighborhood_Gilbert', 'SaleType_ConLI|OpenPorchSF', 'LotShape_Reg|GarageType_Attchd', 'MiscVal|LotConfig_FR2', 'GarageQual_Fa|RoofStyle_Gable', 'SaleType_WD|MiscFeature_Shed', 'ExterCond_Tencode|ExterQual_Tencode', 'PoolArea|Fence_MnPrv', 'Neighborhood_NridgHt|LotConfig_CulDSac', 'SaleType_Tencode|GarageQual_Fa', 'BsmtFinType2_Unf|Functional_Min2', 'Functional_Maj2|GarageQual_Tencode', 'Neighborhood_SawyerW|HouseStyle_1.5Fin', 'EnclosedPorch|CentralAir_Y', 'HeatingQC_Fa|Exterior2nd_Plywood', 'ExterQual_TA|GarageQual_Tencode', 'HeatingQC_Gd|BsmtQual_Ex', 'BsmtExposure_Av|FireplaceQu_TA', 'GarageFinish_Unf|SaleCondition_Abnorml', 'Functional_Typ|LandSlope_Gtl', 'KitchenQual_Ex|Condition1_PosN', 'BldgType_Twnhs|KitchenQual_Ex', 'GarageQual_Fa|KitchenQual_Tencode', 'Condition1_Artery|Exterior2nd_AsphShn', 'Neighborhood_Blmngtn', 'BsmtFinType2_LwQ|Foundation_CBlock', 'BsmtFinType2_GLQ|Exterior2nd_AsphShn', 'Fireplaces|BsmtExposure_Gd', 'LotShape_Reg|SaleType_ConLw', 'Neighborhood_Veenker|MSZoning_RH', 'RoofStyle_Hip|Neighborhood_ClearCr', 'Exterior2nd_AsbShng|Condition1_RRAn', 'Fireplaces|GarageType_CarPort', 'HeatingQC_Fa|Exterior2nd_Wd Sdng', 'HeatingQC_TA|LotConfig_Corner', 'Electrical_FuseA|Condition1_Feedr', 'BsmtFinType1_Tencode|BldgType_2fmCon', 'MasVnrType_Stone|Exterior2nd_AsphShn', 'PavedDrive_N|Exterior2nd_BrkFace', 'Condition2_Artery|BsmtCond_TA', 'HeatingQC_Fa|GarageCond_Tencode', 'Foundation_PConc|Neighborhood_Blmngtn', 'KitchenQual_Ex|GarageType_BuiltIn', 'LotShape_Reg|Condition1_Norm', 'BsmtCond_Tencode|SaleCondition_Abnorml', 'Heating_GasA|Exterior2nd_CmentBd', 'GarageFinish_Tencode|BldgType_1Fam', 'SaleCondition_Family|BldgType_Tencode', 'SaleType_Tencode|MoSold', 'LotShape_Tencode|HeatingQC_TA', 'Exterior2nd_Stucco|TotRmsAbvGrd', 'BsmtExposure_Tencode|BsmtFinType2_ALQ', 'Alley_Pave|GarageCond_TA', 'Condition2_Norm|Street_Pave', 'Alley_Tencode|BsmtFinType2_BLQ', 'LandContour_Tencode|RoofMatl_Tar&Grv', 'LandSlope_Sev|MSZoning_C (all)', 'HeatingQC_Gd|FireplaceQu_Fa', 'BldgType_TwnhsE|Exterior2nd_AsphShn', 'BsmtQual_Tencode|GarageCond_Fa', 'BsmtFinSF1|LotConfig_Inside', 'BsmtFinType1_BLQ|BsmtExposure_No', 'LotConfig_Corner|RoofMatl_WdShngl', 'GarageFinish_Unf|Exterior2nd_VinylSd', 'Neighborhood_Blmngtn|BsmtExposure_Mn', 'BsmtHalfBath|BsmtCond_Fa', 'Exterior2nd_Brk Cmn|MasVnrType_Stone', 'Exterior2nd_Tencode|HeatingQC_Ex', 'ScreenPorch|Utilities_AllPub', 'Neighborhood_NoRidge|GarageType_Tencode', 'Street_Tencode|LotConfig_Corner', 'GarageCond_Tencode|Exterior1st_VinylSd', 'MiscVal|GarageType_Basment', 'Neighborhood_Mitchel|Exterior1st_MetalSd', 'PavedDrive_N|BldgType_TwnhsE', 'SaleCondition_Tencode|BsmtFinType2_LwQ', 'Neighborhood_NoRidge|Heating_Tencode', 'ExterCond_TA|Condition2_Artery', 'LotShape_Reg|GarageFinish_Fin', 'GarageCond_TA|SaleType_ConLD', 'Condition1_Artery|MSZoning_RH', 'MSZoning_C (all)|WoodDeckSF', 'HeatingQC_Tencode|BsmtCond_Tencode', 'ExterCond_Gd|FireplaceQu_TA', 'Functional_Typ|Condition1_Feedr', 'GarageCond_Po|Heating_GasA', 'Neighborhood_Edwards|1stFlrSF', 'LotShape_Reg|Neighborhood_Veenker', 'PoolQC_Tencode|Condition1_Feedr', 'LotShape_IR2|LandContour_Low', 'Exterior1st_WdShing|MasVnrArea', 'LotShape_IR1|BsmtQual_Ex', 'Neighborhood_ClearCr|BldgType_1Fam', 'BsmtCond_Gd|Foundation_CBlock', 'BsmtQual_Tencode|GarageType_BuiltIn', 'Neighborhood_BrDale|Neighborhood_CollgCr', 'FireplaceQu_Po|FireplaceQu_Ex', 'Neighborhood_NPkVill|BsmtFinType2_Tencode', 'FireplaceQu_Tencode|SaleType_ConLw', 'BsmtQual_Tencode|KitchenQual_Fa', 'RoofStyle_Shed|Condition1_RRAn', 'RoofMatl_Tar&Grv|MSSubClass', 'Exterior2nd_BrkFace|LandContour_HLS', 'KitchenAbvGr|GarageQual_Fa', 'Electrical_SBrkr|MasVnrType_None', 'PavedDrive_Tencode|Fence_MnWw', 'KitchenQual_Ex|Neighborhood_Crawfor', 'KitchenQual_Ex|GarageType_2Types', 'EnclosedPorch|MasVnrArea', 'BsmtQual_Tencode|WoodDeckSF', 'Neighborhood_NridgHt|Exterior2nd_Wd Shng', 'LandContour_Tencode|Condition1_PosN', 'GarageQual_Tencode|Foundation_Slab', 'Electrical_Tencode|Exterior2nd_VinylSd', 'Exterior1st_AsbShng|Functional_Min2', 'Neighborhood_NridgHt|BsmtQual_Gd', 'FullBath|SaleCondition_Alloca', 'Exterior1st_BrkFace|BldgType_Tencode', 'SaleType_New|RoofMatl_WdShngl', 'YearBuilt|Neighborhood_NWAmes', 'OverallQual|ExterQual_TA', 'BldgType_2fmCon|Fence_MnWw', 'LotArea|Neighborhood_BrkSide', 'FireplaceQu_Gd|BsmtQual_Fa', 'MSZoning_RM|PavedDrive_P', 'ExterCond_TA|Exterior1st_Wd Sdng', 'ExterCond_Gd|BsmtCond_Gd', 'Condition1_Feedr|SaleCondition_Partial', 'LotShape_IR1|Electrical_FuseA', 'GarageFinish_Unf|GarageCond_Gd', 'YearRemodAdd|Foundation_CBlock', 'Condition1_Feedr|SaleCondition_Abnorml', 'Exterior2nd_BrkFace|PoolArea', 'KitchenQual_Gd|Exterior1st_CemntBd', 'Condition1_PosN|Exterior1st_WdShing', 'RoofStyle_Shed|FireplaceQu_Ex', 'ExterCond_Gd|Neighborhood_IDOTRR', 'Exterior2nd_MetalSd|Street_Pave', 'BsmtFullBath|ExterQual_Ex', 'BldgType_2fmCon|LotConfig_CulDSac', 'LotArea|PoolQC_Tencode', 'FireplaceQu_Gd|Neighborhood_NWAmes', 'GarageQual_Fa|GarageCond_Gd', 'SaleCondition_Normal|Foundation_Slab', 'Neighborhood_OldTown|BsmtFinType2_Unf', 'Exterior2nd_BrkFace|BsmtCond_Tencode', 'ExterCond_TA|GarageCond_Ex', 'FireplaceQu_Gd|MiscFeature_Shed', 'Heating_Grav|Exterior2nd_HdBoard', 'BsmtFinType1_BLQ|BsmtCond_Gd', 'KitchenQual_Ex|MasVnrType_Stone', 'Exterior2nd_Stucco|LandContour_HLS', 'HouseStyle_SFoyer|BedroomAbvGr', 'OverallCond|MSZoning_RH', 'Exterior1st_Stucco|Neighborhood_SWISU', 'Street_Tencode|KitchenQual_Tencode', 'Condition1_RRAn|ExterQual_Fa', 'Alley_Pave|GarageType_Basment', 'GarageType_BuiltIn|OpenPorchSF', 'BsmtExposure_Av|GarageType_Basment', 'RoofStyle_Flat|OpenPorchSF', 'LotShape_IR1|SaleType_Oth', 'GarageType_BuiltIn|ExterQual_Gd', 'BsmtExposure_Tencode|BsmtFinType1_Rec', 'Neighborhood_NoRidge|Heating_GasW', 'Exterior1st_VinylSd|Fence_MnPrv', 'LandSlope_Mod|Neighborhood_OldTown', 'BsmtFinType2_Tencode|Exterior1st_WdShing', 'PavedDrive_Tencode|Condition2_Artery', 'RoofStyle_Hip|Neighborhood_BrkSide', 'LotShape_IR2|Alley_Pave', 'Heating_Tencode|MSZoning_RM', 'Functional_Typ|MasVnrType_Stone', 'Neighborhood_Somerst|LotShape_IR1', 'Functional_Typ|MiscVal', 'MiscFeature_Othr|LotConfig_CulDSac', 'MiscFeature_Shed|MasVnrType_None', 'LotConfig_FR2|Electrical_FuseF', 'Heating_Tencode|Exterior1st_CemntBd', 'GarageQual_Po|Street_Pave', 'BsmtExposure_Tencode|ExterCond_Fa', 'Neighborhood_Veenker|HeatingQC_Ex', 'HeatingQC_TA|Neighborhood_Edwards', 'HeatingQC_TA|PavedDrive_Tencode', 'Neighborhood_OldTown|GarageQual_Po', 'LowQualFinSF|ScreenPorch', 'Fireplaces|1stFlrSF', 'Neighborhood_NridgHt|LotConfig_FR2', 'LandContour_Tencode|BsmtExposure_No', 'Neighborhood_CollgCr|Condition1_Feedr', 'Fence_Tencode|BsmtQual_TA', 'BsmtFinType1_Tencode|Exterior1st_VinylSd', 'Neighborhood_ClearCr|LowQualFinSF', 'LandSlope_Gtl|Condition2_Norm', 'Neighborhood_NPkVill|Fence_MnPrv', 'BsmtUnfSF|Neighborhood_MeadowV', 'Neighborhood_NPkVill|3SsnPorch', 'EnclosedPorch|BsmtExposure_Av', 'Condition2_Tencode|GarageArea', 'OverallCond|MasVnrType_BrkFace', 'PoolQC_Tencode|CentralAir_N', 'Neighborhood_Mitchel|Exterior2nd_Tencode', 'BsmtExposure_Tencode|Condition1_Tencode', 'Condition1_Artery|Functional_Tencode', 'Neighborhood_NPkVill|MiscFeature_Tencode', 'LotConfig_CulDSac|SaleCondition_Partial', 'Heating_Tencode|CentralAir_N', 'SaleCondition_Abnorml|Exterior2nd_Brk Cmn', 'Heating_Grav|HouseStyle_1.5Unf', 'BedroomAbvGr|BsmtFinSF1', 'Exterior2nd_BrkFace|LotConfig_CulDSac', 'HouseStyle_SLvl|MasVnrType_Stone', 'FireplaceQu_Fa|BsmtFinType2_Unf', 'HeatingQC_Tencode|Condition1_Norm', 'Neighborhood_OldTown|MasVnrArea', 'BldgType_2fmCon|RoofStyle_Gable', 'GarageType_Attchd|Condition2_Artery', 'RoofStyle_Tencode', 'RoofMatl_CompShg|BldgType_1Fam', 'BsmtFinType2_GLQ|GarageYrBlt', 'ExterQual_Gd|BsmtExposure_No', 'GarageQual_TA|Exterior1st_Tencode', 'Neighborhood_IDOTRR|RoofMatl_WdShngl', 'Exterior2nd_Wd Sdng|ScreenPorch', 'BsmtExposure_Av|Functional_Min1', 'RoofStyle_Flat|GarageType_BuiltIn', 'SaleCondition_Alloca|BsmtExposure_Mn', 'GrLivArea|MasVnrType_None', '1stFlrSF|OverallCond', 'Neighborhood_Crawfor|Foundation_Slab', 'YearRemodAdd|KitchenQual_Ex', 'Condition1_Tencode|Utilities_AllPub', 'Exterior2nd_Tencode|SaleType_ConLI', 'Neighborhood_Tencode|Exterior2nd_Brk Cmn', 'Exterior1st_HdBoard|2ndFlrSF', 'Neighborhood_BrDale|Exterior2nd_AsphShn', 'RoofStyle_Gable|SaleCondition_Normal', 'BsmtExposure_Av|GarageFinish_RFn', 'RoofMatl_Tencode|KitchenQual_Tencode', 'LandSlope_Mod|GarageType_Tencode', 'Neighborhood_IDOTRR|Neighborhood_Timber', 'FireplaceQu_Tencode|MSZoning_RL', 'HeatingQC_Gd|BsmtFinType1_Unf', 'LotShape_IR2|Neighborhood_Tencode', 'GarageCond_Tencode|Neighborhood_NWAmes', 'GarageCond_TA|Neighborhood_Gilbert', 'Neighborhood_Crawfor|PoolArea', 'BsmtFinType1_Tencode|Condition1_RRAe', '3SsnPorch|PoolArea', 'LandSlope_Sev|Condition1_RRAe', 'Neighborhood_SWISU|SaleCondition_Alloca', 'FireplaceQu_Po|KitchenQual_Ex', 'LandContour_Tencode|Functional_Mod', 'MSZoning_Tencode|MSZoning_RH', 'GarageFinish_Unf|Condition1_PosN', 'RoofMatl_CompShg|RoofMatl_Tar&Grv', 'BldgType_2fmCon|BsmtFinType2_Rec', 'Neighborhood_BrDale|LandSlope_Mod', 'Neighborhood_Veenker|Exterior2nd_HdBoard', 'SaleType_WD|Neighborhood_Timber', 'BldgType_Duplex|BsmtFinType2_Tencode', 'HeatingQC_TA|GarageCond_Ex', 'GrLivArea|GarageType_Tencode', 'LandSlope_Mod|LandSlope_Gtl', 'KitchenQual_Ex|HalfBath', 'Heating_Grav|HouseStyle_1.5Fin', 'Street_Tencode|Functional_Min2', 'RoofMatl_Tar&Grv|Condition2_Artery', 'Condition1_Artery|BsmtFinType2_Rec', 'MiscFeature_Othr|Condition1_PosA', 'LotShape_Reg|LandSlope_Sev', 'BsmtFinType2_LwQ|Exterior2nd_AsphShn', 'BldgType_2fmCon|Exterior1st_WdShing', 'ExterCond_Tencode|Exterior1st_WdShing', 'Utilities_Tencode|GarageCars', 'HeatingQC_Ex|HouseStyle_2.5Unf', 'GarageQual_Fa|BsmtUnfSF', 'GarageType_Basment|Condition1_RRAn', 'Exterior1st_AsbShng|GarageQual_TA', 'MSSubClass|Exterior1st_Plywood', 'HouseStyle_1Story|Condition1_PosN', 'GarageType_Tencode|2ndFlrSF', 'LotConfig_CulDSac|Condition2_Artery', 'BsmtCond_Po|Neighborhood_Timber', 'BsmtExposure_Tencode|MSZoning_RM', 'EnclosedPorch|ExterQual_Tencode', 'FireplaceQu_Fa|GarageQual_Po', 'BsmtQual_Tencode|GarageQual_Tencode', 'SaleCondition_Family|Exterior1st_WdShing', 'SaleCondition_Normal|Condition1_Norm', 'GarageQual_Gd|BldgType_Tencode', 'Exterior2nd_Stone|MSSubClass', 'LotConfig_Corner|BsmtFinType2_LwQ', 'LandContour_Low|CentralAir_Y', 'HouseStyle_SFoyer|GarageQual_TA', 'Condition1_PosA|GarageCond_Gd', 'GarageType_Detchd|Exterior1st_HdBoard', 'Electrical_FuseP|MiscFeature_Othr', 'LotShape_Tencode|BsmtCond_Tencode', 'Neighborhood_CollgCr|HouseStyle_2Story', 'BedroomAbvGr|Condition1_RRAe', 'LotShape_Reg|MasVnrType_None', 'BsmtFinType2_Rec|Neighborhood_NAmes', 'SaleCondition_Normal|SaleCondition_Partial', 'Exterior2nd_CmentBd|Condition1_Feedr', 'ExterQual_Ex|Exterior1st_BrkComm', 'PavedDrive_N|GarageCond_TA', 'PavedDrive_Y|MSZoning_FV', 'Electrical_Tencode|Neighborhood_Edwards', 'Fence_Tencode|MiscFeature_Tencode', 'Condition1_Artery|Exterior1st_AsbShng', 'LandSlope_Mod|LotArea', 'BsmtFinType1_BLQ|Heating_Tencode', 'Street_Tencode|Neighborhood_Edwards', 'Neighborhood_OldTown|CentralAir_Tencode', 'MasVnrType_BrkCmn|SaleType_COD', 'BsmtFinType2_Tencode|Neighborhood_ClearCr', 'GarageArea|Utilities_AllPub', '1stFlrSF|Functional_Min2', 'RoofMatl_CompShg|RoofStyle_Shed', 'SaleType_ConLw|BsmtFinType2_ALQ', 'RoofStyle_Hip|HouseStyle_2Story', 'MiscFeature_Othr|Street_Pave', 'HeatingQC_Fa|GarageCond_Fa', 'MSZoning_RM|MSZoning_Tencode', 'Alley_Tencode|Functional_Min1', 'HouseStyle_1.5Unf|Foundation_CBlock', 'SaleCondition_Normal|HouseStyle_1.5Fin', 'Utilities_Tencode|KitchenQual_Gd', 'LotFrontage|LotShape_IR1', 'RoofStyle_Flat|PavedDrive_P', 'Neighborhood_Sawyer|OverallCond', 'KitchenAbvGr|Neighborhood_ClearCr', 'Neighborhood_ClearCr|Condition2_Norm', 'LandSlope_Tencode|BsmtQual_TA', 'SaleType_ConLD|BsmtFinType2_LwQ', 'GarageFinish_RFn|BsmtFinType1_Unf', 'LandSlope_Mod|Alley_Grvl', 'Functional_Typ|BsmtFinSF1', 'Neighborhood_Somerst|MasVnrType_Stone', 'HeatingQC_Fa|Functional_Min1', 'FireplaceQu_Gd|Exterior1st_AsbShng', 'GarageCond_Gd|BsmtFinType2_Rec', 'MSZoning_FV|ExterQual_Fa', 'LotShape_Reg|Foundation_BrkTil', 'RoofMatl_Tar&Grv|ExterQual_Fa', 'GarageType_Detchd|SaleType_New', 'BsmtFinType2_Tencode|BsmtFinType2_Unf', 'Neighborhood_BrDale|BsmtFinType1_GLQ', 'FireplaceQu_Gd|PavedDrive_P', 'SaleType_ConLD|RoofStyle_Tencode', 'PavedDrive_Tencode|PoolArea', 'PavedDrive_Tencode|MSSubClass', 'BsmtQual_Ex|MiscFeature_Gar2', 'Exterior2nd_AsbShng|LotArea', 'SaleType_ConLw|BsmtFinType2_Unf', 'Exterior2nd_AsbShng|LotShape_IR2', 'LotConfig_Corner|Exterior1st_Tencode', 'EnclosedPorch|PoolArea', 'Neighborhood_NridgHt|Condition2_Norm', 'MiscFeature_Othr|GarageQual_Po', 'LotShape_Reg|Street_Grvl', 'Foundation_Stone|BsmtFinSF2', 'LandContour_Low|Neighborhood_CollgCr', 'Neighborhood_OldTown|Functional_Min2', 'Electrical_FuseF|Exterior1st_Wd Sdng', 'Heating_GasA|GarageFinish_RFn', 'SaleType_WD|MSZoning_Tencode', 'LotShape_Tencode|Fence_MnPrv', 'FireplaceQu_Gd|LandSlope_Sev', 'Electrical_Tencode', 'BsmtFinType2_Rec|LotConfig_Inside', 'OpenPorchSF|OverallCond', 'HalfBath|Fence_MnWw', 'SaleType_WD|Neighborhood_BrkSide', 'Neighborhood_OldTown|FireplaceQu_Ex', 'Foundation_Tencode|Functional_Maj2', 'BsmtFinType1_ALQ|Exterior2nd_Wd Shng', 'Exterior2nd_VinylSd|GarageFinish_Tencode', 'KitchenQual_Gd|Exterior1st_AsbShng', 'PavedDrive_N|Neighborhood_CollgCr', 'LandContour_Lvl|FireplaceQu_Fa', 'BsmtFullBath|LotConfig_Tencode', 'GarageQual_Tencode|Utilities_AllPub', 'MSZoning_RM|Street_Grvl', 'Neighborhood_SWISU|SaleCondition_Abnorml', 'Exterior2nd_BrkFace|Exterior1st_Plywood', 'Electrical_FuseP|BldgType_Tencode', 'RoofMatl_Tencode|Heating_GasA', 'LandSlope_Mod|FireplaceQu_Ex', 'FireplaceQu_Po|Fence_Tencode', 'Neighborhood_Somerst|BsmtFinType2_Rec', 'LotConfig_Corner|Condition1_Feedr', 'OverallCond|BsmtExposure_Gd', 'Foundation_Stone|Exterior2nd_Wd Shng', 'Functional_Typ|BsmtFinType1_ALQ', 'MasVnrArea|Exterior2nd_HdBoard', 'GarageType_BuiltIn|Exterior1st_WdShing', 'Functional_Maj2|Exterior1st_Wd Sdng', 'KitchenAbvGr|BsmtCond_Tencode', 'LandContour_Lvl|Neighborhood_IDOTRR', 'TotalBsmtSF|Exterior2nd_AsphShn', 'LotFrontage|MasVnrArea', 'TotalBsmtSF|Street_Grvl', 'GarageQual_Tencode|Neighborhood_IDOTRR', 'Alley_Pave|PavedDrive_Tencode', 'BsmtExposure_No|MasVnrType_Stone', 'GarageCars|SaleType_ConLw', 'FullBath|Heating_GasW', 'LotShape_Reg|Exterior1st_WdShing', 'BsmtExposure_Gd|SaleType_CWD', 'Neighborhood_StoneBr|Exterior2nd_Wd Shng', 'BsmtFinSF2|Heating_GasW', 'Functional_Typ|ExterQual_Fa', 'YrSold|Exterior1st_BrkComm', 'PoolQC_Tencode|Condition1_Tencode', 'Heating_Grav|MSZoning_Tencode', 'FireplaceQu_Tencode|FullBath', 'LotArea|Fence_GdWo', 'LotFrontage|RoofStyle_Shed', 'RoofMatl_Tar&Grv|OpenPorchSF', 'HalfBath|ExterQual_Tencode', 'HeatingQC_Gd|SaleType_Oth', 'BsmtFinType1_BLQ|RoofMatl_Tar&Grv', 'MSZoning_RL|Exterior1st_Wd Sdng', 'MasVnrType_BrkCmn|LotConfig_Inside', 'ExterQual_TA|KitchenQual_TA', 'Exterior1st_Stucco|HalfBath', 'Exterior2nd_Tencode|Street_Grvl', 'BsmtCond_Gd|Utilities_AllPub', 'Exterior1st_CemntBd|RoofStyle_Gable', 'Neighborhood_NPkVill|Exterior1st_CemntBd', 'Electrical_FuseA|MSZoning_RM', 'GarageType_Detchd|Exterior1st_VinylSd', 'CentralAir_N|Neighborhood_IDOTRR', 'LandSlope_Mod|KitchenQual_Fa', 'TotalBsmtSF|GarageCond_Tencode', 'BsmtFinType2_Rec|KitchenQual_Fa', 'FireplaceQu_Gd|Exterior2nd_Plywood', 'MiscVal|Exterior1st_Plywood', 'Electrical_FuseP|HouseStyle_Tencode', 'Functional_Min1|Condition2_Norm', 'HouseStyle_SLvl|WoodDeckSF', 'TotalBsmtSF|Street_Pave', 'Street_Tencode|Neighborhood_Veenker', 'Utilities_Tencode|GarageType_Tencode', 'LandSlope_Mod|BsmtFinType1_Unf', 'Exterior1st_CemntBd|SaleCondition_Normal', 'LotShape_Tencode|BsmtFinType1_ALQ', 'Street_Grvl|BsmtExposure_Gd', 'Electrical_Tencode|SaleCondition_Normal', 'RoofStyle_Flat|BsmtFinType1_Unf', 'Electrical_SBrkr|BsmtQual_Gd', 'HeatingQC_Tencode|HouseStyle_2Story', 'FireplaceQu_Po|MSZoning_Tencode', 'GarageFinish_Fin|GarageCond_Tencode', 'FireplaceQu_Fa|Condition1_Feedr', 'LotArea|MasVnrType_None', 'YrSold|HouseStyle_SLvl', 'RoofMatl_Tencode|MSZoning_RM', 'OverallQual|BldgType_Duplex', 'KitchenQual_Tencode|Neighborhood_StoneBr', 'LotShape_Reg|Heating_GasW', 'GarageType_Detchd|Exterior2nd_VinylSd', 'Fence_GdWo|OverallCond', 'PoolArea|Neighborhood_IDOTRR', 'ExterQual_TA|Neighborhood_NWAmes', 'Foundation_Tencode|BsmtCond_Tencode', 'Exterior2nd_Stucco|SaleType_CWD', 'LandContour_Lvl|MSZoning_FV', 'Foundation_Tencode|Exterior1st_Tencode', 'Heating_GasA|FireplaceQu_Po', 'Exterior2nd_Stone|HeatingQC_Fa', 'Exterior1st_VinylSd|GarageFinish_RFn', 'BsmtQual_Tencode|LotConfig_Inside', 'GarageArea|Exterior2nd_Wd Sdng', 'GarageCars|CentralAir_Y', 'GarageCond_Tencode|Exterior2nd_VinylSd', 'PavedDrive_Y|Condition1_RRAe', 'KitchenQual_Gd|MasVnrType_None', 'Neighborhood_SWISU|Exterior1st_Tencode', 'GarageCond_Gd|MasVnrType_BrkCmn', 'LotShape_Tencode|LotShape_IR2', 'ExterQual_Ex|Foundation_CBlock', 'KitchenQual_Tencode|CentralAir_N', 'Condition1_PosN|BsmtFinType1_Unf', 'Fireplaces|SaleType_ConLI', 'ExterQual_TA|PavedDrive_Tencode', 'Condition1_Feedr|WoodDeckSF', 'GarageType_Attchd|GarageYrBlt', 'BsmtFinType1_Tencode|MSZoning_RH', 'Functional_Mod|Exterior2nd_HdBoard', 'GarageQual_Gd|WoodDeckSF', 'RoofMatl_CompShg|MasVnrType_BrkCmn', 'GarageQual_Po|CentralAir_Y', 'RoofMatl_Tencode|Alley_Tencode', 'Electrical_FuseA|BsmtCond_TA', 'SaleCondition_Tencode|ExterQual_Ex', 'GarageType_Basment|Exterior1st_Wd Sdng', 'LotShape_Tencode|SaleType_WD', 'GarageCond_Tencode|Condition1_Norm', 'Neighborhood_OldTown|SaleType_New', 'LandContour_Bnk', 'BedroomAbvGr|Neighborhood_MeadowV', 'GarageCars|Neighborhood_IDOTRR', 'BldgType_Duplex|MasVnrType_None', 'Functional_Tencode|Fence_GdWo', 'Condition1_Norm|SaleType_Oth', 'HouseStyle_Tencode|Functional_Min1', 'BsmtFinType2_BLQ|BsmtFinType2_LwQ', 'LotShape_IR1|BsmtFinType2_LwQ', 'HeatingQC_TA|Fence_GdWo', 'SaleType_ConLI|Foundation_Tencode', 'Neighborhood_Blmngtn|BedroomAbvGr', 'Exterior1st_AsbShng|Condition1_PosN', 'HouseStyle_SFoyer|HeatingQC_Gd', 'KitchenQual_Ex|BsmtQual_Gd', 'PoolArea|KitchenQual_TA', 'ExterQual_Gd|PoolArea', 'Alley_Pave|Electrical_FuseF', 'Neighborhood_Blmngtn|MasVnrType_BrkFace', 'BsmtFinType2_GLQ|BsmtExposure_No', 'Neighborhood_Mitchel|BsmtFinType2_BLQ', 'BsmtQual_Gd|Exterior2nd_Wd Shng', 'Condition1_Artery|Neighborhood_NAmes', 'MiscFeature_Gar2|Exterior2nd_Wd Shng', 'MiscFeature_Shed|Neighborhood_SawyerW', 'ExterCond_TA|MSZoning_FV', 'GarageCond_Gd|BsmtCond_TA', 'Condition1_RRAe|ExterQual_Fa', 'LowQualFinSF|LandSlope_Gtl', 'KitchenQual_TA|BsmtExposure_No', 'OverallQual|MSSubClass', 'ExterQual_Ex|BldgType_1Fam', 'GarageCond_Tencode|BsmtFinType2_Unf', 'BsmtQual_Fa|Exterior1st_WdShing', 'GarageCond_TA|LotConfig_Inside', 'Exterior1st_CemntBd|1stFlrSF', 'Fence_GdPrv|Condition2_Norm', 'BsmtQual_Fa|GarageArea', 'SaleType_Tencode|Functional_Mod', 'Neighborhood_NridgHt|GarageType_BuiltIn', 'BldgType_Twnhs|MSSubClass', 'Neighborhood_Somerst|BsmtQual_Fa', 'LotShape_IR2|ExterCond_Gd', 'HouseStyle_1.5Unf|SaleCondition_Alloca', 'Exterior1st_Tencode|Neighborhood_Timber', 'Neighborhood_Veenker|Exterior2nd_AsphShn', 'BsmtCond_Po|Exterior1st_Plywood', 'RoofStyle_Tencode|Exterior2nd_Wd Sdng', 'ExterCond_Tencode|BsmtCond_TA', 'SaleType_ConLD|FireplaceQu_Fa', 'MSZoning_C (all)|MasVnrType_BrkCmn', 'HouseStyle_1Story|Neighborhood_NWAmes', 'GrLivArea|Neighborhood_StoneBr', 'SaleType_New|1stFlrSF', 'Exterior1st_CemntBd|GarageType_CarPort', 'BsmtFinSF2|ExterCond_Gd', 'HouseStyle_1Story|Exterior2nd_Plywood', 'Heating_Tencode|Fence_GdWo', 'Functional_Tencode|BsmtFinSF1', 'Exterior1st_BrkFace|Exterior2nd_CmentBd', 'LotConfig_CulDSac|MasVnrType_BrkCmn', 'KitchenQual_Gd|MiscFeature_Gar2', 'Electrical_FuseA|2ndFlrSF', 'Condition1_RRAn|Exterior2nd_Wd Shng', 'HouseStyle_1Story|Neighborhood_MeadowV', 'RoofMatl_CompShg|BsmtFinType1_Unf', 'Exterior2nd_MetalSd|BldgType_Tencode', 'Exterior1st_HdBoard|GarageCond_TA', 'KitchenQual_Gd|Electrical_Tencode', 'YearRemodAdd|HouseStyle_2.5Unf', 'BsmtQual_Tencode|HalfBath', 'Exterior1st_HdBoard|Condition1_RRAn', 'Condition1_PosA|Foundation_CBlock', 'LotConfig_FR2|CentralAir_Y', 'Exterior1st_BrkFace|RoofStyle_Flat', 'GarageCond_Tencode|MoSold', 'Exterior1st_HdBoard|LotConfig_Corner', 'BsmtQual_TA|Exterior1st_Tencode', 'GarageQual_Fa|GarageType_Basment', 'SaleType_Tencode|GarageYrBlt', 'YearBuilt|PavedDrive_Tencode', 'Exterior2nd_Wd Shng|GarageType_2Types', 'Functional_Min1|GarageCond_Ex', 'GarageType_BuiltIn|MiscFeature_Tencode', 'YearBuilt|GarageType_Basment', 'ExterCond_Gd|Exterior2nd_HdBoard', 'LotShape_IR1|SaleCondition_Family', '2ndFlrSF|ExterQual_Gd', 'SaleType_ConLI|Fence_MnPrv', 'TotalBsmtSF|MasVnrType_BrkFace', 'LotFrontage|Electrical_FuseA', 'Functional_Min1|CentralAir_Y', 'ExterQual_Ex|BldgType_TwnhsE', 'Foundation_BrkTil|Neighborhood_MeadowV', 'HouseStyle_SFoyer|SaleType_CWD', 'BedroomAbvGr|Neighborhood_NWAmes', 'BldgType_Duplex|LandSlope_Tencode', 'LotFrontage|CentralAir_Y', 'Electrical_Tencode|MasVnrType_None', 'PoolQC_Tencode|BldgType_TwnhsE', 'BsmtFinType1_Unf|Condition2_Norm', 'Condition1_PosN|PavedDrive_P', 'Functional_Maj1|Neighborhood_Timber', 'Neighborhood_NPkVill|BsmtCond_TA', 'HalfBath|BsmtFullBath', 'RoofMatl_Tar&Grv|SaleCondition_Abnorml', 'SaleCondition_Alloca|Functional_Min2', '3SsnPorch|Condition1_Norm', 'Condition2_Norm|Exterior2nd_Plywood', 'Exterior1st_AsbShng|Fence_MnPrv', 'HeatingQC_Gd|Neighborhood_Gilbert', 'BldgType_Twnhs|GarageType_CarPort', 'Electrical_Tencode|Exterior1st_Wd Sdng', 'BldgType_1Fam|BsmtFinType1_Unf', 'BldgType_2fmCon|GarageYrBlt', 'GarageQual_Po|BsmtFinType2_Unf', 'Neighborhood_OldTown|Foundation_Slab', 'Condition1_Norm|Exterior1st_WdShing', 'Functional_Typ|OverallCond', 'SaleCondition_Family|BsmtUnfSF', 'RoofStyle_Gambrel|ExterQual_Gd', 'RoofMatl_WdShngl|MasVnrArea', 'GarageFinish_Unf|Fence_GdPrv', 'SaleType_ConLI|RoofStyle_Tencode', 'Heating_Tencode|MSZoning_FV', 'Street_Grvl|Exterior1st_Wd Sdng', 'Neighborhood_NPkVill|Functional_Maj1', 'Exterior2nd_AsbShng|BsmtFinType1_LwQ', 'Neighborhood_Tencode|Electrical_FuseF', 'BldgType_1Fam|BsmtExposure_Gd', 'SaleType_New|Exterior2nd_Brk Cmn', 'Alley_Pave|Neighborhood_NWAmes', 'Neighborhood_SawyerW|MasVnrType_Stone', 'Exterior1st_AsbShng|MiscVal', 'GarageFinish_Unf|BsmtExposure_Gd', 'RoofMatl_Tencode|Neighborhood_ClearCr', 'Neighborhood_BrDale|HeatingQC_Ex', 'BsmtFinType1_Rec|Condition1_Feedr', 'PavedDrive_Y|MiscFeature_Tencode', 'SaleType_ConLD|BsmtFinType1_ALQ', 'LandSlope_Tencode|Exterior1st_VinylSd', 'BsmtExposure_No|MSZoning_RL', 'BsmtHalfBath|WoodDeckSF', 'Electrical_Tencode|SaleType_ConLw', 'KitchenQual_Tencode|Exterior1st_Plywood', 'ExterCond_TA|Neighborhood_Veenker', 'Neighborhood_OldTown|2ndFlrSF', 'FireplaceQu_Fa|MSZoning_C (all)', 'FireplaceQu_Ex|BsmtExposure_Mn', 'MoSold|Street_Pave', 'Neighborhood_Crawfor|ScreenPorch', 'SaleType_COD|MSZoning_FV', 'Condition2_Artery|Condition2_Norm', 'Alley_Pave|MSZoning_RH', 'LandContour_Tencode|PoolArea', 'SaleCondition_Partial|BldgType_1Fam', 'LotFrontage|GarageCond_Fa', 'GarageQual_Fa|Condition1_PosA', 'Neighborhood_Veenker|KitchenQual_Fa', 'GarageCars|GarageType_CarPort', 'GrLivArea|BldgType_TwnhsE', 'BsmtFullBath|BsmtExposure_Mn', 'Condition1_Artery|LandContour_HLS', 'LotShape_Tencode|BldgType_Twnhs', 'Neighborhood_BrDale|Exterior2nd_HdBoard', 'RoofMatl_Tencode|KitchenQual_Ex', 'Street_Tencode|BsmtFinType2_Rec', 'Neighborhood_NridgHt|ExterCond_Tencode', 'EnclosedPorch|LotConfig_CulDSac', 'Street_Grvl|Exterior1st_Plywood', '3SsnPorch|Foundation_Slab', 'GarageCond_Tencode|MSZoning_FV', 'Electrical_Tencode|LotConfig_Inside', 'HeatingQC_Tencode|GarageFinish_Tencode', 'MasVnrType_None|HouseStyle_1.5Fin', 'LandContour_Low|Functional_Mod', 'HeatingQC_Tencode|ExterQual_Gd', 'Heating_GasA|GarageCars', 'Exterior2nd_BrkFace|HouseStyle_Tencode', '3SsnPorch|Utilities_AllPub', 'YearBuilt|Neighborhood_Crawfor', 'LotShape_IR1|Neighborhood_Crawfor', 'Heating_Grav|BsmtQual_TA', 'Street_Tencode|Neighborhood_Blmngtn', 'Exterior1st_HdBoard|LandSlope_Mod', 'GarageQual_TA|1stFlrSF', 'GrLivArea|MiscFeature_Tencode', 'LowQualFinSF|MSZoning_RH', 'BsmtHalfBath|Exterior1st_Stucco', 'BsmtUnfSF|GarageYrBlt', 'GarageCars|Street_Pave', 'ExterQual_TA|Foundation_CBlock', 'RoofMatl_Tencode|SaleType_ConLD', 'LotConfig_FR2|2ndFlrSF', 'PavedDrive_N|Functional_Typ', 'LandSlope_Sev|RoofStyle_Gambrel', 'ExterCond_Gd|Exterior2nd_Plywood', 'RoofMatl_Tar&Grv|GarageQual_Fa', 'Neighborhood_Edwards|Electrical_SBrkr', 'Neighborhood_Tencode|GarageQual_Tencode', 'HouseStyle_Tencode', 'GarageType_Tencode|Functional_Maj1', 'BsmtFinType1_ALQ|BsmtCond_Gd', 'SaleType_ConLw|HouseStyle_2Story', 'Functional_Typ|Exterior2nd_Brk Cmn', 'BsmtQual_Fa|BsmtCond_Po', 'Fence_MnWw|Neighborhood_MeadowV', 'Condition1_PosA|LotConfig_Tencode', 'RoofStyle_Flat|Exterior1st_Plywood', 'Neighborhood_NAmes|BsmtQual_Gd', 'LandContour_Lvl|Condition1_Feedr', 'Neighborhood_Gilbert|MSZoning_FV', 'KitchenQual_Tencode|ExterQual_Tencode', 'RoofStyle_Shed|MSZoning_RH', 'BsmtFinSF2|Condition2_Norm', 'YearRemodAdd|ExterQual_Tencode', 'KitchenQual_Ex|BsmtCond_Fa', 'Functional_Min1|MSZoning_RL', 'SaleType_ConLw|BsmtCond_Po', 'Neighborhood_OldTown|BldgType_1Fam', 'Functional_Typ|MasVnrType_BrkCmn', 'FireplaceQu_TA|BsmtFinType1_GLQ', 'BsmtFinType2_BLQ|MSZoning_Tencode', 'LotConfig_Tencode|BsmtFinType2_Unf', 'BsmtCond_Tencode|ExterCond_Fa', 'PavedDrive_N|GarageQual_Tencode', 'GarageCond_Fa|BldgType_1Fam', 'RoofStyle_Hip|PavedDrive_Y', 'SaleType_WD|PoolArea', 'Foundation_Stone|Exterior2nd_BrkFace', 'FireplaceQu_Ex|MSZoning_RL', 'Neighborhood_NPkVill|PavedDrive_Y', 'YearBuilt|LandContour_HLS', 'Neighborhood_BrDale|SaleType_ConLI', 'YearRemodAdd|Exterior1st_WdShing', 'PavedDrive_Y|Condition2_Norm', 'BldgType_Duplex|LandContour_Tencode', 'BsmtFinType1_Rec|ExterCond_Fa', 'Exterior2nd_AsbShng|FireplaceQu_TA', 'Neighborhood_NridgHt|Foundation_PConc', 'GarageCars|1stFlrSF', '3SsnPorch|Condition2_Tencode', 'Electrical_SBrkr|LowQualFinSF', 'BsmtQual_Fa|GarageType_2Types', 'BldgType_2fmCon|Neighborhood_CollgCr', 'Neighborhood_BrkSide|HouseStyle_2Story', 'GarageCars|ExterQual_Fa', 'LotConfig_Corner|Heating_Tencode', 'Exterior1st_BrkFace|Condition1_RRAn', 'Exterior1st_BrkFace|FireplaceQu_Gd', 'Neighborhood_Tencode|Neighborhood_IDOTRR', 'Heating_GasW|SaleType_WD', 'Heating_Grav|Neighborhood_Sawyer', 'LotConfig_Corner|SaleType_Tencode', 'BsmtFinType2_Tencode|FireplaceQu_Ex', 'Alley_Tencode|BsmtExposure_No', 'BldgType_Twnhs|RoofStyle_Gambrel', 'YrSold|Foundation_PConc', 'LotShape_IR2|Electrical_FuseA', 'BldgType_Duplex|Neighborhood_NWAmes', 'Neighborhood_NoRidge|RoofStyle_Tencode', 'HeatingQC_TA|GarageQual_Po', 'BedroomAbvGr|OverallCond', 'LotConfig_Corner|FireplaceQu_Fa', 'BedroomAbvGr|BsmtExposure_No', 'TotRmsAbvGrd|Neighborhood_IDOTRR', 'HeatingQC_Tencode|RoofStyle_Tencode', 'WoodDeckSF|Neighborhood_MeadowV', 'Neighborhood_Mitchel|MSZoning_RM', 'OpenPorchSF|Neighborhood_SawyerW', 'Foundation_PConc|SaleType_Tencode', 'Electrical_FuseP|Functional_Min2', 'KitchenQual_Fa|Neighborhood_Gilbert', 'HeatingQC_Gd|BsmtFinType1_LwQ', 'MiscFeature_Othr|SaleType_New', 'MiscVal|GarageCond_Gd', 'Neighborhood_NPkVill|Condition1_Tencode', 'GarageCond_Po|BldgType_Tencode', 'Neighborhood_IDOTRR|MasVnrType_Stone', 'Functional_Tencode|BsmtExposure_Gd', 'BsmtFinType2_Tencode|Functional_Tencode', 'RoofStyle_Hip|BedroomAbvGr', 'BsmtExposure_Tencode|MSZoning_Tencode', 'Neighborhood_NPkVill|KitchenQual_Tencode', 'ExterCond_TA|SaleType_ConLw', 'HeatingQC_Fa|BsmtFinSF1', 'PavedDrive_N|MSZoning_FV', 'KitchenQual_Ex|MiscFeature_Gar2', 'Heating_Tencode|Street_Pave', 'FireplaceQu_Ex|Exterior1st_WdShing', 'BsmtFinType1_LwQ|GarageQual_Tencode', 'SaleType_New|Street_Pave', 'YrSold|Exterior1st_BrkFace', 'LotConfig_CulDSac|ExterCond_Tencode', 'BsmtCond_Tencode|Condition1_Tencode', 'GarageType_BuiltIn|Exterior1st_Plywood', 'TotRmsAbvGrd|PavedDrive_P', 'Exterior1st_BrkFace|MSSubClass', 'GarageQual_Po|ExterQual_Gd', 'GarageType_CarPort|Neighborhood_Timber', 'Functional_Typ|BsmtFinType2_Unf', 'LotShape_IR1|RoofStyle_Shed', 'HeatingQC_Ex|BsmtQual_Gd', 'LotConfig_CulDSac|Condition1_Norm', 'MasVnrType_None|Utilities_AllPub', 'BsmtQual_TA|GarageType_BuiltIn', 'RoofMatl_CompShg|BsmtFinType1_Rec', 'RoofMatl_CompShg|ExterQual_Ex', 'GarageFinish_Unf|Heating_Tencode', 'YrSold|Functional_Maj1', 'Alley_Tencode|Neighborhood_Sawyer', 'GarageQual_Gd|FullBath', 'LandContour_Low|BsmtExposure_Av', 'BldgType_Twnhs|GarageYrBlt', 'Condition1_PosA|SaleType_New', 'Heating_GasA|MiscFeature_Othr', 'GarageCond_Fa|Functional_Min2', 'BsmtExposure_Gd|Exterior2nd_HdBoard', 'LowQualFinSF|KitchenQual_TA', 'GarageType_Detchd|LotShape_IR2', 'Heating_GasW|Condition1_Norm', 'MSZoning_Tencode|Exterior1st_Plywood', 'Neighborhood_Mitchel|FireplaceQu_Ex', 'KitchenQual_Fa|MiscFeature_Gar2', 'GarageCond_Tencode|HouseStyle_2Story', '1stFlrSF|BsmtFinType2_Unf', 'Exterior1st_BrkFace|BsmtFinType2_GLQ', 'GarageFinish_RFn|WoodDeckSF', 'LandContour_Low|BsmtFinType2_BLQ', 'SaleCondition_Alloca|Exterior1st_Wd Sdng', 'TotRmsAbvGrd|Condition1_RRAn', 'Exterior2nd_Tencode|BsmtQual_TA', 'Exterior1st_BrkFace|Fence_MnWw', 'BsmtFinType2_Tencode|Exterior1st_BrkComm', 'RoofStyle_Shed|Neighborhood_SawyerW', 'LotShape_Reg|HouseStyle_2Story', 'LandContour_Tencode|SaleCondition_Abnorml', 'BsmtFinType1_GLQ|HouseStyle_1.5Fin', 'BsmtFullBath|BsmtUnfSF', 'BsmtFinType2_Tencode|Exterior1st_VinylSd', 'Exterior2nd_BrkFace|Neighborhood_NAmes', 'LotArea|1stFlrSF', 'Exterior1st_HdBoard|ExterQual_Tencode', 'Street_Tencode|Electrical_FuseF', 'GarageCond_Gd|RoofStyle_Shed', 'GarageType_Detchd|Fence_MnWw', 'MoSold|GarageType_2Types', 'BsmtFinType1_ALQ|LandContour_Bnk', 'GarageCars|MasVnrType_Tencode', 'SaleType_ConLD|HouseStyle_2Story', 'Foundation_Stone|HeatingQC_Ex', 'RoofMatl_Tencode|BsmtFinType1_LwQ', 'Neighborhood_BrDale|SaleType_CWD', 'LotShape_Tencode|Exterior1st_Stucco', 'LotShape_IR2|Neighborhood_Veenker', 'TotalBsmtSF|EnclosedPorch', 'GarageType_CarPort|WoodDeckSF', 'HouseStyle_1.5Unf|SaleCondition_Normal', 'Heating_Grav|KitchenQual_Ex', 'FireplaceQu_Gd|CentralAir_Tencode', 'GarageQual_TA|Street_Pave', 'SaleCondition_Tencode|BsmtCond_Fa', 'GarageArea|Fence_MnWw', 'Exterior2nd_Tencode|BsmtExposure_Gd', 'MSZoning_Tencode|Exterior2nd_Wd Shng', 'Neighborhood_OldTown|MoSold', 'SaleType_WD|BldgType_Tencode', 'Heating_GasW|Condition2_Norm', 'HouseStyle_1Story|LandSlope_Sev', 'HeatingQC_Ex|GarageType_2Types', 'ExterCond_Gd|GarageYrBlt', 'Exterior1st_AsbShng|HouseStyle_1.5Fin', 'Neighborhood_NPkVill|Exterior1st_AsbShng', 'RoofStyle_Gable|HouseStyle_1.5Fin', 'BsmtFinType2_GLQ|BsmtUnfSF', 'OverallQual|RoofStyle_Gable', 'GarageType_CarPort|Exterior1st_Wd Sdng', 'LotShape_IR2|SaleCondition_Partial', 'Heating_GasW|Exterior2nd_Plywood', 'BsmtQual_Ex|Foundation_CBlock', 'Neighborhood_SWISU|CentralAir_N', 'BsmtFinType1_Unf', 'Alley_Grvl|Utilities_AllPub', 'GarageFinish_Tencode|BsmtCond_Tencode', 'HeatingQC_Tencode|PavedDrive_P', 'Foundation_Stone|MSZoning_C (all)', 'Electrical_FuseF|Condition1_Feedr', 'YrSold|KitchenQual_Tencode', 'LotShape_IR1|GarageType_BuiltIn', 'HeatingQC_Fa|GarageYrBlt', 'HalfBath|Exterior2nd_Brk Cmn', 'Condition2_Artery|Exterior1st_Wd Sdng', 'LandSlope_Mod|KitchenQual_Tencode', 'MSZoning_C (all)|MSZoning_RM', 'BsmtQual_TA|BsmtExposure_No', 'Foundation_Slab|Fence_MnWw', 'GarageQual_Gd|SaleType_New', 'LotShape_IR3|GarageType_2Types', 'MSZoning_FV|MSZoning_RL', 'Exterior2nd_MetalSd|Condition2_Norm', 'SaleType_ConLD|SaleCondition_Alloca', 'SaleType_WD|Exterior2nd_AsphShn', 'RoofStyle_Flat|LotFrontage', 'EnclosedPorch|LotShape_Reg', 'Condition1_Artery|GarageType_2Types', 'Neighborhood_IDOTRR|BsmtCond_Fa', 'Neighborhood_Edwards|Electrical_FuseF', 'Electrical_SBrkr|GarageFinish_RFn', 'Exterior2nd_Stucco|Neighborhood_Timber', 'RoofMatl_Tar&Grv|GarageCond_Gd', 'BsmtFinType1_ALQ|Neighborhood_BrkSide', 'Condition1_PosA|ExterCond_Tencode', 'SaleType_ConLw|BsmtFinType1_Unf', 'LotConfig_FR2|RoofStyle_Gable', 'OverallQual|PavedDrive_Tencode', 'BsmtFinType1_Tencode|GarageType_Attchd', 'RoofStyle_Gable|RoofStyle_Shed', 'LandSlope_Tencode|LandContour_Lvl', 'MSZoning_RM|BsmtFinType1_GLQ', 'LandContour_Tencode|MSZoning_RL', 'GarageCond_Tencode|Functional_Min1', 'Fireplaces|GarageQual_TA', 'BsmtFinType2_Tencode|Neighborhood_Sawyer', 'KitchenQual_Tencode|MSZoning_RL', 'SaleType_Tencode|TotRmsAbvGrd', 'GarageQual_Fa|BsmtCond_Tencode', 'Exterior1st_HdBoard|ExterQual_Gd', 'LotConfig_Corner|GarageQual_Tencode', 'Exterior1st_MetalSd|Exterior1st_Plywood', 'Foundation_CBlock|Functional_Min2', 'BsmtFinSF2|MiscFeature_Gar2', 'BsmtFinType2_BLQ|BsmtExposure_Av', 'RoofMatl_CompShg|MiscFeature_Tencode', 'Exterior1st_BrkComm|RoofMatl_WdShngl', 'KitchenQual_Ex|BsmtFullBath', 'Neighborhood_BrDale|MasVnrType_None', 'SaleType_Oth|BsmtExposure_Gd', 'Neighborhood_Gilbert|LotConfig_Inside', 'SaleType_CWD|Functional_Min2', 'KitchenQual_Gd|Condition1_RRAe', 'Condition2_Tencode|1stFlrSF', 'LotConfig_FR2|GarageFinish_Tencode', 'HouseStyle_Tencode|Exterior1st_VinylSd', 'HouseStyle_Tencode|BsmtExposure_No', 'GarageCond_Ex|HouseStyle_SLvl', 'GarageType_Tencode|OverallCond', 'FullBath|Exterior1st_MetalSd', 'Neighborhood_CollgCr|BsmtCond_TA', 'Exterior2nd_Stucco|Exterior2nd_VinylSd', 'PavedDrive_P|Exterior1st_BrkComm', 'SaleType_Tencode|Exterior1st_Plywood', 'GarageArea|GarageYrBlt', 'BldgType_2fmCon|BldgType_1Fam', 'GrLivArea|HouseStyle_Tencode', 'Street_Tencode|Exterior1st_BrkComm', 'BedroomAbvGr|ExterQual_Ex', 'GarageFinish_RFn|MasVnrArea', 'GarageFinish_Fin|Exterior1st_VinylSd', 'Neighborhood_Veenker|MSZoning_C (all)', 'Heating_Tencode|SaleCondition_Alloca', 'PavedDrive_Y|GarageType_Attchd', 'SaleType_Oth|Fence_MnWw', 'Exterior2nd_VinylSd|SaleType_CWD', 'Electrical_Tencode|Neighborhood_SWISU', 'KitchenQual_Tencode|Exterior1st_VinylSd', 'TotalBsmtSF|Neighborhood_IDOTRR', 'HouseStyle_1.5Unf|RoofStyle_Gable', 'BldgType_2fmCon|GarageQual_TA', 'Electrical_FuseP|Exterior2nd_HdBoard', 'GarageCond_Gd|GarageArea', 'SaleType_ConLD|PavedDrive_Tencode', 'BedroomAbvGr|MasVnrType_BrkCmn', 'LandContour_Low|SaleType_WD', 'LandSlope_Mod|BsmtQual_Fa', 'GarageQual_Gd|HouseStyle_2.5Unf', 'BsmtFinType1_Rec|GarageType_BuiltIn', 'LandSlope_Mod|Condition1_RRAn', 'GarageQual_TA|ExterCond_Fa', 'LandSlope_Mod|PavedDrive_P', 'GarageYrBlt|Exterior1st_Tencode', 'Exterior2nd_Tencode|CentralAir_N', 'SaleType_ConLw|BsmtQual_Fa', 'ExterCond_TA|1stFlrSF', 'LandContour_Bnk|Exterior1st_WdShing', 'GarageFinish_RFn|Exterior2nd_Plywood', 'CentralAir_Tencode|BldgType_Tencode', 'Neighborhood_NoRidge|LandContour_Bnk', 'Heating_GasW|MoSold', 'Exterior2nd_BrkFace|FireplaceQu_TA', 'LandContour_Lvl|MasVnrType_None', 'GarageQual_TA|SaleType_COD', 'FireplaceQu_Tencode|SaleType_CWD', 'TotRmsAbvGrd|LowQualFinSF', 'Heating_GasA|CentralAir_Tencode', 'LandContour_Tencode|Neighborhood_Crawfor', '1stFlrSF|SaleCondition_Partial', 'LotShape_IR2|BsmtCond_Fa', 'GarageCars|GarageType_Attchd', 'SaleCondition_Abnorml|Exterior1st_Tencode', 'HeatingQC_Fa|GarageQual_Po', 'FireplaceQu_Tencode|Foundation_CBlock', 'Neighborhood_Tencode|BsmtFinSF1', 'LotArea|MSZoning_RL', 'MoSold|Exterior2nd_HdBoard', 'Street_Tencode|Neighborhood_MeadowV', 'BldgType_Twnhs|GarageType_Basment', 'FireplaceQu_Ex|2ndFlrSF', 'EnclosedPorch|LotArea', 'HouseStyle_SFoyer|BsmtFinType2_Unf', 'MiscFeature_Othr|MSZoning_Tencode', 'Electrical_FuseP|CentralAir_N', 'Condition1_Tencode|BldgType_Tencode', 'Neighborhood_Edwards|SaleCondition_Alloca', 'LandContour_Lvl|BsmtCond_Gd', 'LowQualFinSF|PoolArea', 'Neighborhood_NoRidge|BsmtUnfSF', 'HeatingQC_TA|RoofMatl_Tar&Grv', 'HouseStyle_2.5Unf|GarageType_2Types', 'Heating_Grav|ExterCond_Gd', 'MiscFeature_Shed|RoofStyle_Tencode', 'Neighborhood_Somerst|FireplaceQu_Po', 'BsmtFinType2_BLQ|WoodDeckSF', 'Exterior1st_Stucco|HeatingQC_Tencode', 'MasVnrType_Stone|ExterCond_Fa', 'FireplaceQu_Tencode|SaleCondition_Alloca', 'SaleType_New|BsmtUnfSF', 'OverallQual|Neighborhood_Mitchel', 'SaleCondition_Tencode|3SsnPorch', 'YearRemodAdd|Condition1_PosA', 'PavedDrive_N|ExterQual_TA', 'Neighborhood_CollgCr|Exterior2nd_CmentBd', 'LotShape_Reg|GarageCond_Fa', 'Exterior2nd_AsbShng|GarageCars', 'Neighborhood_ClearCr|Street_Pave', 'HeatingQC_Ex|MSZoning_Tencode', 'OpenPorchSF|LotConfig_Inside', 'GarageQual_Fa|Exterior1st_VinylSd', 'LotShape_Tencode|Exterior1st_HdBoard', 'HeatingQC_TA|Exterior1st_WdShing', 'Electrical_FuseA|Neighborhood_IDOTRR', 'Foundation_BrkTil|LandSlope_Gtl', 'BldgType_Tencode|ExterCond_Fa', 'SaleCondition_Abnorml|Exterior1st_WdShing', 'SaleType_ConLw|MiscFeature_Shed', 'Foundation_PConc|FireplaceQu_Gd', 'PavedDrive_N|Neighborhood_IDOTRR', 'SaleType_ConLw|GarageType_CarPort', 'GarageQual_Po|MiscFeature_Gar2', 'Electrical_FuseA|BsmtFinSF1', 'LandContour_HLS|BsmtFinType2_Rec', 'MiscVal|Neighborhood_Sawyer', 'SaleType_New|MSSubClass', 'LotShape_Tencode|LotShape_IR1', 'GarageCond_Po|BsmtFinSF1', 'BsmtCond_Tencode|Exterior2nd_Plywood', 'PavedDrive_Y|Exterior2nd_Brk Cmn', 'Alley_Pave|BldgType_TwnhsE', 'MiscFeature_Othr|Exterior1st_AsbShng', 'Functional_Typ|SaleType_ConLI', 'FireplaceQu_Gd|BedroomAbvGr', 'RoofMatl_CompShg|ExterQual_Gd', 'ExterCond_Tencode|Exterior2nd_HdBoard', 'RoofMatl_WdShngl|MSZoning_FV', 'HouseStyle_1.5Unf|LandSlope_Gtl', 'HouseStyle_1Story|BldgType_Twnhs', 'Condition2_Artery|HouseStyle_SLvl', 'KitchenQual_Tencode|KitchenQual_Fa', 'Exterior1st_VinylSd|GarageCond_Ex', 'BsmtFullBath|SaleCondition_Partial', 'GarageType_BuiltIn|GarageType_2Types', 'ExterQual_Gd|CentralAir_Y', 'BsmtFinType1_BLQ|HouseStyle_1.5Fin', 'SaleType_ConLI|BsmtFullBath', 'BldgType_Duplex|Street_Grvl', 'Neighborhood_StoneBr', 'GarageType_BuiltIn|RoofStyle_Tencode', 'YearBuilt|LandContour_Tencode', 'BsmtFinType2_BLQ|BsmtFinType2_Unf', 'BsmtFinType1_Tencode|HouseStyle_SLvl', 'BldgType_Duplex|LotShape_IR1', 'SaleType_ConLI|CentralAir_Y', 'MiscFeature_Tencode|HouseStyle_1.5Fin', 'Neighborhood_NridgHt|HeatingQC_Gd', 'BsmtFinType1_Tencode|SaleCondition_Family', 'RoofMatl_Tar&Grv|Functional_Min1', 'ScreenPorch|Exterior2nd_Brk Cmn', 'GarageCond_Tencode|ScreenPorch', 'RoofStyle_Flat|GarageCond_Tencode', 'Functional_Typ|BsmtFinType2_BLQ', 'Exterior2nd_MetalSd|BsmtFinType2_Unf', 'HouseStyle_2.5Unf|RoofMatl_WdShngl', 'LandContour_Low|Utilities_AllPub', 'Exterior2nd_Stucco|Heating_GasA', 'KitchenQual_Ex|Neighborhood_OldTown', 'FireplaceQu_Fa|HouseStyle_SLvl', 'Fence_GdPrv|SaleCondition_Normal', 'BsmtFinType1_BLQ|BldgType_Tencode', 'BldgType_TwnhsE|Exterior1st_Plywood', 'GarageCond_Po|ExterQual_Gd', 'LandSlope_Mod|Neighborhood_Tencode', 'BsmtFinSF2|Utilities_AllPub', 'Exterior2nd_VinylSd|CentralAir_Tencode', 'BsmtFinType1_ALQ|GarageQual_TA', 'BsmtFinType2_BLQ|Condition1_RRAe', 'BsmtCond_Po|HouseStyle_2Story', 'GarageType_Detchd|Exterior1st_Plywood', 'LotShape_IR2|MiscFeature_Tencode', 'Neighborhood_ClearCr|3SsnPorch', 'SaleCondition_Tencode|SaleCondition_Family', 'BsmtCond_Tencode|ExterQual_Fa', 'HeatingQC_Ex|Condition1_RRAn', 'GarageQual_TA|Exterior1st_WdShing', 'LandSlope_Mod|Functional_Min1', 'GarageCond_TA|GarageType_BuiltIn', 'LandContour_Bnk|1stFlrSF', 'BsmtFinType1_BLQ|GarageCond_Tencode', 'ExterCond_Gd|Condition1_PosA', 'MSZoning_Tencode|RoofMatl_WdShngl', 'LandContour_Low|Electrical_FuseP', 'MiscFeature_Othr|BsmtFinType2_Unf', 'HouseStyle_1.5Fin|ExterQual_Fa', 'MiscFeature_Othr|MSZoning_RH', 'Fireplaces|FireplaceQu_TA', 'Condition2_Artery|GarageQual_Tencode', 'Foundation_PConc|HeatingQC_Gd', 'Condition2_Tencode|MSZoning_RM', 'Exterior1st_BrkFace|BsmtFinType1_Unf', 'FireplaceQu_Tencode|Condition2_Tencode', 'LotConfig_Corner|GarageType_CarPort', 'MiscFeature_Shed|BsmtCond_Fa', 'BsmtQual_Fa|Exterior2nd_Brk Cmn', 'Functional_Mod|BsmtCond_Fa', 'Electrical_Tencode|LandContour_Tencode', 'RoofMatl_CompShg|LotConfig_Tencode', 'HeatingQC_Ex|SaleType_Oth', 'Electrical_FuseF|Neighborhood_MeadowV', 'Exterior1st_AsbShng|Exterior2nd_VinylSd', 'Fireplaces|BsmtFinType1_GLQ', 'YearRemodAdd|MoSold', 'RoofStyle_Gambrel|RoofMatl_WdShngl', 'SaleType_New|BsmtCond_TA', 'KitchenQual_Fa|OverallCond', 'Electrical_FuseA|Exterior2nd_Wd Shng', 'FullBath|Condition2_Artery', 'BsmtQual_Tencode|BsmtFinType1_GLQ', 'Neighborhood_IDOTRR|Utilities_AllPub', 'BsmtFinSF1|Fence_MnPrv', 'HouseStyle_1Story|BsmtFinType1_BLQ', 'EnclosedPorch|FireplaceQu_Po', 'BsmtFinType1_ALQ|KitchenQual_TA', 'FireplaceQu_Fa|SaleCondition_Abnorml', 'Alley_Pave|HalfBath', 'SaleCondition_Tencode|GarageYrBlt', 'GarageCond_Po|Functional_Maj2', 'Foundation_Stone|GarageType_Attchd', 'Exterior2nd_CmentBd|SaleCondition_Normal', 'BsmtFinType2_Unf|Foundation_Slab', 'Exterior2nd_Stone|Alley_Grvl', 'Condition1_Artery|BldgType_TwnhsE', 'PavedDrive_N|BsmtFinType1_Rec', 'TotalBsmtSF|Exterior2nd_Plywood', 'Neighborhood_Tencode|Neighborhood_MeadowV', 'SaleCondition_Normal|MiscFeature_Tencode', 'LotShape_Tencode|Neighborhood_BrDale', 'LandContour_Tencode|MiscFeature_Gar2', 'FireplaceQu_Fa|Condition1_RRAe', 'BsmtFullBath|BldgType_TwnhsE', 'LandContour_HLS|GarageType_Attchd', 'BldgType_Twnhs|Utilities_AllPub', 'YrSold|Heating_Tencode', 'MasVnrType_None', 'Neighborhood_Edwards|SaleCondition_Family', 'Alley_Pave|BsmtFinType2_BLQ', 'LotArea|GarageType_Attchd', 'GarageType_BuiltIn|HouseStyle_SLvl', 'BsmtFinType2_Rec|BsmtFinType1_GLQ', 'Exterior1st_HdBoard|Exterior2nd_CmentBd', 'ExterCond_Tencode|Exterior2nd_Wd Sdng', 'Alley_Tencode|Exterior2nd_Tencode', 'FireplaceQu_Gd|PoolArea', 'LotShape_Reg|ExterCond_Fa', 'Condition1_RRAe|MasVnrType_BrkFace', 'Functional_Maj2|OpenPorchSF', 'BsmtFinType2_GLQ|Exterior2nd_Plywood', 'GarageType_Detchd|BldgType_Tencode', 'Foundation_CBlock|SaleCondition_Abnorml', 'Functional_Typ|GarageFinish_Fin', 'GarageCond_Gd|FireplaceQu_TA', 'LotFrontage|BsmtFinType1_LwQ', 'Functional_Tencode|LotConfig_CulDSac', 'HouseStyle_1Story|Neighborhood_CollgCr', 'PavedDrive_Y|CentralAir_N', 'Neighborhood_NridgHt|KitchenQual_TA', 'PavedDrive_Y|Exterior2nd_Plywood', 'ExterCond_Gd|Functional_Min2', 'RoofMatl_CompShg|3SsnPorch', 'Neighborhood_NWAmes|Utilities_AllPub', 'Neighborhood_NridgHt|Exterior2nd_BrkFace', 'RoofStyle_Hip|Foundation_Tencode', 'Neighborhood_NridgHt|GarageCond_Ex', 'PavedDrive_Y|GarageCond_Gd', 'BsmtHalfBath|Exterior1st_Plywood', 'Exterior2nd_AsbShng|MasVnrType_None', 'Electrical_FuseP|LotArea', 'MiscVal|Condition1_RRAn', 'ExterQual_TA|LotShape_IR1', 'Neighborhood_NridgHt|YearRemodAdd', 'Neighborhood_StoneBr|SaleCondition_Abnorml', '1stFlrSF|Condition1_Tencode', 'BsmtFinType2_BLQ|BsmtCond_Gd', 'HouseStyle_SFoyer|Neighborhood_IDOTRR', 'MiscFeature_Othr|BsmtQual_Tencode', 'MasVnrType_BrkCmn|Condition2_Norm', 'FireplaceQu_Tencode|BsmtUnfSF', 'HouseStyle_2Story|WoodDeckSF', 'FullBath|PoolQC_Tencode', 'BsmtFinType2_LwQ|Fence_GdWo', 'Exterior2nd_Stone|RoofMatl_Tar&Grv', 'Condition2_Tencode|LotConfig_Tencode', 'Functional_Tencode|Fence_Tencode', 'Functional_Mod|Alley_Grvl', 'Neighborhood_SWISU|Street_Pave', 'BsmtFinType1_ALQ|Functional_Mod', 'BsmtFinType1_BLQ|SaleCondition_Abnorml', 'Neighborhood_CollgCr|Neighborhood_Veenker', 'Fireplaces|Condition1_Tencode', 'LotFrontage|KitchenQual_Fa', 'Neighborhood_Crawfor|Alley_Grvl', 'Heating_GasA|SaleCondition_Family', 'KitchenAbvGr|RoofMatl_Tar&Grv', 'FireplaceQu_Tencode|MiscVal', 'Exterior1st_HdBoard|BsmtFinType2_ALQ', 'HalfBath|2ndFlrSF', 'Exterior2nd_VinylSd|Exterior1st_MetalSd', 'BsmtFinType2_ALQ|BsmtFinType1_ALQ', 'OverallQual|Functional_Maj2', 'BsmtQual_TA|Condition1_PosA', 'Exterior2nd_Stucco|Exterior1st_VinylSd', 'BldgType_Duplex|Exterior2nd_HdBoard', 'HalfBath|RoofStyle_Shed', 'Street_Tencode|Neighborhood_Somerst', 'HeatingQC_Gd|Electrical_Tencode', 'GarageCond_Tencode|Condition1_PosN', '1stFlrSF|MSZoning_RH', 'GarageCond_Po|LotConfig_FR2', 'Heating_Grav|Condition2_Artery', 'PoolArea|OverallCond', 'BsmtFinType2_Unf|BsmtFinType1_GLQ', 'BsmtCond_Po|HouseStyle_1.5Fin', 'HouseStyle_Tencode|MSZoning_RM', 'SaleCondition_Partial|Condition1_Tencode', 'FireplaceQu_Po|Neighborhood_Tencode', 'Exterior1st_Plywood', 'LotShape_Reg|BsmtFinType2_Unf', 'Functional_Maj2|BsmtFinType2_Rec', 'ExterQual_Ex|SaleCondition_Partial', 'Exterior1st_Stucco|KitchenQual_TA', 'Fence_Tencode|Neighborhood_Tencode', 'LandContour_Low|MSZoning_Tencode', 'Electrical_FuseP|MiscFeature_Gar2', 'GarageFinish_Unf|FireplaceQu_Gd', 'MasVnrType_None|MSSubClass', 'LandContour_Lvl|GarageType_BuiltIn', 'BsmtCond_Po|ScreenPorch', 'YearRemodAdd|Alley_Pave', 'Exterior2nd_CmentBd|LandSlope_Gtl', 'MSZoning_C (all)|Exterior1st_WdShing', 'RoofMatl_Tar&Grv|MasVnrType_None', 'HouseStyle_1.5Unf|Neighborhood_NWAmes', 'LotFrontage|Exterior2nd_CmentBd', 'FireplaceQu_Ex|ExterQual_Tencode', 'BsmtQual_Tencode|MasVnrType_None', 'Alley_Grvl|Neighborhood_MeadowV', 'ExterCond_TA|ExterQual_Tencode', 'LandSlope_Tencode|Neighborhood_IDOTRR', 'Foundation_CBlock|MasVnrType_BrkFace', 'MasVnrArea|Exterior2nd_Wd Shng', 'Neighborhood_NridgHt|PoolArea', 'BsmtFinType1_Tencode|ExterCond_Gd', 'ExterCond_TA|SaleCondition_Partial', 'BsmtFinSF2|BsmtFinType2_Unf', 'Condition2_Artery|Exterior1st_Tencode', 'MiscVal|MasVnrType_BrkFace', 'LotArea|Exterior1st_CemntBd', 'BsmtFullBath|Electrical_FuseF', 'FireplaceQu_Gd|Exterior1st_HdBoard', 'TotRmsAbvGrd|GarageArea', 'HouseStyle_SFoyer|Neighborhood_SawyerW', 'Fence_GdWo|WoodDeckSF', 'Neighborhood_Sawyer|BsmtFinType1_GLQ', 'SaleCondition_Normal|Street_Grvl', 'LotFrontage|1stFlrSF', 'RoofStyle_Tencode|BldgType_TwnhsE', 'Street_Grvl|Neighborhood_BrkSide', 'BsmtQual_Ex|RoofStyle_Gable', 'SaleType_Oth|LotConfig_Inside', 'LotConfig_Tencode|KitchenQual_TA', 'Condition1_PosA|MasVnrType_BrkFace', 'Neighborhood_BrkSide|Neighborhood_MeadowV', 'Street_Grvl|GarageQual_Tencode', 'Neighborhood_Tencode|KitchenQual_Fa', 'Alley_Pave', 'LotConfig_FR2|BldgType_1Fam', 'LotShape_Reg|RoofMatl_Tar&Grv', 'KitchenQual_Ex|PavedDrive_Tencode', 'BsmtQual_Tencode|Exterior2nd_Wd Sdng', 'Heating_Grav|Foundation_Slab', 'RoofStyle_Gambrel|MiscFeature_Shed', 'RoofStyle_Hip|BsmtQual_Ex', 'BsmtFinType1_LwQ|GarageFinish_RFn', 'SaleType_ConLI|Neighborhood_SWISU', 'YrSold|BsmtQual_TA', 'Heating_Grav|Condition1_Norm', '1stFlrSF|ExterQual_Ex', 'LandSlope_Sev|Fence_GdWo', 'MasVnrType_BrkFace|BsmtCond_TA', 'EnclosedPorch|BsmtCond_TA', 'ExterQual_TA|Functional_Mod', 'Fence_MnPrv|Neighborhood_MeadowV', 'OverallQual|Neighborhood_StoneBr', 'BsmtFinType1_ALQ|HouseStyle_1.5Fin', 'BldgType_TwnhsE|Condition2_Artery', 'MasVnrType_BrkCmn|Neighborhood_Crawfor', 'ExterCond_Gd|Fence_GdWo', 'MiscFeature_Shed|ExterQual_Tencode', 'Neighborhood_BrDale|HeatingQC_Tencode', 'Heating_Tencode|BldgType_TwnhsE', 'RoofStyle_Gable|SaleType_CWD', 'SaleType_New|Neighborhood_Timber', 'SaleCondition_Family|HouseStyle_1.5Unf', 'LotShape_IR1|Condition1_RRAe', 'BsmtFinType1_Tencode|BsmtFinType1_Unf', 'BsmtQual_Tencode|OpenPorchSF', 'GarageQual_Gd|HouseStyle_SLvl', 'MSZoning_FV|LotConfig_Inside', 'Neighborhood_Somerst|OverallCond', 'Exterior1st_Stucco|ExterCond_Gd', 'PoolArea|SaleType_COD', 'MoSold|BsmtQual_Gd', 'Functional_Maj2|SaleCondition_Normal', 'YearRemodAdd|GarageQual_Fa', 'SaleType_WD|GarageCond_Fa', 'BsmtFinType1_Tencode|OverallCond', 'Neighborhood_CollgCr|PoolQC_Tencode', 'HeatingQC_TA|FireplaceQu_Po', 'BsmtFinType1_Rec|Exterior2nd_Brk Cmn', 'GarageType_Tencode|GarageType_2Types', 'Neighborhood_Blmngtn|SaleType_WD', 'Functional_Min1|GarageQual_Tencode', 'Electrical_SBrkr|BsmtFinSF1', 'HouseStyle_1Story|LotShape_IR3', 'MiscFeature_Tencode|MSZoning_RH', 'GarageQual_TA|BsmtCond_Tencode', 'Neighborhood_CollgCr|LandSlope_Sev', '1stFlrSF|Condition1_Feedr', 'Exterior1st_VinylSd|SaleType_Oth', 'Foundation_PConc|Condition2_Artery', 'Condition1_PosA|SaleType_CWD', 'FireplaceQu_Fa|GarageType_2Types', 'ExterQual_TA|Neighborhood_Crawfor', 'ExterQual_Gd|SaleType_Oth', 'LotArea|Foundation_BrkTil', 'LandContour_HLS|BsmtQual_Gd', 'RoofStyle_Hip|Condition1_Feedr', 'ScreenPorch|MSZoning_Tencode', 'Exterior1st_BrkFace|MSZoning_Tencode', 'Electrical_FuseP|Exterior1st_Tencode', 'MiscFeature_Gar2|Neighborhood_MeadowV', 'LotArea|GarageFinish_Tencode', 'PavedDrive_N|Exterior1st_AsbShng', 'Functional_Tencode|BsmtFullBath', 'Exterior1st_Stucco|Condition1_PosN', 'OverallQual|Exterior1st_Plywood', 'GarageFinish_Tencode|Exterior2nd_HdBoard', 'Functional_Min1|BsmtQual_Gd', 'HouseStyle_Tencode|ExterQual_Fa', 'Functional_Typ|Neighborhood_Veenker', 'Fence_Tencode|Functional_Min2', 'SaleCondition_Family|Fence_MnPrv', 'LotConfig_FR2|MSZoning_RM', 'Alley_Grvl|Neighborhood_IDOTRR', 'Condition1_Norm|GarageType_2Types', 'GarageType_CarPort|Neighborhood_BrkSide', 'Neighborhood_Blmngtn|Condition1_RRAe', 'RoofStyle_Gable|Exterior1st_Wd Sdng', 'GarageType_BuiltIn|BsmtFinType1_Unf', 'BsmtFinType1_LwQ|Exterior1st_VinylSd', 'SaleCondition_Tencode|BsmtQual_TA', 'CentralAir_N|MiscFeature_Gar2', 'BsmtCond_Po|Exterior1st_MetalSd', 'Exterior2nd_HdBoard|MSZoning_RH', 'BsmtFinType1_LwQ|SaleType_CWD', 'Exterior2nd_VinylSd|Fence_MnWw', 'MiscFeature_Shed|GarageQual_Po', 'LotShape_Reg|Condition1_Feedr', 'LotShape_IR1|TotRmsAbvGrd', 'BedroomAbvGr', 'ExterQual_Ex|SaleType_Oth', 'EnclosedPorch|Fence_GdWo', 'BldgType_2fmCon|Neighborhood_NAmes', 'SaleCondition_Tencode|Street_Grvl', 'BsmtFinType2_LwQ|BsmtUnfSF', 'MiscFeature_Tencode|BsmtCond_Fa', 'GarageArea|BsmtFinSF1', 'Condition2_Tencode|MasVnrType_None', 'BldgType_Duplex|Street_Tencode', 'Neighborhood_NPkVill|Neighborhood_Gilbert', 'LotConfig_FR2|LotConfig_CulDSac', 'BldgType_2fmCon|SaleCondition_Partial', 'BsmtQual_Fa|Condition1_PosA', 'BsmtQual_Tencode|BsmtCond_Tencode', 'FireplaceQu_Fa|HouseStyle_1.5Fin', 'HeatingQC_Fa|Exterior2nd_Brk Cmn', 'SaleCondition_Family|BsmtExposure_Av', 'Fence_GdWo|SaleCondition_Partial', 'LotConfig_Corner|Functional_Min1', 'BldgType_Duplex|GarageYrBlt', 'Street_Grvl|Exterior1st_WdShing', 'HouseStyle_SFoyer|BsmtCond_Fa', 'BsmtQual_Tencode|GarageType_2Types', 'Neighborhood_OldTown|HouseStyle_1.5Fin', 'BsmtHalfBath|OpenPorchSF', 'FireplaceQu_Ex|HouseStyle_2.5Unf', 'HouseStyle_SFoyer|HouseStyle_SLvl', 'MSZoning_RH|ExterQual_Fa', 'Condition1_RRAe|Neighborhood_IDOTRR', 'LotArea|RoofMatl_WdShngl', 'SaleCondition_Family|HouseStyle_1.5Fin', 'ExterQual_TA|BsmtFinType2_Tencode', 'GarageFinish_Fin|BsmtFinType2_Rec', 'LotShape_Reg|Neighborhood_MeadowV', 'GarageArea|GarageType_CarPort', 'HouseStyle_SFoyer|Condition1_PosN', 'RoofStyle_Gambrel|GarageType_2Types', 'LotFrontage|Condition1_RRAe', 'BldgType_Duplex|1stFlrSF', 'Exterior1st_CemntBd|KitchenQual_TA', 'Street_Tencode|SaleType_ConLD', 'MSZoning_RM|Exterior2nd_AsphShn', 'RoofStyle_Flat|ScreenPorch', 'CentralAir_Y|BsmtFinType2_Unf', 'OverallCond|MasVnrType_Stone', 'Electrical_SBrkr|Fence_GdWo', 'BsmtFinType1_BLQ|GarageFinish_Fin', 'LotConfig_FR2|SaleType_New', 'SaleCondition_Partial|HouseStyle_2Story', 'Fence_GdWo|HouseStyle_2.5Unf', 'Neighborhood_Blmngtn|Fence_MnWw', 'YearRemodAdd|PavedDrive_P', 'FireplaceQu_Tencode|Alley_Grvl', 'MiscFeature_Othr|LotConfig_FR2', 'Exterior1st_AsbShng|LotConfig_Tencode', 'Neighborhood_StoneBr|Utilities_AllPub', 'LotFrontage|GarageFinish_Tencode', 'Alley_Tencode|Neighborhood_Edwards', 'SaleType_New|BsmtFinSF1', 'BsmtFinSF2|FireplaceQu_Ex', 'OverallQual|BsmtFinType2_LwQ', 'PavedDrive_P|ExterQual_Tencode', 'BldgType_Tencode|Exterior1st_Plywood', 'Street_Tencode|BsmtExposure_No', 'HeatingQC_Fa|OpenPorchSF', 'BedroomAbvGr|Condition1_PosA', 'SaleCondition_Tencode|Exterior2nd_AsbShng', 'BsmtFinType1_ALQ|RoofStyle_Gable', 'Foundation_Stone|KitchenQual_Tencode', 'HouseStyle_1.5Unf|Exterior2nd_Wd Sdng', 'GarageFinish_Unf|BsmtUnfSF', 'Exterior1st_HdBoard|Fireplaces', 'HeatingQC_Tencode|HouseStyle_SLvl', 'LotConfig_FR2|HalfBath', 'ExterCond_TA|RoofStyle_Gable', 'GarageQual_Gd|PavedDrive_Tencode', 'Neighborhood_OldTown|FireplaceQu_TA', '3SsnPorch|CentralAir_Tencode', 'FullBath|GarageQual_Po', 'GarageFinish_Fin|BsmtQual_Gd', 'GarageCond_Fa|Street_Grvl', 'Electrical_FuseA|MSZoning_RH', 'TotRmsAbvGrd|2ndFlrSF', 'EnclosedPorch|BsmtFinType1_ALQ', 'Neighborhood_Veenker|GarageArea', 'BldgType_TwnhsE|MSZoning_FV', 'CentralAir_Y|MSZoning_RH', 'GarageCond_TA|Heating_GasW', 'RoofMatl_CompShg|Exterior2nd_Tencode', 'SaleType_ConLD|Fence_MnWw', 'BsmtUnfSF|BsmtFinType1_LwQ', 'YrSold|BsmtFinType1_LwQ', 'Utilities_Tencode|GarageQual_TA', 'CentralAir_Tencode|Neighborhood_MeadowV', 'Condition1_Tencode|PoolArea', 'Neighborhood_Mitchel|HouseStyle_2Story', 'Functional_Maj2|SaleType_New', 'Fence_GdPrv|SaleCondition_Abnorml', 'BsmtCond_Tencode|BsmtCond_Fa', 'SaleType_ConLI|SaleCondition_Partial', 'LotConfig_CulDSac|BsmtQual_TA', 'MasVnrType_BrkFace|MasVnrType_Tencode', 'Exterior2nd_BrkFace|GarageQual_Po', 'SaleCondition_Alloca|MSZoning_Tencode', 'LandContour_Tencode|CentralAir_Tencode', 'Exterior1st_AsbShng|GarageYrBlt', 'YrSold|FireplaceQu_TA', 'BsmtQual_Tencode|ExterQual_Fa', 'GarageCars|Neighborhood_StoneBr', 'BldgType_Twnhs|MiscFeature_Gar2', 'Neighborhood_BrkSide|Exterior2nd_HdBoard', 'FireplaceQu_TA|Exterior2nd_Wd Shng', 'FireplaceQu_Po|ExterCond_Gd', 'HeatingQC_Tencode|MSZoning_RH', 'MiscVal|LandContour_Lvl', 'GarageQual_Fa|GarageCond_Fa', 'GarageType_Tencode|MasVnrArea', 'RoofMatl_CompShg|Exterior2nd_HdBoard', '3SsnPorch|KitchenQual_Tencode', 'ExterCond_Tencode|BsmtCond_Gd', 'BsmtQual_Tencode|MSZoning_C (all)', 'BsmtFinType2_ALQ|Exterior1st_MetalSd', 'BsmtFinType1_ALQ|LotConfig_Inside', 'RoofMatl_CompShg|BsmtCond_TA', 'ExterQual_Gd|PavedDrive_P', 'Neighborhood_Somerst|BsmtExposure_Av', 'FireplaceQu_Po|GarageYrBlt', 'Heating_Grav|SaleType_Tencode', 'GarageCars|GarageCond_Tencode', 'SaleType_ConLw|LowQualFinSF', 'SaleCondition_Family|SaleCondition_Alloca', 'OpenPorchSF|BsmtCond_Fa', 'EnclosedPorch|Exterior2nd_HdBoard', 'SaleCondition_Partial|Neighborhood_BrkSide', 'Alley_Pave|BldgType_Tencode', 'BldgType_Duplex|Neighborhood_Sawyer', 'Neighborhood_Tencode|Exterior1st_VinylSd', 'Alley_Pave|GarageType_BuiltIn', 'YearRemodAdd|Exterior1st_VinylSd', 'BsmtFinType2_ALQ|Condition1_Tencode', 'Exterior1st_VinylSd|PavedDrive_P', 'TotRmsAbvGrd|GarageYrBlt', 'Neighborhood_Mitchel|KitchenQual_Ex', 'Neighborhood_OldTown|ExterQual_Tencode', 'Neighborhood_NPkVill|BsmtFinType2_Rec', 'Alley_Pave|KitchenQual_Tencode', 'YearRemodAdd|Exterior1st_MetalSd', 'KitchenQual_Fa|CentralAir_Y', 'TotalBsmtSF|MSZoning_Tencode', 'FireplaceQu_Fa|MiscFeature_Gar2', '1stFlrSF|SaleCondition_Abnorml', 'PavedDrive_Y|PavedDrive_Tencode', 'ExterQual_TA|SaleType_ConLD', 'KitchenAbvGr|GarageYrBlt', 'Neighborhood_Sawyer|Condition2_Norm', 'MSZoning_C (all)|Functional_Mod', 'LandSlope_Gtl|Alley_Grvl', 'Neighborhood_NAmes|Condition2_Norm', 'LotShape_IR1|Exterior2nd_HdBoard', 'KitchenQual_Tencode|BldgType_TwnhsE', 'GrLivArea|Heating_GasA', 'HeatingQC_TA|BldgType_TwnhsE', 'Electrical_FuseP|Neighborhood_BrkSide', 'SaleCondition_Tencode|Neighborhood_NoRidge', 'Condition1_RRAe|GarageType_CarPort', 'LotShape_IR2|SaleType_CWD', 'FireplaceQu_Tencode|Neighborhood_IDOTRR', 'Neighborhood_Blmngtn|BsmtQual_Fa', 'BsmtFinType1_Tencode|OpenPorchSF', 'GarageQual_Gd|Exterior1st_Stucco', 'MasVnrType_BrkCmn|BsmtExposure_Gd', 'MSZoning_RL|Fence_MnPrv', 'HouseStyle_SFoyer|BldgType_Twnhs', 'LowQualFinSF|PavedDrive_P', 'GarageQual_Fa|Utilities_AllPub', 'GarageType_BuiltIn|Exterior2nd_Wd Sdng', 'BsmtExposure_Av|Neighborhood_MeadowV', 'LotArea|FireplaceQu_TA', 'GarageQual_Tencode|Neighborhood_BrkSide', 'LotFrontage|PavedDrive_P', 'Exterior2nd_Tencode|MasVnrType_Stone', 'LotArea|Exterior1st_Plywood', 'HeatingQC_Fa|LotShape_IR1', 'BsmtFinType1_Tencode|Neighborhood_Mitchel', 'BedroomAbvGr|Street_Pave', 'RoofStyle_Gambrel|Functional_Mod', 'BsmtFinSF2|CentralAir_Tencode', 'YearRemodAdd|Exterior1st_Wd Sdng', 'BldgType_1Fam|Exterior2nd_Brk Cmn', 'HouseStyle_1.5Unf|Functional_Mod', 'OverallQual|Neighborhood_MeadowV', 'Condition1_Artery|LotShape_IR2', 'Functional_Typ|RoofMatl_CompShg', 'MiscVal|Heating_Tencode', 'Electrical_Tencode|Neighborhood_OldTown', 'MiscFeature_Shed|Condition1_Tencode', 'BsmtQual_Tencode|LotConfig_CulDSac', 'BsmtQual_TA|Street_Pave', 'RoofStyle_Shed|Functional_Min1', 'Neighborhood_OldTown|HouseStyle_2.5Unf', 'GarageType_Attchd|MiscFeature_Shed', 'BldgType_2fmCon|Condition1_PosN', 'Condition1_Norm|Condition1_RRAn', 'Exterior2nd_Stucco|SaleCondition_Normal', 'Exterior2nd_Stone|Exterior2nd_Wd Shng', 'GarageQual_Gd|FireplaceQu_Fa', 'Condition1_RRAn|Exterior1st_MetalSd', 'Exterior2nd_VinylSd|BsmtFinType1_GLQ', 'TotalBsmtSF|SaleCondition_Normal', 'GarageArea|Neighborhood_Crawfor', 'Fence_Tencode|KitchenQual_Tencode', 'BsmtFinType2_Tencode|Neighborhood_Edwards', 'GarageFinish_Tencode|BsmtFinType2_Rec', 'Electrical_Tencode|SaleCondition_Partial', 'RoofStyle_Hip|LotArea', 'LotConfig_CulDSac|Fence_GdWo', 'Exterior1st_AsbShng|Exterior2nd_MetalSd', 'Condition1_Tencode|LotConfig_Inside', 'MiscFeature_Shed|Exterior2nd_HdBoard', 'RoofMatl_CompShg|Exterior1st_CemntBd', 'ExterCond_TA|Fence_GdWo', 'RoofStyle_Hip|GarageQual_Tencode', 'BsmtFinType1_Rec|GarageType_2Types', 'BsmtHalfBath|SaleType_WD', 'BldgType_TwnhsE|BsmtFinType1_LwQ', 'Neighborhood_CollgCr|BsmtFinType2_BLQ', 'GarageCond_Ex|MSZoning_RL', 'BsmtFinType1_Rec|MSZoning_Tencode', 'Exterior2nd_Plywood|MasVnrType_Tencode', 'HeatingQC_Tencode|OpenPorchSF', 'LotArea|HouseStyle_1.5Unf', 'Electrical_SBrkr|BldgType_Tencode', 'BsmtFinType2_BLQ|OverallCond', 'Functional_Min1|BsmtFinType2_Unf', 'HeatingQC_TA|RoofStyle_Gambrel', 'RoofStyle_Tencode|BsmtExposure_No', 'BsmtQual_TA|SaleType_Oth', 'Heating_GasA|Exterior1st_VinylSd', 'Condition2_Artery|OverallCond', 'GarageCond_TA|Exterior2nd_Brk Cmn', 'RoofStyle_Flat|BsmtQual_Ex', 'Heating_Tencode|Neighborhood_SWISU', 'FireplaceQu_Po|LandSlope_Gtl', 'Functional_Tencode|Exterior2nd_Wd Shng', 'FireplaceQu_Gd|BsmtFinType1_Rec', 'ExterCond_Gd|BldgType_Tencode', 'Heating_Grav|Electrical_SBrkr', 'BsmtCond_Tencode|PoolArea', 'KitchenQual_Gd|BsmtFullBath', 'Condition1_PosA|BsmtCond_Tencode', 'KitchenAbvGr|SaleType_COD', 'Heating_Grav|Fence_MnPrv', 'Functional_Min1|BsmtFinSF1', 'Exterior2nd_VinylSd|MiscFeature_Tencode', 'SaleCondition_Normal|LotConfig_Inside', 'LandContour_HLS|Neighborhood_Gilbert', 'KitchenAbvGr|SaleCondition_Alloca', 'BsmtQual_Tencode|HeatingQC_Tencode', 'Neighborhood_ClearCr|Functional_Min2', 'Fence_GdWo|BldgType_Tencode', 'Condition1_Tencode|Functional_Min2', 'OverallQual|LandContour_Low', 'BsmtFinType2_Tencode|Alley_Tencode', 'HeatingQC_Gd|HouseStyle_2.5Unf', 'FireplaceQu_Fa|Neighborhood_MeadowV', 'GarageFinish_Tencode|LandSlope_Gtl', 'GarageFinish_Unf|TotRmsAbvGrd', 'FireplaceQu_Gd|BldgType_Twnhs', 'Exterior1st_AsbShng|Neighborhood_Veenker', 'GarageFinish_Tencode|ExterQual_Tencode', 'MasVnrType_None|KitchenQual_Fa', 'KitchenAbvGr|Foundation_PConc', 'Functional_Tencode|OpenPorchSF', 'GarageCars|BsmtCond_Gd', 'Heating_Grav|ExterQual_Ex', 'RoofStyle_Shed|Condition2_Norm', 'Foundation_Stone|BsmtQual_TA', 'SaleType_New|Fence_MnWw', 'Neighborhood_Mitchel|Fence_MnPrv', 'Exterior2nd_VinylSd|MasVnrType_BrkFace', 'SaleType_ConLI', 'GarageType_Detchd|Electrical_SBrkr', 'Alley_Tencode|PavedDrive_Y', 'Functional_Typ|Street_Pave', 'BsmtFinType1_BLQ|PoolArea', 'HeatingQC_TA|SaleType_ConLD', 'Street_Tencode|HeatingQC_Fa', 'Condition2_Norm|Foundation_Slab', 'Neighborhood_StoneBr|SaleCondition_Partial', 'KitchenQual_Fa|Neighborhood_Timber', 'BsmtCond_Gd|SaleType_CWD', 'Street_Tencode|GarageCond_Fa', 'FireplaceQu_TA|Neighborhood_BrkSide', 'Condition2_Tencode|LandSlope_Gtl', 'PoolQC_Tencode|BsmtCond_Gd', 'BsmtQual_Ex|Condition2_Artery', 'ExterCond_Tencode|BsmtFinType2_LwQ', 'GarageFinish_Fin|FireplaceQu_Po', 'FullBath|RoofStyle_Gambrel', 'BsmtFinType2_LwQ|Fence_MnWw', 'BsmtExposure_Tencode|MasVnrType_None', 'LotConfig_FR2|SaleType_WD', 'LotConfig_Corner|Exterior2nd_BrkFace', 'Exterior1st_HdBoard|BsmtFinType1_LwQ', 'HouseStyle_1.5Unf|BsmtCond_Gd', 'TotRmsAbvGrd|Condition1_Tencode', 'CentralAir_Tencode|Exterior2nd_Plywood', 'Street_Tencode|OpenPorchSF', 'Alley_Tencode|1stFlrSF', 'BsmtCond_Gd|ExterCond_Fa', 'Foundation_PConc|Exterior1st_CemntBd', 'Heating_Tencode|LandContour_HLS', '3SsnPorch|HouseStyle_1.5Unf', 'SaleType_ConLI|GarageType_BuiltIn', 'BldgType_Twnhs|Neighborhood_NAmes', 'BsmtQual_Fa|Exterior2nd_Plywood', 'Functional_Tencode|Neighborhood_NoRidge', 'RoofMatl_Tencode|GarageFinish_Fin', 'HouseStyle_SLvl|Utilities_AllPub', 'Exterior1st_AsbShng|LandSlope_Sev', 'BsmtFinType2_Rec|SaleType_CWD', 'GrLivArea|SaleCondition_Family', 'BsmtCond_Gd|Exterior1st_Plywood', 'Neighborhood_NPkVill|Electrical_Tencode', 'HeatingQC_TA|Fence_MnPrv', 'GarageArea|MiscFeature_Tencode', 'LandContour_Lvl|ExterCond_Fa', 'RoofStyle_Gambrel|BsmtExposure_No', 'Fireplaces|GarageQual_Fa', 'ExterQual_TA|GarageCond_Gd', 'BsmtFinType2_LwQ|LotShape_IR3', 'CentralAir_Tencode|MiscFeature_Gar2', 'Neighborhood_CollgCr|FireplaceQu_TA', 'EnclosedPorch|LotShape_IR3', 'Neighborhood_NoRidge|Exterior1st_Stucco', 'SaleType_CWD|Exterior1st_MetalSd', 'GarageQual_TA|Exterior2nd_CmentBd', 'Alley_Pave|SaleCondition_Partial', 'YearBuilt|Exterior1st_CemntBd', 'Functional_Typ|ExterCond_TA', 'LandContour_HLS|BsmtExposure_Gd', 'Condition1_PosN|Street_Pave', 'Neighborhood_NoRidge|Exterior1st_VinylSd', 'Neighborhood_Mitchel|MasVnrArea', 'Electrical_Tencode|GarageQual_Fa', 'PoolQC_Tencode|HouseStyle_1.5Unf', 'SaleType_New|Foundation_Slab', 'Condition1_RRAn|MasVnrType_Tencode', 'YearRemodAdd|KitchenQual_TA', 'Condition1_Feedr|Functional_Min2', 'RoofMatl_Tencode|Functional_Mod', 'HeatingQC_Fa|Electrical_SBrkr', 'EnclosedPorch|GarageType_Basment', 'BsmtFinType2_GLQ|BsmtCond_Gd', 'ExterCond_Gd|GarageCond_Ex', 'KitchenQual_Ex|LotConfig_CulDSac', 'FireplaceQu_Gd|Neighborhood_OldTown', 'FireplaceQu_Ex|Neighborhood_StoneBr', 'Heating_Grav|BsmtHalfBath', 'ExterQual_TA|LotConfig_FR2', 'MiscFeature_Shed|RoofMatl_WdShngl', 'BsmtCond_Tencode|BsmtFinType2_Unf', 'PavedDrive_N|SaleType_ConLD', 'Exterior2nd_MetalSd|Utilities_AllPub', 'Exterior1st_HdBoard|LandContour_Lvl', 'BsmtFinType2_ALQ|SaleCondition_Alloca', 'RoofStyle_Hip|BsmtCond_Po', 'SaleType_COD|LotConfig_Inside', 'Condition1_Feedr|MSSubClass', 'Alley_Tencode|Exterior2nd_Wd Sdng', 'ExterQual_Gd|MSSubClass', 'SaleType_Tencode|Neighborhood_IDOTRR', 'Alley_Pave|Electrical_FuseP', '1stFlrSF|Exterior1st_MetalSd', 'FireplaceQu_Po|BsmtQual_Gd', 'Exterior2nd_Stucco|BsmtFinType2_GLQ', 'BsmtUnfSF|BsmtCond_Gd', 'SaleType_ConLI|Exterior1st_WdShing', 'Condition1_PosN|SaleType_New', 'Electrical_FuseA|Condition2_Norm', 'SaleType_Oth|MSZoning_Tencode', 'LandContour_HLS|RoofStyle_Tencode', 'GarageQual_Fa|Condition1_Norm', 'BldgType_Duplex|Alley_Grvl', 'Exterior2nd_BrkFace|GarageFinish_Tencode', 'Condition1_Feedr|CentralAir_Y', 'HeatingQC_Gd|Exterior2nd_Wd Shng', 'EnclosedPorch|Foundation_Tencode', 'FireplaceQu_Gd|Fence_MnWw', 'PavedDrive_Tencode|MasVnrType_Stone', 'RoofStyle_Hip|2ndFlrSF', 'BsmtFinType1_ALQ|GarageFinish_RFn', 'EnclosedPorch|SaleType_New', 'Neighborhood_Veenker|BsmtFinType2_BLQ', 'BsmtFullBath|KitchenQual_Tencode', 'BsmtFinType2_GLQ|ExterQual_Tencode', 'LowQualFinSF|1stFlrSF', 'Neighborhood_NridgHt|Exterior1st_Stucco', 'OverallQual|BsmtFinType2_ALQ', 'Fireplaces|PoolArea', 'PavedDrive_N|ExterQual_Gd', 'Fence_Tencode|BsmtCond_Gd', 'KitchenQual_Tencode|Exterior1st_Wd Sdng', 'Neighborhood_CollgCr|ExterCond_Gd', 'GarageFinish_Unf|CentralAir_Y', 'GarageQual_Fa|Fence_GdWo', 'CentralAir_Y|BsmtExposure_Gd', 'BsmtFinType2_BLQ|Exterior2nd_Wd Shng', 'FireplaceQu_TA|BsmtExposure_Gd', 'KitchenQual_Tencode|Foundation_CBlock', 'Fireplaces|Fence_GdWo', 'Neighborhood_BrDale|FireplaceQu_TA', 'FireplaceQu_Po|Condition2_Norm', 'YearRemodAdd|MiscFeature_Shed', 'LandContour_Low|FullBath', 'GarageType_Detchd|Fence_GdWo', 'Foundation_BrkTil|Neighborhood_Crawfor', 'Fence_Tencode|BsmtFinType2_Unf', 'GarageCond_Tencode|Fence_MnWw', 'RoofStyle_Gable|MiscFeature_Tencode', 'YearBuilt|LowQualFinSF', 'Neighborhood_Blmngtn|TotRmsAbvGrd', 'ExterCond_TA|Fence_Tencode', 'FireplaceQu_Fa|GarageType_Attchd', 'Exterior2nd_Stucco|Condition2_Tencode', 'Exterior2nd_BrkFace|Condition1_PosN', 'BsmtFinType2_ALQ|KitchenQual_Fa', 'MasVnrType_BrkCmn|ExterQual_Ex', 'Exterior2nd_VinylSd|LandContour_Tencode', 'OpenPorchSF|WoodDeckSF', 'BsmtExposure_Av|Condition1_Tencode', 'Foundation_Tencode|MasVnrArea', 'LotConfig_FR2|MasVnrType_Tencode', 'Neighborhood_Timber|Exterior2nd_AsphShn', 'FireplaceQu_Fa|OpenPorchSF', 'BsmtFinType2_Rec|GarageQual_Po', 'Condition1_Feedr|Exterior2nd_Plywood', 'Condition1_PosA|Street_Grvl', 'LandSlope_Sev|BsmtExposure_Mn', 'Alley_Tencode|Exterior2nd_AsphShn', 'Street_Tencode|BsmtCond_Fa', 'RoofStyle_Hip|ExterCond_Fa', 'Street_Tencode|Exterior1st_Plywood', 'Neighborhood_NridgHt|BsmtExposure_Mn', 'BedroomAbvGr|FireplaceQu_Fa', '1stFlrSF|MasVnrArea', 'Fence_Tencode|HouseStyle_SLvl', 'FireplaceQu_Ex|Fence_GdWo', 'BsmtExposure_Gd|Neighborhood_SawyerW', 'GarageQual_Gd|Fence_MnPrv', 'ExterCond_Gd|Condition2_Norm', 'OverallQual|RoofMatl_Tar&Grv', 'MiscVal|SaleType_New', 'ExterCond_Tencode|Neighborhood_SawyerW', 'LandContour_HLS|Exterior1st_Tencode', 'LotConfig_Corner|HouseStyle_Tencode', 'Exterior2nd_AsbShng|LotShape_IR3', 'BldgType_Tencode|MasVnrType_Stone', 'Neighborhood_Sawyer|Exterior2nd_Plywood', 'BsmtQual_Fa|ExterQual_Tencode', 'BsmtCond_Fa|HouseStyle_2Story', 'Foundation_Stone|Condition1_PosN', 'LandSlope_Mod|Fence_GdPrv', 'Neighborhood_Blmngtn|LandContour_Lvl', 'FireplaceQu_Tencode|SaleCondition_Abnorml', 'Electrical_FuseA|Functional_Mod', 'FireplaceQu_Ex|Exterior2nd_Plywood', 'BldgType_Twnhs|GarageCond_Tencode', 'Foundation_Stone|Street_Grvl', 'LotShape_Tencode|HeatingQC_Gd', 'Condition1_PosA|Exterior2nd_Plywood', 'BsmtExposure_Tencode|Condition1_Feedr', 'Electrical_SBrkr|FireplaceQu_Ex', 'Exterior1st_Stucco|BsmtCond_Po', 'RoofStyle_Flat|Functional_Tencode', 'LotConfig_CulDSac|HouseStyle_2.5Unf', 'GarageType_Detchd|Condition1_PosN', 'GarageCond_Fa|LandSlope_Gtl', 'BsmtCond_Tencode|Neighborhood_SawyerW', 'Heating_GasA|GarageCond_TA', 'Exterior2nd_Tencode|LandContour_Bnk', 'YearBuilt|Functional_Mod', 'LotConfig_FR2|GarageYrBlt', 'SaleCondition_Partial|LotShape_IR3', 'BedroomAbvGr|HouseStyle_2Story', 'Exterior1st_Stucco|BsmtFinType1_LwQ', 'LandContour_Low|Fence_GdPrv', 'ExterQual_Tencode|ExterQual_Fa', '1stFlrSF|Fence_MnPrv', 'Alley_Pave|RoofMatl_Tar&Grv', 'LandSlope_Gtl|ExterQual_Gd', 'Neighborhood_NoRidge|BsmtFinType2_LwQ', 'Neighborhood_NPkVill|GarageCond_Gd', 'BsmtFinType1_Tencode|Fence_GdWo', 'Neighborhood_NridgHt|YearBuilt', 'Condition1_PosA|Utilities_AllPub', 'BsmtQual_TA|BldgType_Tencode', 'LandSlope_Mod|Condition2_Artery', 'RoofMatl_CompShg|GarageType_Basment', 'SaleCondition_Tencode|YearRemodAdd', 'LotShape_IR1|Foundation_BrkTil', 'GarageFinish_Tencode|Fence_MnPrv', 'RoofMatl_Tencode|ExterQual_Tencode', 'Exterior2nd_Stucco|Neighborhood_NPkVill', 'GrLivArea|HouseStyle_1.5Unf', 'LandSlope_Tencode|LandSlope_Gtl', 'HeatingQC_Tencode|SaleType_CWD', 'SaleCondition_Tencode|Foundation_BrkTil', 'Fence_GdPrv|Electrical_FuseF', 'BsmtFullBath|GarageArea', 'LotConfig_Tencode|PavedDrive_P', 'Exterior1st_MetalSd', 'BsmtFinSF1|FireplaceQu_TA', 'LotFrontage|LandSlope_Sev', 'HouseStyle_1Story|GarageArea', 'OpenPorchSF|BldgType_Tencode', 'BsmtHalfBath|Condition1_PosN', 'BsmtFinType2_GLQ|FullBath', 'Exterior2nd_Stone|Exterior1st_HdBoard', 'RoofMatl_Tar&Grv|Exterior2nd_Plywood', 'BsmtFinSF2|Electrical_SBrkr', 'Neighborhood_Somerst|LandSlope_Mod', 'YrSold|ExterCond_TA', 'Exterior2nd_Tencode|OverallCond', 'Fireplaces|LandSlope_Gtl', 'Fence_GdPrv|BsmtQual_TA', 'Exterior2nd_BrkFace|SaleType_Oth', 'GarageQual_Po|FireplaceQu_TA', 'Condition1_PosN|MiscFeature_Tencode', 'Foundation_BrkTil|Foundation_CBlock', 'Street_Grvl|Exterior2nd_Wd Shng', 'Neighborhood_Gilbert|BsmtCond_Fa', 'Alley_Tencode|Neighborhood_CollgCr', 'GarageType_Attchd|MSZoning_Tencode', 'SaleType_ConLD|OpenPorchSF', 'BsmtQual_TA|SaleType_New', 'ExterQual_Gd|BsmtCond_Tencode', 'BldgType_Duplex|GarageCars', 'CentralAir_Y|Exterior2nd_Wd Shng', 'BldgType_Twnhs|HouseStyle_1.5Unf', 'ExterCond_Gd|MiscFeature_Tencode', 'LotShape_IR2|GarageQual_TA', 'GarageCond_TA|KitchenQual_Tencode', 'GarageType_Attchd|GarageQual_Po', 'Heating_GasW|MasVnrType_BrkFace', 'RoofStyle_Gambrel|Exterior2nd_AsphShn', 'MiscVal|Foundation_CBlock', 'LotShape_IR1|Neighborhood_NoRidge', 'Heating_Tencode|Fence_MnPrv', 'Exterior2nd_Stone|Exterior2nd_MetalSd', 'Fence_Tencode|SaleCondition_Partial', 'Functional_Maj1|SaleType_COD', 'Heating_GasA|ExterQual_Ex', 'RoofStyle_Tencode|Exterior2nd_Brk Cmn', 'LotConfig_FR2|BldgType_TwnhsE', 'HouseStyle_1.5Fin|Neighborhood_MeadowV', 'LotShape_IR2|RoofMatl_CompShg', 'LowQualFinSF|Condition1_Tencode', 'Heating_GasW|Functional_Maj2', 'Neighborhood_NAmes|Neighborhood_StoneBr', 'ExterQual_Ex|Condition1_Tencode', 'LotConfig_CulDSac|MiscFeature_Shed', 'BsmtFinType1_ALQ|FireplaceQu_Ex', 'GarageQual_TA|MiscFeature_Gar2', 'LotConfig_Tencode|BldgType_TwnhsE', 'KitchenQual_Ex|SaleType_ConLD', 'YearBuilt|Foundation_Slab', 'Fence_GdWo|Exterior1st_WdShing', 'MiscFeature_Gar2|BsmtCond_Fa', 'HeatingQC_TA|Neighborhood_Gilbert', 'HeatingQC_Gd|Street_Pave', 'Neighborhood_Mitchel|Functional_Mod', 'BsmtFinType2_Tencode|Neighborhood_Tencode', 'Street_Tencode|Neighborhood_Timber', 'HeatingQC_Tencode|RoofStyle_Gambrel', 'Exterior1st_AsbShng|SaleCondition_Abnorml', 'LandContour_HLS|BsmtCond_Fa', 'LandContour_HLS|HeatingQC_Tencode', 'LotConfig_Corner|Functional_Mod', 'BsmtExposure_Av|LotShape_IR3', 'MiscVal|MSZoning_RH', 'BsmtFinType2_Tencode|BsmtFinType2_GLQ', 'BsmtQual_Tencode|GarageFinish_RFn', 'TotalBsmtSF|MasVnrType_BrkCmn', 'Exterior2nd_AsbShng|BsmtUnfSF', 'Street_Tencode|Exterior2nd_Wd Shng', 'LandSlope_Mod|HouseStyle_Tencode', 'SaleCondition_Family|GarageType_BuiltIn', 'LotShape_Tencode|SaleCondition_Family', 'RoofStyle_Tencode|ExterQual_Tencode', 'ExterCond_Tencode|Exterior1st_BrkComm', 'HouseStyle_2.5Unf|Neighborhood_Gilbert', 'GarageType_Basment|BsmtExposure_Mn', 'FireplaceQu_Tencode|Heating_Grav', 'SaleType_ConLw|RoofStyle_Tencode', 'HouseStyle_1Story|Exterior2nd_Wd Sdng', 'Functional_Maj1|BsmtCond_Gd', 'LandSlope_Tencode|Condition1_Tencode', 'Exterior2nd_Stone|FireplaceQu_Po', 'LandContour_HLS|BsmtFinType1_Unf', 'BsmtFinType2_BLQ|Condition2_Artery', 'Condition1_PosA|Exterior2nd_Brk Cmn', 'HeatingQC_Tencode|Exterior1st_VinylSd', 'Functional_Tencode|Exterior2nd_Brk Cmn', 'FireplaceQu_Gd|BsmtFinType1_ALQ', 'Exterior2nd_BrkFace|BsmtFinType1_GLQ', 'BsmtFinType2_ALQ|LandSlope_Gtl', 'GarageCond_Gd|OpenPorchSF', 'HeatingQC_Tencode|MasVnrType_Stone', 'Exterior2nd_AsbShng', 'Condition1_PosN|Neighborhood_MeadowV', 'HeatingQC_Gd|Exterior1st_BrkComm', 'PavedDrive_N|RoofMatl_Tencode', 'LotShape_IR1|LowQualFinSF', 'Exterior1st_BrkFace|Exterior1st_Wd Sdng', 'GrLivArea|MasVnrType_Stone', 'BsmtCond_Gd|ScreenPorch', 'Exterior2nd_CmentBd|Condition1_RRAn', 'GarageCond_Gd|SaleType_COD', 'Exterior1st_Tencode|Fence_MnPrv', 'Neighborhood_Somerst|GarageCars', 'BsmtFinType2_Unf|MasVnrType_Stone', 'Fence_Tencode|PoolArea', 'BsmtFinType2_Rec|Exterior2nd_AsphShn', 'BsmtFinType1_ALQ|BsmtFinType1_GLQ', 'TotalBsmtSF|Foundation_Slab', 'Neighborhood_Somerst|HouseStyle_1.5Fin', 'SaleType_ConLw|BsmtFinType2_Rec', 'Exterior2nd_CmentBd|Condition2_Artery', 'BsmtExposure_Tencode|HouseStyle_1Story', 'CentralAir_N|Exterior1st_Plywood', 'HouseStyle_1Story|MasVnrType_BrkFace', 'Heating_GasA|GarageQual_Gd', 'LotShape_IR1|BsmtFinType1_Unf', 'Functional_Typ|MasVnrType_BrkFace', 'KitchenQual_Gd|HouseStyle_2Story', 'GarageCond_Tencode', 'Neighborhood_Tencode|ExterQual_Fa', 'Exterior2nd_MetalSd|SaleCondition_Partial', 'BldgType_TwnhsE|MasVnrType_Tencode', 'Neighborhood_Edwards|BsmtFinType2_Unf', 'Exterior1st_HdBoard|SaleType_COD', 'RoofMatl_Tencode|Exterior1st_AsbShng', 'ExterCond_Gd|LotConfig_Inside', 'Neighborhood_Tencode|SaleType_ConLI', 'Street_Tencode|BsmtFinType2_GLQ', 'Neighborhood_NWAmes|Exterior1st_Tencode', 'Electrical_SBrkr|FireplaceQu_TA', 'OverallQual|BsmtCond_TA', 'Neighborhood_CollgCr|BsmtUnfSF', 'RoofStyle_Tencode|BsmtCond_Fa', 'Exterior1st_BrkFace|Alley_Tencode', 'RoofStyle_Shed|SaleType_COD', 'Fence_Tencode|1stFlrSF', '3SsnPorch|Exterior1st_Tencode', 'SaleType_ConLI|Condition2_Tencode', 'BldgType_Twnhs|Exterior1st_WdShing', 'ExterQual_Ex|HouseStyle_2.5Unf', 'BsmtQual_TA|RoofStyle_Gambrel', 'BsmtFinSF1|Exterior2nd_Plywood', 'PoolArea|Neighborhood_MeadowV', 'Condition1_Norm|MSZoning_RH', 'RoofStyle_Tencode|Condition1_Tencode', 'FireplaceQu_Po|BsmtExposure_Gd', 'Condition1_Norm|Exterior2nd_HdBoard', 'SaleType_WD|GarageFinish_RFn', 'Foundation_BrkTil|Exterior1st_MetalSd', 'GarageCond_Ex|MasVnrType_BrkFace', 'Exterior2nd_Wd Sdng|Neighborhood_Timber', 'SaleCondition_Family|GarageFinish_RFn', 'HouseStyle_1Story|GrLivArea', 'Heating_Tencode|Condition1_PosN', 'Neighborhood_StoneBr|Exterior1st_MetalSd', 'HouseStyle_1.5Unf|ScreenPorch', 'GarageType_BuiltIn|HouseStyle_1.5Fin', 'GarageFinish_Unf|LandSlope_Mod', 'KitchenAbvGr|Neighborhood_Blmngtn', 'Foundation_PConc|Condition1_Tencode', 'YearBuilt|Exterior1st_Tencode', 'GarageType_Detchd|Foundation_Slab', 'LotFrontage|SaleType_WD', 'Foundation_Tencode|BsmtFinType1_ALQ', 'Exterior1st_Stucco|LandSlope_Gtl', 'LandContour_Low|Functional_Maj2', 'BsmtExposure_Tencode|HouseStyle_2.5Unf', 'Alley_Grvl|LotConfig_Inside', 'Alley_Tencode|Exterior2nd_VinylSd', 'CentralAir_Y|Exterior2nd_HdBoard', 'YearBuilt|MSZoning_RM', 'HouseStyle_1.5Fin|WoodDeckSF', 'OpenPorchSF|Neighborhood_Sawyer', 'SaleType_ConLI|Condition1_Tencode', 'SaleCondition_Tencode|Condition1_RRAn', 'LotShape_IR1|RoofMatl_CompShg', 'HouseStyle_Tencode|LandSlope_Tencode', 'Exterior2nd_AsbShng|Neighborhood_BrDale', 'BsmtFinType1_BLQ|SaleType_Oth', 'KitchenAbvGr|ExterCond_Fa', 'Fireplaces|BsmtExposure_No', 'ExterCond_Gd|MasVnrType_BrkCmn', 'Neighborhood_ClearCr|HalfBath', 'LandContour_Lvl|HouseStyle_2.5Unf', 'GarageType_Detchd|HouseStyle_SFoyer', 'LotShape_IR2|Condition2_Tencode', 'Neighborhood_SWISU|Exterior1st_MetalSd', 'SaleCondition_Alloca|BsmtFinType1_LwQ', 'GarageQual_Po|Condition1_Feedr', 'BsmtHalfBath|Exterior1st_Wd Sdng', 'Exterior1st_Stucco|BsmtCond_Fa', 'Exterior1st_AsbShng|GarageArea', 'LotConfig_Tencode|2ndFlrSF', 'MSZoning_RL|BsmtCond_Fa', 'Neighborhood_Crawfor|Exterior2nd_AsphShn', 'Functional_Typ|Exterior2nd_MetalSd', 'LotConfig_CulDSac|WoodDeckSF', 'Foundation_BrkTil|MasVnrType_Tencode', 'RoofStyle_Gambrel|Exterior1st_MetalSd', 'GrLivArea|ExterCond_Gd', 'Alley_Tencode|ExterCond_Tencode', 'BsmtFinType2_LwQ|Exterior1st_Tencode', 'PavedDrive_Y|Street_Grvl', 'Fence_Tencode|GarageType_CarPort', 'Neighborhood_SWISU|FireplaceQu_Ex', 'RoofMatl_Tar&Grv|Exterior2nd_MetalSd', 'SaleType_CWD|RoofMatl_WdShngl', 'YrSold|Exterior2nd_VinylSd', 'Neighborhood_Veenker|GarageType_Attchd', 'GarageType_CarPort|MSZoning_Tencode', 'Exterior2nd_Stucco|Neighborhood_CollgCr', 'SaleType_Tencode|CentralAir_N', 'BsmtQual_Ex|PavedDrive_Y', 'BsmtQual_Fa|OverallCond', 'MiscFeature_Shed|CentralAir_N', 'Neighborhood_Edwards|RoofMatl_WdShngl', 'LandContour_Lvl|Foundation_Slab', 'LotShape_Tencode|Foundation_Stone', 'BsmtHalfBath|Neighborhood_MeadowV', 'GarageArea|Foundation_CBlock', 'GarageFinish_RFn|Neighborhood_MeadowV', 'FireplaceQu_Gd|Alley_Pave', 'GarageQual_Tencode|Condition1_RRAn', 'RoofStyle_Gambrel|ExterQual_Fa', 'GarageCond_Ex|Neighborhood_SawyerW', 'GarageCars|MSZoning_FV', 'Neighborhood_Somerst|LotArea', 'LandSlope_Mod|PoolArea', 'FireplaceQu_Po|ExterQual_Tencode', 'OpenPorchSF|ExterQual_Fa', 'BsmtCond_Gd|Fence_GdWo', 'KitchenQual_Fa|Exterior1st_Tencode', 'LotShape_Reg|Functional_Tencode', 'Neighborhood_NridgHt|HouseStyle_SFoyer', 'Exterior1st_VinylSd|MasVnrType_Tencode', 'Exterior2nd_BrkFace|BsmtCond_Fa', 'Functional_Maj2|BsmtFinType1_Unf', 'Fence_GdPrv|Neighborhood_Gilbert', 'Neighborhood_Tencode|SaleCondition_Abnorml', 'SaleCondition_Partial|ExterCond_Fa', 'Heating_Grav|BsmtFinType1_GLQ', 'Neighborhood_NoRidge|MasVnrType_Tencode', 'BsmtFinType1_Rec|WoodDeckSF', 'LowQualFinSF|Neighborhood_IDOTRR', 'LandSlope_Sev|LandContour_HLS', 'Exterior2nd_Wd Sdng|Exterior1st_VinylSd', 'RoofStyle_Hip|MiscFeature_Othr', 'Exterior1st_AsbShng|PoolArea', 'YrSold|Exterior1st_Stucco', 'MSZoning_C (all)|RoofStyle_Gable', 'MiscFeature_Shed|ExterCond_Fa', 'Neighborhood_ClearCr|BsmtFinType2_ALQ', 'GarageCond_Po|Functional_Min2', 'BsmtFinType1_ALQ|SaleCondition_Abnorml', 'MiscFeature_Tencode|Exterior1st_VinylSd', 'GarageQual_Gd|Condition2_Norm', 'GarageFinish_Fin|Functional_Mod', 'BldgType_2fmCon|GarageCars', 'BldgType_Duplex|GarageQual_Tencode', 'RoofStyle_Hip|LandContour_Lvl', '2ndFlrSF|Neighborhood_BrkSide', 'MiscFeature_Tencode|MasVnrType_Stone', 'Heating_Grav|LotConfig_CulDSac', 'LotArea|MasVnrType_BrkFace', 'YearRemodAdd|Neighborhood_Blmngtn', 'RoofStyle_Hip|Electrical_FuseP', 'BldgType_Duplex|GarageCond_Po', 'Neighborhood_Mitchel|LandContour_HLS', 'Foundation_PConc|Neighborhood_Tencode', 'ExterCond_TA|Exterior1st_MetalSd', 'Heating_GasW|RoofMatl_Tar&Grv', 'SaleType_ConLI|Condition1_Norm', 'Condition1_Artery|Fence_GdPrv', 'FireplaceQu_Po|RoofStyle_Shed', 'YearBuilt|FireplaceQu_Ex', 'Neighborhood_Sawyer|BsmtCond_Tencode', 'BsmtExposure_Av|Exterior1st_MetalSd', 'KitchenQual_Fa|CentralAir_N', 'MasVnrType_BrkCmn|Exterior2nd_Wd Shng', 'BldgType_Twnhs|Electrical_SBrkr', 'BsmtQual_Tencode|GarageQual_TA', 'Functional_Min1|MSSubClass', 'Electrical_FuseF|Utilities_AllPub', 'Exterior2nd_BrkFace|Condition1_PosA', 'SaleType_ConLw|GarageType_Basment', 'LandContour_Low|GarageCond_Tencode', 'HouseStyle_1Story|FireplaceQu_Gd', 'Exterior2nd_Stucco|BsmtFinType1_GLQ', 'GarageFinish_RFn|MSZoning_FV', 'GarageFinish_Tencode|Condition2_Norm', 'LandSlope_Gtl|Exterior1st_Wd Sdng', 'GarageCond_Fa|PavedDrive_P', 'RoofStyle_Flat|Neighborhood_Crawfor', 'MoSold|Fence_GdWo', 'YrSold|RoofStyle_Tencode', 'BsmtFinType1_Tencode|Utilities_AllPub', 'SaleType_WD|GarageQual_Tencode', 'GarageCond_TA|LotConfig_Corner', 'ExterCond_Tencode|TotRmsAbvGrd', 'Neighborhood_StoneBr|Neighborhood_IDOTRR', 'RoofMatl_Tencode|Functional_Min1', 'MSZoning_C (all)|BsmtCond_TA', 'Functional_Min1|Exterior1st_BrkComm', 'BsmtFinType2_Tencode|SaleType_ConLw', 'SaleType_Tencode|Heating_GasW', 'Neighborhood_NAmes|2ndFlrSF', 'OpenPorchSF|SaleType_COD', 'Street_Grvl|WoodDeckSF', 'MasVnrType_None|Condition1_Tencode', 'SaleType_Tencode|ExterQual_Fa', 'HouseStyle_1Story|YearBuilt', 'Exterior1st_HdBoard|BsmtFinType2_LwQ', 'Exterior1st_AsbShng|SaleCondition_Normal', 'LowQualFinSF|Exterior1st_VinylSd', 'PavedDrive_N|BldgType_Duplex', 'HeatingQC_Gd|BsmtFinType2_Unf', 'HeatingQC_Fa|GarageType_CarPort', 'BsmtFinSF2|BedroomAbvGr', 'BsmtFinType2_ALQ|Neighborhood_Tencode', 'ExterQual_TA|Condition1_RRAn', 'GarageCond_Fa|BsmtCond_Gd', 'SaleType_WD|RoofMatl_Tar&Grv', 'Neighborhood_CollgCr|MSZoning_RM', 'LowQualFinSF|Exterior2nd_CmentBd', 'BsmtExposure_Tencode|Heating_GasA', 'FireplaceQu_Ex|Foundation_Slab', 'TotalBsmtSF|Foundation_Tencode', 'GarageQual_TA|LotConfig_Inside', 'LotConfig_Corner|RoofMatl_CompShg', 'ExterQual_Gd|GarageType_2Types', 'HeatingQC_Gd|LandContour_HLS', 'ExterCond_TA|MiscFeature_Othr', 'BedroomAbvGr|GarageCond_Fa', 'Exterior1st_VinylSd|Exterior2nd_Wd Shng', 'Neighborhood_NridgHt|GarageYrBlt', 'Neighborhood_BrkSide|HouseStyle_1.5Fin', 'BsmtFinType2_Tencode|BsmtFinType1_Rec', 'GarageQual_Tencode|Exterior2nd_Plywood', 'KitchenQual_Gd|MasVnrType_Stone', 'SaleCondition_Abnorml|MasVnrType_Stone', 'LandSlope_Mod|LandSlope_Tencode', 'LotShape_Reg|Neighborhood_Tencode', 'YearRemodAdd|BsmtQual_Fa', 'Condition1_PosA|Fence_MnPrv', 'LotShape_Tencode|BsmtExposure_Av', 'Fence_MnPrv', 'SaleType_ConLD|3SsnPorch', 'CentralAir_Y|Exterior1st_Plywood', 'YearRemodAdd|Neighborhood_Tencode', 'BsmtFinType1_Tencode|Neighborhood_ClearCr', '3SsnPorch|Neighborhood_StoneBr', 'BsmtFinType1_BLQ|GarageCond_Ex', 'Neighborhood_NridgHt|RoofStyle_Hip', 'Condition1_Artery|PavedDrive_N', 'Neighborhood_Edwards|Exterior1st_WdShing', 'Foundation_PConc|FullBath', 'BldgType_Duplex|GarageCond_Ex', 'Neighborhood_Veenker|Neighborhood_SawyerW', 'Heating_GasW|HouseStyle_SLvl', 'RoofMatl_Tar&Grv|SaleCondition_Alloca', 'Electrical_FuseF|BsmtExposure_Gd', 'BsmtFinType2_Tencode|BsmtQual_Ex', 'GarageType_Detchd|Alley_Grvl', 'FireplaceQu_Tencode|Neighborhood_Tencode', 'Neighborhood_Edwards|GarageType_2Types', 'ExterQual_Fa|WoodDeckSF', 'Functional_Min1|GarageType_CarPort', 'Condition1_PosA|Functional_Mod', 'RoofMatl_CompShg|Fence_GdPrv', 'LotShape_IR1|Exterior1st_CemntBd', 'GarageQual_Po|Functional_Min1', 'BldgType_Duplex|Condition2_Norm', 'MSZoning_FV|LotShape_IR3', 'Alley_Pave|MasVnrType_BrkCmn', 'MSZoning_RM|GarageType_2Types', 'FireplaceQu_Tencode|Condition1_PosA', 'KitchenAbvGr|LotShape_IR2', 'Functional_Typ|Fence_GdWo', 'Exterior1st_AsbShng|Street_Pave', 'Condition1_RRAe|KitchenQual_TA', 'MoSold|1stFlrSF', 'ExterCond_Fa|MasVnrType_Tencode', 'GarageQual_Fa|ExterCond_Tencode', 'Neighborhood_BrDale|Exterior2nd_Stone', 'Neighborhood_Veenker|BsmtFinType1_LwQ', 'Exterior1st_VinylSd|MiscFeature_Gar2', 'GarageType_Detchd|HeatingQC_Gd', 'BsmtQual_Tencode|Fence_GdPrv', 'LotShape_Reg|BsmtQual_TA', 'BsmtQual_Fa|MSZoning_C (all)', 'TotalBsmtSF|HeatingQC_Gd', 'RoofStyle_Hip|Electrical_FuseA', 'Exterior2nd_Stone|TotalBsmtSF', 'Utilities_Tencode|MasVnrType_None', 'KitchenQual_Tencode|Neighborhood_Timber', 'BsmtFinSF1|MiscFeature_Gar2', 'LotShape_IR2|Exterior2nd_AsphShn', 'SaleCondition_Abnorml|BsmtExposure_No', 'MSZoning_RH|BsmtCond_Fa', 'BsmtFinType2_Tencode|Neighborhood_Mitchel', 'Neighborhood_NridgHt|BsmtUnfSF', 'Neighborhood_ClearCr|GarageCond_Tencode', 'SaleCondition_Tencode|LotShape_Reg', 'BldgType_Duplex|LandContour_Bnk', 'LotFrontage|Neighborhood_Crawfor', 'Electrical_FuseA|BedroomAbvGr', 'PavedDrive_Y|GarageQual_Fa', 'Exterior2nd_AsbShng|Exterior2nd_Stucco', 'LandContour_Low|Condition1_PosA', 'HalfBath|GarageType_Basment', 'Utilities_Tencode|LotShape_Reg', 'OverallQual|EnclosedPorch', 'Alley_Tencode|Alley_Grvl', 'PavedDrive_P|CentralAir_Tencode', 'SaleType_COD|MasVnrArea', 'Neighborhood_Crawfor|HouseStyle_1.5Fin', 'Condition1_RRAe|MasVnrType_BrkCmn', 'MasVnrType_BrkCmn|Neighborhood_NAmes', 'Exterior1st_HdBoard|HeatingQC_Ex', 'Neighborhood_Somerst|Neighborhood_Edwards', 'LotShape_IR2|ScreenPorch', 'GarageCars|MiscFeature_Gar2', 'Electrical_Tencode|GarageType_Basment', 'OpenPorchSF|Neighborhood_Timber', 'GarageArea|MasVnrArea', 'Neighborhood_Blmngtn|Alley_Grvl', 'ExterCond_TA|SaleType_New', 'Neighborhood_ClearCr|Neighborhood_Mitchel', 'LandContour_HLS|CentralAir_N', 'BsmtFinType2_Tencode|GarageType_Basment', 'Neighborhood_Somerst|BsmtUnfSF', 'SaleCondition_Partial|Foundation_Slab', 'Condition1_Feedr|2ndFlrSF', 'Neighborhood_OldTown|Exterior2nd_HdBoard', 'HeatingQC_Gd|MasVnrType_None', 'Functional_Mod|Fence_MnWw', 'MiscFeature_Othr|BsmtExposure_Gd', 'Exterior2nd_VinylSd|MSZoning_Tencode', 'Foundation_BrkTil|1stFlrSF', 'Fence_Tencode|SaleType_Oth', 'BldgType_Duplex|ExterCond_Fa', 'BsmtExposure_Av|Exterior1st_WdShing', 'GarageFinish_Unf|Exterior1st_AsbShng', 'Electrical_FuseP|Functional_Maj2', 'LotConfig_Tencode|KitchenQual_Fa', 'LotFrontage|Exterior2nd_Wd Sdng', 'HeatingQC_TA|Foundation_Stone', 'GarageCond_Tencode|Heating_GasW', 'SaleType_ConLD|BsmtQual_Fa', 'RoofStyle_Hip|BsmtFinType1_BLQ', 'FireplaceQu_Tencode|BldgType_TwnhsE', 'HouseStyle_1Story|MSZoning_RH', 'BsmtFinType1_ALQ|GarageQual_Tencode', 'Exterior1st_BrkFace|Street_Grvl', 'SaleCondition_Abnorml|Fence_MnWw', 'FullBath|MSZoning_Tencode', 'HouseStyle_1Story|Heating_Grav', 'YrSold|PavedDrive_Y', 'LandContour_Low|SaleType_COD', 'OpenPorchSF|Exterior1st_VinylSd', 'LotShape_IR1|BsmtFinType2_ALQ', 'MasVnrType_Tencode|WoodDeckSF', 'GarageFinish_Unf|Exterior2nd_HdBoard', 'Exterior2nd_VinylSd|Neighborhood_NWAmes', 'GarageCond_Ex|ExterQual_Tencode', 'Neighborhood_Somerst|Exterior1st_AsbShng', 'RoofMatl_CompShg|Street_Grvl', 'Neighborhood_NAmes|Fence_GdWo', 'Exterior2nd_MetalSd|KitchenQual_Fa', 'RoofStyle_Hip|3SsnPorch', 'Neighborhood_Blmngtn|BsmtQual_Ex', 'FullBath|Neighborhood_OldTown', 'GarageFinish_Fin|LandSlope_Sev', 'LotShape_Tencode|RoofStyle_Gable', 'Functional_Typ|Condition1_Tencode', 'LotFrontage|SaleCondition_Partial', 'GarageType_Detchd|LotFrontage', 'Neighborhood_Blmngtn|GarageFinish_Tencode', 'MiscVal|LandSlope_Gtl', 'GarageArea|BsmtCond_Po', 'SaleType_New|Exterior2nd_Plywood', 'LandSlope_Sev|Exterior2nd_AsphShn', 'SaleCondition_Family|MoSold', 'HeatingQC_Gd|BldgType_TwnhsE', 'ExterQual_Ex|CentralAir_Tencode', 'FireplaceQu_Tencode|BsmtExposure_Tencode', 'GarageType_Attchd|BsmtUnfSF', 'Foundation_PConc|WoodDeckSF', 'GarageCars|SaleType_COD', 'ExterCond_Tencode|LotShape_IR3', 'Street_Tencode|BsmtFinType2_BLQ', 'HouseStyle_SFoyer|BsmtFinType1_GLQ', 'Street_Tencode|Foundation_Tencode', 'BsmtExposure_Mn|BsmtCond_Fa', 'Neighborhood_Edwards|MasVnrType_BrkFace', 'HeatingQC_Fa|MoSold', 'BsmtFinType2_Tencode|MiscFeature_Tencode', 'MSSubClass|MasVnrType_Stone', 'Exterior1st_AsbShng|Neighborhood_Edwards', 'Fireplaces|ExterCond_Fa', 'Neighborhood_SawyerW|Exterior2nd_AsphShn', 'LandContour_Tencode|MasVnrArea', 'BsmtExposure_Tencode|Neighborhood_ClearCr', 'MasVnrType_BrkCmn|HouseStyle_2Story', 'LandSlope_Mod|BedroomAbvGr', 'Fence_GdPrv|MasVnrType_Stone', 'Neighborhood_Edwards', 'MasVnrArea|Exterior1st_Plywood', 'CentralAir_Tencode|Fence_MnPrv', 'Neighborhood_NPkVill|LandContour_HLS', 'RoofMatl_Tar&Grv|MoSold', 'BsmtFinType2_GLQ|GarageType_Tencode', 'BsmtFinType1_Tencode|ExterQual_Ex', 'Electrical_FuseA|ExterCond_Tencode', 'LotConfig_FR2|Fence_MnPrv', 'KitchenQual_Ex|MasVnrType_None', 'GarageCond_Tencode|SaleCondition_Family', 'GarageFinish_Unf|GarageCond_Po', 'Exterior1st_CemntBd|BsmtFinType2_Rec', 'YearRemodAdd|Condition2_Tencode', 'Electrical_FuseA|Neighborhood_Sawyer', 'GarageQual_Gd|Exterior1st_AsbShng', 'FireplaceQu_Gd|Fence_GdWo', 'Foundation_PConc|Fence_MnWw', 'Neighborhood_Blmngtn|LotShape_IR3', 'LandContour_Low|Exterior2nd_VinylSd', 'GarageQual_Po|BsmtFinSF1', 'BsmtFullBath|Exterior1st_Tencode', 'GarageFinish_Unf|Exterior2nd_BrkFace', 'Neighborhood_OldTown|LotShape_IR3', 'GarageQual_Po|BsmtExposure_Mn', 'Electrical_Tencode|HouseStyle_1.5Unf', 'MSZoning_RM|Exterior1st_VinylSd', 'PavedDrive_N|LandContour_Bnk', 'BsmtCond_Gd|Exterior2nd_Plywood', 'BsmtFinType2_ALQ|Fence_GdWo', 'Neighborhood_Blmngtn|BldgType_TwnhsE', 'BsmtFinType1_Tencode|Electrical_SBrkr', 'BsmtFinType2_BLQ|1stFlrSF', 'Foundation_Stone|Fence_Tencode', 'FireplaceQu_Fa|BsmtFinType1_GLQ', 'PavedDrive_Y|BsmtFinType1_GLQ', 'Exterior1st_AsbShng|Exterior1st_Plywood', 'Neighborhood_Tencode|MSZoning_Tencode', 'Alley_Tencode|GarageQual_Fa', 'RoofStyle_Flat|BsmtQual_Fa', 'Electrical_SBrkr|MSZoning_Tencode', 'BsmtExposure_Av|Functional_Min2', 'Alley_Tencode|LotArea', 'KitchenQual_Tencode|BsmtFinSF1', 'GarageCond_Tencode|Fence_Tencode', 'HalfBath|SaleType_COD', 'MiscVal|FireplaceQu_Ex', 'YearRemodAdd|HouseStyle_1.5Unf', 'GarageFinish_Tencode|OverallCond', 'Condition1_RRAe|Exterior2nd_CmentBd', 'HeatingQC_TA|Exterior2nd_CmentBd', 'LandContour_Bnk|GarageType_BuiltIn', 'Alley_Tencode|GarageType_Basment', 'YearRemodAdd|Heating_Tencode', 'LandContour_Lvl|Neighborhood_NAmes', 'GarageFinish_Unf|RoofMatl_CompShg', 'Functional_Tencode|RoofMatl_Tar&Grv', 'OverallQual|Condition1_Artery', 'GarageCars|LotShape_IR3', 'BldgType_2fmCon|HeatingQC_TA', 'FullBath|MSZoning_RL', 'Exterior1st_CemntBd|Functional_Maj1', 'Neighborhood_NPkVill|HouseStyle_2.5Unf', 'GrLivArea|MSSubClass', 'Exterior2nd_Wd Sdng|BsmtFinType1_GLQ', 'Exterior2nd_BrkFace|YearBuilt', 'Exterior2nd_CmentBd|BsmtQual_Gd', 'FireplaceQu_Tencode|BsmtFinType1_LwQ', 'Exterior1st_HdBoard|MoSold', 'LandContour_Bnk|BsmtCond_Tencode', 'GarageFinish_Unf|Exterior1st_HdBoard', 'Functional_Mod|BsmtFinType1_Unf', 'RoofStyle_Shed|Neighborhood_MeadowV', 'GrLivArea|GarageCond_TA', 'PavedDrive_P|BldgType_Tencode', 'GarageType_BuiltIn|MSZoning_RH', 'Exterior2nd_Stone|BsmtExposure_Gd', 'GarageType_CarPort|GarageFinish_RFn', 'SaleType_Oth|Neighborhood_SawyerW', 'RoofMatl_Tencode|ExterCond_TA', 'Neighborhood_CollgCr|LotConfig_CulDSac', 'Exterior2nd_Stucco|MasVnrType_BrkFace', 'YearBuilt|GarageType_Tencode', 'PoolArea|Exterior1st_Tencode', 'SaleCondition_Normal|Exterior2nd_Plywood', 'GarageType_Detchd|BsmtFinType1_Unf', 'FireplaceQu_Gd|FireplaceQu_Ex', 'GarageType_BuiltIn|BldgType_1Fam', 'BsmtFinType2_LwQ|WoodDeckSF', 'Exterior1st_AsbShng|Condition1_Feedr', 'PavedDrive_Tencode|RoofStyle_Gable', 'Exterior2nd_Tencode|GarageType_CarPort', 'ExterCond_TA|Fence_MnWw', 'BsmtCond_Tencode|Foundation_Slab', 'Heating_GasA|MSZoning_Tencode', 'Functional_Min1|Neighborhood_Gilbert', 'BsmtQual_Fa|Fence_MnPrv', 'Neighborhood_NridgHt|RoofStyle_Gambrel', 'BldgType_Twnhs|ExterQual_Tencode', 'GarageCond_Ex|BldgType_1Fam', 'BsmtExposure_Tencode|PavedDrive_Tencode', 'Exterior2nd_CmentBd|1stFlrSF', 'GarageType_Basment|HouseStyle_2Story', 'Neighborhood_NridgHt|BsmtQual_Tencode', 'SaleType_WD|Foundation_CBlock', 'RoofStyle_Flat|HouseStyle_1.5Fin', 'LotFrontage|RoofMatl_Tar&Grv', 'TotalBsmtSF|CentralAir_Tencode', 'KitchenQual_Gd|Exterior2nd_Brk Cmn', 'GarageFinish_Tencode|BsmtFinType1_LwQ', 'Heating_Grav|GarageType_Tencode', 'Street_Grvl|MSZoning_RL', 'GarageCond_Fa|BsmtExposure_Av', 'SaleCondition_Family|Exterior2nd_CmentBd', 'HouseStyle_1.5Unf|Condition1_Feedr', 'GarageQual_Gd|GarageCond_Ex', 'Neighborhood_Veenker|TotRmsAbvGrd', 'Utilities_Tencode|SaleCondition_Alloca', 'Exterior1st_CemntBd|HouseStyle_SLvl', 'Neighborhood_Tencode|YearBuilt', 'SaleCondition_Family|Exterior2nd_Brk Cmn', 'KitchenQual_Ex|BsmtQual_Fa', 'BsmtFinType2_ALQ|BsmtFinSF2', 'KitchenAbvGr|Street_Grvl', 'LandSlope_Sev|GarageCond_Gd', 'SaleType_ConLI|Condition1_RRAe', 'RoofStyle_Shed|BsmtUnfSF', 'EnclosedPorch|Heating_Tencode', 'LowQualFinSF|BsmtExposure_Mn', 'RoofStyle_Flat|Foundation_Stone', 'LotConfig_Corner|MiscFeature_Gar2', 'Exterior1st_BrkComm|Fence_MnPrv', 'GarageType_Detchd|RoofStyle_Shed', 'Foundation_PConc|CentralAir_Y', 'Neighborhood_ClearCr|Condition1_Feedr', 'LotArea|GarageQual_Fa', 'HeatingQC_Ex|Condition2_Artery', 'LotConfig_CulDSac|MasVnrType_None', 'LotConfig_FR2|GarageType_CarPort', 'LandContour_Tencode|SaleCondition_Alloca', 'YrSold|HouseStyle_1.5Unf', 'SaleCondition_Partial|SaleType_Oth', '2ndFlrSF|LotConfig_Inside', 'GarageCars|LandSlope_Mod', 'BsmtFinType2_Unf|Exterior2nd_AsphShn', 'OverallQual|BsmtFullBath', 'HeatingQC_TA|Exterior1st_CemntBd', 'HouseStyle_1Story|Condition1_Norm', 'BsmtFullBath|LotShape_IR3', 'Heating_GasA|SaleType_New', 'YearBuilt|BsmtFinType1_ALQ', 'Neighborhood_Tencode|MiscFeature_Tencode', 'Neighborhood_SWISU|BsmtExposure_Av', 'Neighborhood_NridgHt|Exterior1st_MetalSd', 'HalfBath|Exterior2nd_Wd Shng', 'Condition2_Tencode|MoSold', 'Fence_GdWo|BsmtFinSF1', 'BsmtFinType2_BLQ|GarageType_CarPort', 'Exterior1st_BrkFace|BsmtExposure_No', 'Electrical_FuseA|BldgType_Tencode', 'RoofStyle_Gable|2ndFlrSF', 'Neighborhood_OldTown|WoodDeckSF', 'Exterior1st_Stucco|OverallCond', 'Functional_Maj2|MasVnrArea', 'LandSlope_Tencode|BsmtFinType2_Rec', 'KitchenQual_Fa|Exterior1st_WdShing', 'LandContour_Tencode|MasVnrType_BrkCmn', 'MiscVal|GarageType_Attchd', 'Heating_GasW|BsmtFinType1_LwQ', 'Condition2_Tencode|SaleCondition_Partial', 'RoofStyle_Flat|BsmtUnfSF', 'BsmtCond_Tencode|MiscFeature_Gar2', 'HouseStyle_Tencode|HalfBath', 'PavedDrive_Tencode|GarageFinish_RFn', 'Neighborhood_Tencode|MasVnrType_BrkFace', 'Exterior2nd_Tencode|Neighborhood_Veenker', 'Condition1_PosN|KitchenQual_Fa', 'GarageCond_Po|HouseStyle_1.5Unf', 'KitchenQual_Gd|Exterior1st_Wd Sdng', 'MiscFeature_Othr|MiscFeature_Tencode', 'Neighborhood_StoneBr|GarageYrBlt', 'PavedDrive_N|GarageType_Attchd', 'KitchenAbvGr|MasVnrType_None', 'Fireplaces|ScreenPorch', 'Heating_GasA|Neighborhood_Tencode', 'Foundation_Tencode|GarageQual_Po', 'GarageType_BuiltIn|FireplaceQu_TA', 'LandContour_Bnk|Exterior2nd_CmentBd', 'PavedDrive_N|Exterior1st_Stucco', 'Fence_Tencode|Exterior2nd_HdBoard', 'BldgType_Duplex|Functional_Tencode', 'LandContour_Lvl|Exterior2nd_MetalSd', 'BsmtFinType1_LwQ|Exterior2nd_AsphShn', 'SaleCondition_Tencode|RoofStyle_Gambrel', 'HouseStyle_SFoyer|RoofMatl_WdShngl', 'GarageFinish_Unf|PoolArea', 'Foundation_Tencode|BsmtExposure_Gd', 'BldgType_2fmCon|OpenPorchSF', 'Neighborhood_MeadowV', 'BsmtHalfBath|SaleType_COD', 'KitchenQual_Gd|LotConfig_Inside', 'HouseStyle_Tencode|Fence_MnPrv', 'Neighborhood_OldTown|MiscFeature_Tencode', 'ExterCond_TA|LotConfig_Inside', 'BsmtExposure_Tencode|Exterior2nd_Brk Cmn', 'GarageType_BuiltIn|Exterior1st_Tencode', 'RoofStyle_Gambrel|MasVnrType_Stone', 'LotShape_IR2|HeatingQC_TA', 'RoofStyle_Shed|Condition2_Artery', 'Neighborhood_OldTown|SaleType_COD', 'ScreenPorch|LotConfig_Inside', 'RoofStyle_Hip|RoofStyle_Gambrel', 'Neighborhood_Tencode|Neighborhood_Crawfor', 'Neighborhood_BrDale|Electrical_FuseA', 'LandContour_Tencode|CentralAir_N', 'ExterQual_TA|ExterQual_Tencode', 'LotShape_IR1|Exterior1st_VinylSd', 'Exterior1st_Stucco|MSSubClass', 'BsmtFinType2_Tencode|GarageQual_Gd', 'ExterCond_TA|GarageType_Attchd', 'GarageType_Detchd|Neighborhood_Mitchel', 'Neighborhood_StoneBr|Functional_Min2', 'Utilities_Tencode|BsmtFinType2_LwQ', 'Neighborhood_CollgCr|LotConfig_Inside', 'Foundation_Stone|SaleCondition_Partial', 'BsmtExposure_Av|BsmtUnfSF', 'Condition1_Artery|Neighborhood_NridgHt', 'KitchenQual_Gd|BsmtCond_Tencode', 'HouseStyle_2.5Unf|Foundation_Slab', 'BsmtFinType1_Tencode|Foundation_Slab', 'RoofStyle_Tencode|Exterior1st_WdShing', 'Exterior2nd_VinylSd|RoofStyle_Gambrel', 'BsmtFinType1_BLQ|HouseStyle_Tencode', 'Neighborhood_NoRidge|Foundation_CBlock', 'ExterCond_Gd|ExterQual_Ex', 'YrSold|Exterior2nd_HdBoard', 'KitchenQual_Ex|Foundation_CBlock', 'GarageFinish_Unf|PavedDrive_Y', 'GarageCars|GarageYrBlt', 'SaleType_ConLD|BsmtQual_TA', 'Neighborhood_Tencode|SaleType_ConLD', 'MSZoning_C (all)|LotConfig_Tencode', 'GarageType_Basment|Condition2_Artery', 'Exterior2nd_VinylSd|1stFlrSF', 'Exterior2nd_VinylSd|Exterior2nd_Wd Shng', 'HouseStyle_SFoyer|SaleCondition_Alloca', 'Condition2_Tencode|FireplaceQu_TA', 'Exterior1st_BrkFace|Neighborhood_Crawfor', 'HeatingQC_Fa|BsmtFinType1_LwQ', 'GarageCars|BsmtFinSF1', 'Fence_Tencode|Condition1_Feedr', 'Functional_Min1|MSZoning_RM', 'MasVnrArea|ExterQual_Fa', 'Heating_GasA|Neighborhood_ClearCr', 'BsmtQual_Fa|Neighborhood_Sawyer', 'ExterQual_Tencode|BsmtQual_Gd', 'Heating_Grav|BsmtFinType2_ALQ', 'GarageCond_Fa|SaleType_CWD', 'YrSold|Utilities_AllPub', 'GarageFinish_Tencode|BsmtExposure_Av', 'FireplaceQu_Tencode|BsmtCond_Po', 'Exterior1st_BrkComm|Condition1_RRAn', 'Exterior2nd_AsbShng|GarageFinish_Fin', 'Functional_Maj1|SaleCondition_Abnorml', 'Alley_Tencode|BsmtCond_Tencode', 'Electrical_SBrkr|OverallCond', 'Neighborhood_Tencode|Foundation_CBlock', 'BldgType_Duplex|SaleType_COD', 'Neighborhood_NPkVill|HeatingQC_TA', 'Alley_Pave|LotConfig_Tencode', 'BsmtFinType2_Tencode|LotConfig_CulDSac', 'Exterior2nd_Brk Cmn|BsmtExposure_Mn', 'SaleCondition_Normal|BsmtFinType1_Unf', 'BsmtQual_Ex|LandContour_Bnk', 'OverallQual|PavedDrive_P', 'YearRemodAdd|ScreenPorch', 'Neighborhood_BrDale|Fireplaces', 'BsmtExposure_Av|BsmtFinSF1', 'Neighborhood_Blmngtn|Foundation_Stone', 'OverallQual|Exterior1st_VinylSd', 'PavedDrive_N|SaleType_CWD', 'BsmtFullBath|Neighborhood_Gilbert', 'Exterior2nd_MetalSd|Exterior2nd_Plywood', 'LandContour_Low|Neighborhood_NridgHt', 'Alley_Tencode|Exterior1st_AsbShng', 'LandContour_Lvl|MSZoning_Tencode', 'KitchenQual_Ex|BsmtFinType2_LwQ', 'RoofStyle_Tencode|CentralAir_N', 'GarageType_Detchd|MSSubClass', 'GarageFinish_Unf|Exterior2nd_Plywood', 'Fence_Tencode|MasVnrType_Tencode', 'Exterior1st_VinylSd|ScreenPorch', 'Heating_Grav|GarageFinish_RFn', 'YearRemodAdd|GarageCond_Ex', 'LandContour_HLS|MSSubClass', 'RoofStyle_Flat|Neighborhood_BrkSide', 'HouseStyle_Tencode|Exterior2nd_HdBoard', 'Neighborhood_StoneBr|Condition2_Artery', 'Condition1_RRAn|Exterior1st_Tencode', 'RoofStyle_Tencode|ScreenPorch', 'Exterior1st_Stucco|GarageType_Attchd', 'YrSold|GarageType_Attchd', 'Neighborhood_Sawyer|MasVnrType_BrkFace', 'GrLivArea|GarageYrBlt', 'Exterior1st_BrkFace|ExterCond_Gd', 'BsmtFinType2_LwQ|Alley_Grvl', 'HalfBath|Neighborhood_Sawyer', 'Exterior1st_VinylSd|LotConfig_Inside', 'Heating_Tencode|SaleType_ConLI', 'Electrical_FuseF|HouseStyle_1.5Fin', 'BldgType_2fmCon|Electrical_SBrkr', 'SaleType_New|Condition2_Artery', 'Condition1_Norm|ExterQual_Fa', 'PoolArea|LotConfig_Inside', 'Neighborhood_NPkVill|BldgType_Tencode', 'BsmtQual_Ex|SaleType_WD', 'HeatingQC_TA|Fence_Tencode', 'Neighborhood_BrDale|GarageCars', 'LotConfig_CulDSac|Neighborhood_Gilbert', 'LandContour_Low|Heating_Grav', 'HouseStyle_1Story|Neighborhood_Tencode', 'FullBath|Exterior1st_VinylSd', 'HeatingQC_Tencode|GarageType_2Types', 'TotalBsmtSF|Electrical_Tencode', 'GarageType_Attchd|MasVnrArea', 'BsmtFinType2_BLQ|Functional_Min1', 'PavedDrive_P|BsmtFinType1_GLQ', 'Exterior1st_BrkFace|Condition1_Norm', 'Functional_Maj2|TotRmsAbvGrd', 'FullBath|BsmtCond_Fa', 'FullBath|BsmtFinType2_LwQ', 'Condition1_Tencode|MasVnrType_Tencode', 'GarageFinish_Unf|GarageCond_Fa', 'PavedDrive_Tencode|BsmtFinSF1', 'LotConfig_Corner|SaleType_Oth', 'BsmtFinType1_Unf|ExterQual_Fa', 'OverallQual|HouseStyle_SFoyer', 'RoofMatl_CompShg|GarageQual_Tencode', 'BsmtExposure_Tencode|Functional_Min1', 'BldgType_Duplex|SaleCondition_Normal', 'Neighborhood_NAmes|GarageCond_Ex', 'MoSold|Fence_MnPrv', 'BsmtFinSF2|Neighborhood_Veenker', 'BsmtQual_TA|MasVnrType_Stone', 'GarageFinish_RFn|BsmtExposure_Gd', 'BsmtFinType1_LwQ|Functional_Min2', 'BsmtQual_Fa|Functional_Min2', 'BsmtCond_Gd|PoolArea', 'Functional_Maj2|Neighborhood_NAmes', 'Exterior1st_AsbShng|LandSlope_Tencode', 'BsmtQual_TA|MSZoning_RM', 'KitchenAbvGr|MSZoning_RM', 'GarageCond_Po|Exterior2nd_Wd Sdng', 'MiscFeature_Othr|HouseStyle_SLvl', 'LandSlope_Sev|Fence_MnPrv', 'BsmtCond_Gd|MSSubClass', 'YearBuilt|Condition2_Norm', 'LotShape_IR1|Foundation_Stone', 'Utilities_Tencode|RoofMatl_WdShngl', 'Neighborhood_StoneBr|RoofMatl_WdShngl', 'HeatingQC_Ex|MoSold', 'Electrical_FuseA|CentralAir_N', 'LotConfig_FR2|GarageCond_Ex', 'Exterior1st_BrkFace|Exterior1st_Plywood', 'Neighborhood_BrkSide|Functional_Min2', 'BsmtFinType2_ALQ|KitchenQual_TA', 'BldgType_Twnhs|Exterior2nd_Tencode', 'Foundation_BrkTil|RoofStyle_Gambrel', 'Heating_GasA|KitchenQual_Gd', 'HouseStyle_1Story|Neighborhood_Crawfor', 'SaleCondition_Normal|MSZoning_Tencode', 'LotShape_IR2|EnclosedPorch', 'Neighborhood_OldTown|CentralAir_N', 'Neighborhood_BrDale|SaleType_New', 'YearBuilt|BsmtFinType1_Rec', 'FireplaceQu_Gd|3SsnPorch', 'MiscFeature_Shed|KitchenQual_Fa', 'Neighborhood_BrDale|Exterior2nd_Wd Sdng', 'Neighborhood_BrDale|Neighborhood_BrkSide', 'TotalBsmtSF|HouseStyle_1.5Fin', 'MSSubClass|HouseStyle_2.5Unf', 'Neighborhood_ClearCr|CentralAir_Tencode', 'Neighborhood_Gilbert|MSZoning_RH', 'Exterior2nd_VinylSd|PoolQC_Tencode', 'GarageCond_Fa|GarageCond_Ex', 'RoofStyle_Gable|Exterior2nd_Wd Shng', 'Neighborhood_BrDale|Neighborhood_NWAmes', 'Electrical_FuseF|BsmtCond_Po', 'EnclosedPorch|RoofStyle_Shed', 'HalfBath|BsmtCond_Po', 'HouseStyle_1.5Unf|BldgType_1Fam', 'PoolQC_Tencode|RoofMatl_Tar&Grv', 'SaleCondition_Family|GarageType_Attchd', 'LotConfig_Corner|BsmtFinType1_Rec', 'RoofStyle_Shed|GarageType_Basment', 'PavedDrive_Tencode|GarageType_CarPort', 'Exterior1st_Stucco|HeatingQC_Ex', 'Heating_Grav|Street_Grvl', 'LandSlope_Mod|Fence_GdWo', 'Exterior1st_Plywood|ExterCond_Fa', 'BsmtFinType1_BLQ|Electrical_FuseF', 'Fence_GdPrv|BsmtFinType1_LwQ', 'FireplaceQu_Gd|HouseStyle_1.5Fin', 'BsmtFinType2_BLQ|MoSold', 'ExterQual_TA|Utilities_AllPub', 'BldgType_Twnhs|MSZoning_RH', 'YrSold|GarageQual_TA', 'PoolQC_Tencode|Neighborhood_SWISU', 'MSZoning_Tencode|BsmtQual_Gd', 'Exterior2nd_Plywood|ExterCond_Fa', 'GarageQual_Tencode|BldgType_Tencode', 'ExterCond_TA|ExterQual_Ex', 'Foundation_Tencode|Exterior2nd_Wd Sdng', 'Neighborhood_Tencode|LotShape_IR3', 'Street_Tencode|Fence_MnPrv', 'GarageQual_Gd|GarageQual_Po', 'BsmtFinType2_ALQ|BedroomAbvGr', 'Neighborhood_NridgHt|Condition1_RRAn', 'LotShape_IR1|Neighborhood_StoneBr', 'Street_Grvl|OverallCond', 'ExterCond_TA|GarageFinish_RFn', 'Neighborhood_NridgHt|Neighborhood_SawyerW', 'LandSlope_Sev|Exterior2nd_HdBoard', 'Neighborhood_Somerst|Exterior1st_Plywood', 'RoofStyle_Gambrel|HouseStyle_2.5Unf', 'Exterior1st_BrkFace|SaleCondition_Alloca', 'LandContour_HLS|LowQualFinSF', 'Neighborhood_Edwards|CentralAir_Y', 'Neighborhood_CollgCr|MasVnrType_Stone', '2ndFlrSF|CentralAir_Tencode', 'SaleCondition_Tencode|Neighborhood_NAmes', 'Neighborhood_Sawyer|Condition2_Artery', 'Heating_GasA|Exterior1st_Plywood', 'Condition1_RRAn|ExterCond_Fa', 'ExterCond_Gd|CentralAir_N', 'LandContour_Low|LotFrontage', 'LotShape_Reg|MiscVal', 'FireplaceQu_Po|BsmtQual_Fa', 'KitchenQual_Tencode|Condition1_Feedr', 'KitchenAbvGr|BsmtFinType1_Unf', 'BedroomAbvGr|Neighborhood_NAmes', 'BsmtExposure_Tencode|CentralAir_N', 'BldgType_2fmCon|Condition1_RRAn', 'SaleCondition_Tencode|Street_Pave', 'KitchenAbvGr|PavedDrive_N', 'FireplaceQu_TA|Utilities_AllPub', 'LandSlope_Sev|Heating_GasW', 'ExterQual_Ex|GarageFinish_RFn', 'Neighborhood_OldTown|LowQualFinSF', 'Fence_GdPrv|BsmtFinSF1', 'Electrical_SBrkr|GarageCond_Fa', 'YearRemodAdd|BsmtExposure_Gd', 'RoofStyle_Flat|Condition1_RRAn', 'MiscFeature_Shed|BsmtQual_Gd', 'BsmtExposure_Tencode|Exterior2nd_Stone', 'SaleType_WD|GarageQual_Po', 'Exterior2nd_VinylSd|KitchenQual_TA', 'Exterior1st_Stucco|SaleType_New', 'Condition1_RRAe|OpenPorchSF', 'Electrical_SBrkr|Exterior2nd_MetalSd', 'Heating_GasA|Foundation_Slab', 'Neighborhood_CollgCr|BldgType_1Fam', 'SaleType_ConLw|FireplaceQu_TA', 'SaleCondition_Tencode|BsmtFinType1_Unf', 'GarageType_Attchd|ExterQual_Ex', 'RoofStyle_Tencode|Alley_Grvl', 'BldgType_1Fam|MSZoning_FV', 'ExterQual_TA|LotShape_IR2', 'GarageType_Detchd|YearBuilt', 'LandContour_HLS|BldgType_TwnhsE', 'SaleType_Oth|Neighborhood_BrkSide', 'GarageCond_Po|GarageType_Tencode', 'BsmtQual_Fa|GarageFinish_Tencode', 'SaleType_ConLw|GarageCond_Tencode', 'Foundation_Tencode|GarageArea', 'Exterior1st_AsbShng|BsmtFinSF2', 'Fence_Tencode|BsmtFinSF1', 'Neighborhood_NWAmes|GarageType_CarPort', 'RoofMatl_CompShg|BsmtUnfSF', 'MasVnrType_None|Street_Grvl', 'BldgType_Twnhs|GarageArea', 'BsmtQual_Gd|Exterior1st_Wd Sdng', 'Fence_Tencode|GarageType_BuiltIn', 'HeatingQC_Tencode|GarageType_BuiltIn', 'Exterior2nd_Brk Cmn|MasVnrArea', 'TotalBsmtSF|Alley_Tencode', 'HouseStyle_SFoyer|Neighborhood_Gilbert', 'Foundation_CBlock|MSSubClass', 'OverallQual|GarageQual_Po', 'BsmtFullBath|MSZoning_FV', 'Neighborhood_Gilbert|Utilities_AllPub', 'BsmtFinType2_Rec|Exterior1st_VinylSd', 'BsmtFinType2_LwQ|FireplaceQu_Ex', 'Electrical_SBrkr|Exterior1st_MetalSd', 'MSZoning_RH|ExterCond_Fa', 'GarageCond_Ex|GarageFinish_RFn', 'HouseStyle_Tencode|Foundation_BrkTil', 'BsmtFinSF2|FireplaceQu_Fa', 'YearBuilt|KitchenQual_Tencode', 'Neighborhood_NWAmes|Fence_MnPrv', 'Exterior1st_AsbShng|Neighborhood_OldTown', 'HeatingQC_Tencode|Condition2_Artery', 'Electrical_FuseP|GarageFinish_Tencode', 'BsmtFinType2_Rec|BsmtFinType2_LwQ', 'Heating_Tencode|ExterQual_Tencode', 'FireplaceQu_Tencode|GarageQual_Tencode', 'KitchenQual_Fa|Foundation_Slab', 'HeatingQC_TA|3SsnPorch', 'BsmtFinType1_Tencode|Exterior2nd_HdBoard', 'Neighborhood_OldTown|HouseStyle_1.5Unf', 'MasVnrType_None|Neighborhood_MeadowV', 'FireplaceQu_Fa|MiscFeature_Shed', 'PoolQC_Tencode|Functional_Maj2', 'GarageFinish_Unf|2ndFlrSF', 'Electrical_FuseP|LotConfig_CulDSac', 'BsmtFinType1_ALQ|SaleCondition_Alloca', 'Exterior1st_BrkFace|Neighborhood_NAmes', 'SaleCondition_Tencode|BsmtQual_Fa', 'OverallQual', 'Neighborhood_Crawfor|MSZoning_FV', 'BsmtExposure_Tencode|GarageFinish_Unf', 'Neighborhood_NAmes|PoolArea', 'SaleType_ConLw|Condition2_Norm', 'BsmtExposure_Av|MiscFeature_Tencode', 'Neighborhood_ClearCr|BsmtExposure_No', 'Neighborhood_Blmngtn|GarageQual_Tencode', 'GarageType_Detchd|BsmtFinType2_ALQ', 'LotShape_IR2|YearRemodAdd', 'Exterior2nd_Stone|RoofMatl_WdShngl', 'Exterior1st_CemntBd|Neighborhood_IDOTRR', 'Functional_Maj2|LotConfig_Tencode', 'GarageFinish_Fin|Exterior1st_BrkComm', 'BldgType_1Fam|Exterior1st_Plywood', 'SaleType_ConLD|ExterQual_Ex', 'FireplaceQu_Ex|BldgType_Tencode', 'Fence_Tencode|Exterior1st_Wd Sdng', 'HouseStyle_Tencode|1stFlrSF', 'SaleCondition_Alloca|GarageType_Basment', 'Neighborhood_Mitchel|CentralAir_N', 'SaleCondition_Normal|BsmtQual_Gd', 'BsmtCond_Gd|BsmtCond_Fa', 'Neighborhood_CollgCr|Exterior2nd_Wd Sdng', 'GarageFinish_Fin|PavedDrive_P', 'Neighborhood_Veenker|PavedDrive_P', 'Condition1_Artery|GarageType_Tencode', 'Neighborhood_NridgHt|Fence_MnPrv', 'Exterior2nd_Stucco|RoofMatl_WdShngl', 'PavedDrive_N|Neighborhood_BrDale', 'BsmtFinType2_BLQ|HouseStyle_1.5Fin', 'GarageFinish_Unf|SaleType_ConLw', 'GrLivArea|Electrical_FuseP', 'Foundation_PConc|ExterCond_Tencode', 'MSZoning_RL|Fence_MnWw', 'Neighborhood_ClearCr|Exterior2nd_Plywood', 'GarageCond_Po|Neighborhood_CollgCr', 'Exterior1st_Stucco|Functional_Maj1', 'GarageCond_Tencode|Exterior1st_Stucco', 'Electrical_SBrkr|PoolQC_Tencode', 'Heating_Tencode|Neighborhood_Sawyer', 'Condition2_Tencode|BsmtFinType2_LwQ', 'Foundation_Tencode|Exterior2nd_Plywood', 'BldgType_2fmCon|GarageQual_Gd', 'LotShape_Tencode|ExterCond_Fa', 'Electrical_FuseF|BldgType_1Fam', 'BsmtFinType1_Tencode|Exterior1st_Plywood', 'Electrical_FuseF|Neighborhood_BrkSide', 'HeatingQC_TA|MSZoning_RL', 'LotShape_IR1|BsmtExposure_Av', 'LotFrontage|GarageQual_Tencode', 'GarageFinish_Fin|RoofStyle_Gable', 'GrLivArea|Electrical_SBrkr', 'Utilities_Tencode|LotFrontage', 'LandSlope_Tencode|HalfBath', 'Neighborhood_Tencode|Electrical_SBrkr', 'HouseStyle_SFoyer|GarageType_BuiltIn', 'Exterior2nd_Stone|MiscFeature_Shed', 'BsmtCond_Tencode|Exterior1st_Wd Sdng', 'SaleType_ConLw|Foundation_BrkTil', 'FireplaceQu_Gd|Functional_Mod', 'GarageCond_Po|ExterCond_Gd', 'MSZoning_C (all)|BsmtFinType1_LwQ', 'BsmtCond_Po|GarageType_Basment', 'SaleCondition_Family|GarageFinish_Tencode', 'RoofStyle_Gambrel|1stFlrSF', 'Neighborhood_NoRidge|2ndFlrSF', 'RoofStyle_Flat|SaleCondition_Partial', 'Functional_Min1|MSZoning_RH', 'LandSlope_Sev|Exterior2nd_VinylSd', 'SaleCondition_Family|Fence_MnWw', 'SaleType_WD|WoodDeckSF', 'BldgType_2fmCon|BsmtQual_Tencode', 'BsmtExposure_Tencode|BsmtFinType1_Tencode', 'Heating_Grav|LotConfig_FR2', 'Exterior1st_BrkFace|RoofStyle_Tencode', 'Exterior2nd_Stucco|ExterCond_Tencode', 'Electrical_FuseF|PavedDrive_P', 'SaleType_ConLD|RoofStyle_Shed', 'Neighborhood_SawyerW|Foundation_Slab', 'KitchenAbvGr|Condition1_Feedr', 'FullBath|ExterQual_Tencode', 'RoofStyle_Tencode|Neighborhood_Gilbert', 'GrLivArea|BsmtExposure_Mn', 'Condition1_Feedr|Exterior2nd_Brk Cmn', 'FireplaceQu_Po|LotShape_IR3', 'RoofStyle_Hip|GarageQual_Fa', 'KitchenQual_Gd|Neighborhood_NoRidge', 'GarageCond_Po|Electrical_FuseP', 'Exterior1st_Stucco|PavedDrive_Tencode', 'LandSlope_Mod|Neighborhood_Gilbert', 'BsmtFinType2_ALQ|FireplaceQu_TA', 'BldgType_Duplex|Condition1_PosA', 'GarageType_Attchd|Exterior1st_Plywood', 'BldgType_Twnhs|GarageFinish_Tencode', 'GarageArea|SaleType_COD', 'LotConfig_Corner|Electrical_FuseA', 'BsmtFinType2_Tencode|LandContour_Tencode', 'BsmtFinType2_Rec|Utilities_AllPub', 'OverallCond|WoodDeckSF', 'LandSlope_Tencode|GarageYrBlt', 'Exterior2nd_Stone|MSZoning_RM', 'TotalBsmtSF|BldgType_Tencode', 'RoofStyle_Hip|ExterQual_Tencode', 'GarageFinish_Unf|GarageCars', 'Heating_Grav|BedroomAbvGr', 'BldgType_2fmCon|RoofStyle_Shed', 'Heating_Grav|MasVnrType_BrkFace', 'Neighborhood_OldTown|Exterior1st_Wd Sdng', 'Exterior2nd_AsbShng|BsmtHalfBath', 'Exterior2nd_Stucco|LandSlope_Gtl', 'Functional_Mod|Condition2_Norm', 'Exterior1st_Tencode|MasVnrType_BrkFace', 'GarageQual_Tencode|Neighborhood_MeadowV', 'HouseStyle_Tencode|FireplaceQu_TA', 'Heating_Tencode|GarageFinish_Tencode', 'SaleType_ConLI|Exterior1st_MetalSd', 'Neighborhood_Somerst|HouseStyle_1.5Unf', 'BsmtFinSF1|GarageType_2Types', 'BsmtFinType1_LwQ|Neighborhood_SawyerW', 'HouseStyle_SFoyer|MiscFeature_Shed', 'Functional_Tencode|PavedDrive_Tencode', 'LandContour_Low|Neighborhood_Veenker', 'BsmtFinType1_ALQ|HeatingQC_Ex', 'Neighborhood_Edwards|BsmtCond_Gd', 'LotShape_IR1|Exterior2nd_Wd Sdng', 'Neighborhood_CollgCr|BsmtFinSF1', 'Foundation_PConc|BsmtQual_Tencode', 'Heating_GasW|MiscFeature_Tencode', 'Exterior1st_Stucco|SaleCondition_Abnorml', 'Neighborhood_Sawyer|Street_Grvl', 'Exterior1st_Stucco|ScreenPorch', 'LandContour_HLS|TotRmsAbvGrd', 'Exterior1st_AsbShng|Condition1_PosA', 'HouseStyle_SFoyer|SaleType_New', 'Neighborhood_Blmngtn|SaleCondition_Normal', 'Neighborhood_Edwards|BsmtCond_Fa', 'GarageCond_Gd|BldgType_Tencode', 'ExterQual_Ex|SaleCondition_Abnorml', 'SaleType_ConLD|PavedDrive_P', 'Neighborhood_Tencode|GarageType_Attchd', 'BsmtExposure_Tencode|SaleType_New', 'Functional_Tencode|MasVnrArea', 'LandContour_Lvl|Exterior1st_WdShing', 'HeatingQC_Ex|Foundation_Slab', 'SaleType_New|Neighborhood_Gilbert', 'Neighborhood_BrDale|Electrical_Tencode', 'Exterior1st_AsbShng|MSZoning_RM', 'YrSold|GarageFinish_Fin', 'Foundation_Stone|CentralAir_Tencode', 'BsmtFinType2_BLQ|Neighborhood_SWISU', 'Neighborhood_Sawyer|KitchenQual_Fa', 'Heating_Grav|BsmtQual_Fa', 'GarageType_Attchd|FireplaceQu_TA', 'SaleCondition_Family|Exterior2nd_Wd Sdng', 'Neighborhood_CollgCr|MiscFeature_Shed', 'Foundation_Stone|LotConfig_CulDSac', 'BsmtFinType2_Tencode|HeatingQC_Gd', 'LotFrontage|Alley_Grvl', 'Exterior1st_WdShing|Neighborhood_Timber', 'Functional_Min1|MasVnrType_None', 'Heating_Tencode|BsmtFinType2_Rec', 'Neighborhood_NWAmes|KitchenQual_TA', 'Functional_Maj2|Neighborhood_Sawyer', 'LotShape_IR1|LandSlope_Gtl', 'ExterQual_TA|BsmtFullBath', 'LandContour_Low|BsmtFinSF2', 'RoofMatl_Tencode|Neighborhood_CollgCr', 'BldgType_Tencode|Exterior1st_MetalSd', 'LandContour_Tencode|RoofMatl_WdShngl', 'Condition1_Tencode|GarageType_2Types', 'BsmtExposure_Tencode|PavedDrive_Y', 'HeatingQC_Fa|Functional_Mod', 'ExterQual_Ex|Neighborhood_Gilbert', 'RoofMatl_Tar&Grv|LotConfig_Inside', 'Exterior2nd_MetalSd|Foundation_CBlock', 'Electrical_FuseP|BsmtHalfBath', 'Neighborhood_CollgCr|Neighborhood_NAmes', 'GarageCond_TA|Fence_GdWo', 'Condition1_RRAe|LowQualFinSF', 'Neighborhood_StoneBr|Street_Grvl', 'TotalBsmtSF|BsmtFinSF1', 'RoofStyle_Gambrel|Functional_Min2', 'LotConfig_Corner|LotArea', 'LotShape_Tencode|Functional_Min2', 'BsmtFinType1_Rec|SaleCondition_Normal', 'Foundation_PConc|LotShape_IR3', 'MiscVal|Exterior1st_Wd Sdng', 'BsmtExposure_Tencode|Exterior2nd_MetalSd', 'Fence_GdWo|BsmtFinType1_LwQ', 'Neighborhood_Timber|Fence_MnPrv', 'LandContour_Bnk|ExterQual_Gd', 'BsmtExposure_Tencode|Neighborhood_Crawfor', 'FireplaceQu_Ex|PoolArea', 'FireplaceQu_Tencode|Neighborhood_OldTown', 'Exterior1st_MetalSd|Utilities_AllPub', 'Heating_Grav|RoofMatl_Tar&Grv', 'BldgType_TwnhsE|MSZoning_RH', 'BsmtFinType2_BLQ|Condition1_PosA', 'HouseStyle_SFoyer|Neighborhood_Mitchel', 'Neighborhood_BrDale|FullBath', 'HeatingQC_Ex|GarageCond_Fa', 'Heating_Tencode|KitchenQual_TA', 'BsmtFinType1_BLQ|LandSlope_Gtl', 'LandContour_Tencode|LandContour_Bnk', 'BsmtExposure_Av|BsmtFinType2_Unf', 'SaleCondition_Alloca|ScreenPorch', 'FireplaceQu_Po|BsmtCond_Fa', 'Foundation_Stone|LotArea', 'GarageFinish_Unf|MiscFeature_Othr', 'Neighborhood_StoneBr|Exterior2nd_Brk Cmn', 'Neighborhood_Somerst|PavedDrive_Tencode', 'Functional_Typ|FireplaceQu_Po', 'FireplaceQu_TA|Functional_Min2', 'LandContour_Low|KitchenQual_Gd', 'MiscFeature_Tencode|LotConfig_Inside', 'RoofStyle_Gambrel|TotRmsAbvGrd', 'LotConfig_Tencode|Neighborhood_Sawyer', 'TotalBsmtSF|LotConfig_Corner', 'ScreenPorch|MasVnrType_BrkFace', 'Alley_Pave|GarageType_CarPort', 'LotArea|BsmtCond_Gd', 'LowQualFinSF|KitchenQual_Fa', 'Alley_Pave|Exterior1st_Plywood', 'HouseStyle_Tencode|FireplaceQu_Ex', 'GarageYrBlt|BsmtFinType1_Unf', 'LandContour_Tencode|Functional_Maj2', 'YearRemodAdd|Condition1_PosN', 'LotConfig_CulDSac|HouseStyle_SLvl', 'BsmtHalfBath|Neighborhood_Gilbert', 'FireplaceQu_Gd|MSZoning_RL', 'Neighborhood_Veenker|Fence_GdWo', '3SsnPorch|LandSlope_Gtl', 'BsmtCond_Fa|MasVnrType_Stone', 'LandContour_Tencode|SaleCondition_Family', 'GarageQual_Gd|Neighborhood_BrkSide', 'Neighborhood_Gilbert|MiscFeature_Gar2', 'GarageFinish_Unf|BsmtFinType1_GLQ', 'GarageType_Tencode|HouseStyle_1.5Fin', 'LotShape_Reg|LandContour_Bnk', 'HeatingQC_Fa|BsmtQual_Fa', 'BsmtFinType1_GLQ|Street_Pave', 'OverallQual|LandContour_Tencode', 'FireplaceQu_Ex|GarageFinish_RFn', 'RoofStyle_Flat|Neighborhood_SawyerW', 'Condition1_PosA|Functional_Min2', 'SaleType_WD|ExterQual_Fa', '3SsnPorch|CentralAir_Y', 'Exterior2nd_VinylSd|2ndFlrSF', 'MiscVal|GarageCond_Fa', 'Exterior2nd_VinylSd|Neighborhood_Timber', 'MoSold|Neighborhood_NWAmes', 'PavedDrive_Y|Neighborhood_NAmes', 'Exterior2nd_Stucco|HouseStyle_1Story', 'BsmtFinType2_GLQ|1stFlrSF', 'BsmtQual_Tencode|MiscFeature_Gar2', 'Exterior2nd_Stone|MSZoning_Tencode', 'Exterior2nd_AsbShng|GarageFinish_RFn', 'BldgType_Twnhs|FullBath', 'EnclosedPorch|BsmtFinSF1', 'LandSlope_Sev|FireplaceQu_Fa', 'ExterQual_Ex|Exterior1st_WdShing', 'LandContour_Tencode|ExterCond_Tencode', 'RoofStyle_Gambrel|Street_Grvl', 'Exterior1st_Stucco|RoofStyle_Gable', 'Neighborhood_Edwards|FireplaceQu_Ex', 'Electrical_FuseA|BsmtCond_Gd', 'FireplaceQu_Po|RoofStyle_Gable', 'KitchenQual_Gd|BsmtFinType1_Rec', 'SaleType_ConLD|SaleType_WD', 'ExterCond_TA|Functional_Mod', 'LotConfig_FR2|GarageQual_Fa', 'LotShape_IR1|BsmtCond_Tencode', 'KitchenAbvGr|Heating_GasA', 'LandSlope_Sev|Exterior1st_CemntBd', 'ExterCond_TA|ExterQual_Fa', 'Exterior2nd_Stone|BsmtUnfSF', 'ExterQual_Gd|CentralAir_N', 'Foundation_PConc|ExterQual_Gd', 'Exterior2nd_AsbShng|BsmtCond_Fa', 'Heating_GasA|BsmtFinSF1', 'Neighborhood_Edwards|Functional_Min2', 'BsmtExposure_Gd', 'Exterior2nd_AsbShng|Neighborhood_NoRidge', 'BldgType_Duplex|Fence_GdPrv', 'BsmtFinSF2|Neighborhood_OldTown', 'LandContour_Bnk|Condition1_Norm', 'BsmtQual_Ex|Fence_MnWw', 'TotRmsAbvGrd|Condition1_Feedr', 'SaleType_ConLw|Heating_GasW', 'KitchenAbvGr|SaleType_ConLw', 'RoofMatl_Tencode|Neighborhood_NAmes', 'Exterior1st_Stucco|LotShape_IR3', 'HouseStyle_1Story|Functional_Min1', 'Foundation_Stone|LandSlope_Mod', 'BsmtFinType1_Rec|MiscFeature_Tencode', 'LotShape_IR1|ExterQual_Fa', 'LotConfig_Corner|Neighborhood_SawyerW', 'HalfBath|Exterior2nd_HdBoard', 'Heating_Tencode|Fence_MnWw', 'BsmtHalfBath|KitchenQual_Ex', 'BldgType_Twnhs|Foundation_Stone', 'RoofStyle_Gambrel|Condition2_Norm', 'Foundation_PConc|BsmtFinType1_ALQ', 'GarageFinish_Tencode|Functional_Min2', 'LotShape_IR3|HouseStyle_2Story', 'Neighborhood_Blmngtn|MasVnrType_Stone', 'Neighborhood_ClearCr|GarageArea', 'BsmtQual_TA|BsmtFinType1_GLQ', 'Alley_Tencode|Exterior2nd_HdBoard', 'PavedDrive_N|CentralAir_Tencode', 'GarageFinish_Tencode|Neighborhood_StoneBr', 'Electrical_FuseF|Functional_Mod', 'Fence_Tencode|LowQualFinSF', 'LotShape_IR2|KitchenQual_Tencode', 'Heating_Tencode|Foundation_CBlock', 'Exterior2nd_BrkFace|HalfBath', 'GarageCond_Po|BsmtCond_Gd', 'Neighborhood_NridgHt|Condition1_PosN', 'BsmtCond_Po|Neighborhood_Crawfor', 'SaleType_Tencode|Foundation_CBlock', 'Exterior1st_Stucco|Condition2_Tencode', 'Exterior1st_MetalSd|WoodDeckSF', 'Exterior2nd_BrkFace|Condition2_Artery', 'LowQualFinSF|Exterior2nd_Wd Sdng', 'GarageFinish_Tencode|BldgType_Tencode', 'GarageQual_Po|GarageFinish_RFn', 'GarageQual_Fa|HouseStyle_SLvl', 'GrLivArea|MSZoning_FV', 'ExterCond_TA|Fence_MnPrv', 'PavedDrive_N|Fence_Tencode', 'BldgType_Duplex|SaleCondition_Alloca', 'KitchenQual_Ex|GarageType_CarPort', 'Condition2_Tencode|MSZoning_C (all)', 'KitchenAbvGr|3SsnPorch', 'HouseStyle_1.5Fin', 'GarageType_Detchd|Foundation_BrkTil', 'HeatingQC_Ex|ExterQual_Tencode', 'Neighborhood_BrDale|Neighborhood_SWISU', 'RoofMatl_Tencode|HouseStyle_SFoyer', 'SaleType_ConLw|Neighborhood_SWISU', 'BsmtFinType2_GLQ|Neighborhood_Gilbert', 'PavedDrive_Y|SaleType_CWD', 'Electrical_Tencode|BsmtFinType2_GLQ', 'RoofStyle_Gable|BsmtCond_Tencode', 'BsmtFinSF2|BsmtCond_Po', 'LotConfig_FR2|PavedDrive_Y', 'Condition1_Feedr|MiscFeature_Gar2', 'GarageCond_Po|Exterior2nd_Wd Shng', 'LotShape_IR1|GarageCond_Ex', 'LandContour_Lvl|Exterior1st_Tencode', 'KitchenAbvGr|Exterior1st_VinylSd', 'Functional_Typ|Exterior2nd_CmentBd', 'BsmtExposure_Av|MasVnrType_Tencode', 'LandSlope_Mod|RoofMatl_Tar&Grv', 'BedroomAbvGr|Fence_MnPrv', 'PavedDrive_N|Foundation_PConc', 'BsmtFinType1_Tencode|Condition1_Feedr', 'LandSlope_Sev|Neighborhood_IDOTRR', 'HouseStyle_1.5Unf|MasVnrType_Tencode', 'FireplaceQu_Gd|Exterior2nd_BrkFace', 'LotConfig_Corner|Condition2_Tencode', 'SaleType_Tencode|SaleCondition_Normal', 'HeatingQC_Gd|SaleType_CWD', 'TotalBsmtSF|LotShape_Reg', 'HeatingQC_Fa|Exterior2nd_VinylSd', 'Exterior1st_HdBoard|Functional_Min1', 'Neighborhood_NridgHt|RoofMatl_WdShngl', 'ExterQual_TA|SaleType_Oth', 'PoolQC_Tencode|Neighborhood_SawyerW', 'SaleType_ConLD|MSZoning_FV', 'GarageCond_Po|RoofStyle_Gable', 'Neighborhood_NPkVill|BldgType_1Fam', 'BldgType_TwnhsE|HouseStyle_2Story', 'BsmtFinType1_ALQ|WoodDeckSF', 'Exterior2nd_Stucco|LotArea', 'Exterior2nd_VinylSd|SaleType_ConLD', 'FireplaceQu_Gd|LotConfig_Tencode', 'GarageFinish_Tencode|LotConfig_Tencode', 'Exterior1st_BrkFace|GarageType_Attchd', 'MoSold|ScreenPorch', 'BsmtHalfBath|MasVnrType_None', 'ExterQual_TA|Exterior2nd_CmentBd', 'BsmtQual_Tencode|BedroomAbvGr', 'Fence_MnWw', 'SaleCondition_Abnorml|Foundation_Slab', 'BsmtFinType2_Tencode|Electrical_FuseF', 'Heating_GasW|MasVnrArea', 'GarageFinish_RFn|Alley_Grvl', 'Exterior1st_WdShing|MSZoning_RL', 'Neighborhood_OldTown|SaleCondition_Abnorml', 'Heating_Grav|RoofStyle_Gambrel', 'FireplaceQu_Po|BsmtCond_TA', 'Foundation_Stone|Heating_Tencode', 'LotConfig_Tencode|BsmtCond_Gd', 'KitchenQual_Gd|PoolArea', 'RoofMatl_Tencode|SaleCondition_Alloca', 'Neighborhood_ClearCr|SaleCondition_Normal', 'BsmtExposure_Tencode|GarageType_Attchd', 'GarageCars|MSZoning_C (all)', 'GarageCond_TA|Exterior2nd_Wd Shng', 'BsmtQual_Gd|HouseStyle_1.5Fin', 'RoofStyle_Gambrel|FireplaceQu_Ex', 'Functional_Tencode|RoofMatl_WdShngl', 'BsmtQual_Tencode|BsmtCond_Po', '1stFlrSF|BsmtFinType1_LwQ', 'Street_Tencode|YearRemodAdd', 'SaleType_New|RoofStyle_Tencode', 'BsmtQual_Ex|GarageCond_Fa', 'Foundation_Slab|HouseStyle_2Story', 'KitchenQual_Gd|GarageCond_Fa', 'BsmtFinType2_LwQ|BsmtCond_Fa', 'MSZoning_C (all)|Street_Grvl', 'Exterior1st_HdBoard|Neighborhood_Timber', 'LowQualFinSF|RoofStyle_Shed', 'MSZoning_Tencode|BsmtCond_Fa', 'LotArea|CentralAir_Y', 'FullBath|Alley_Grvl', 'Exterior2nd_Stone|CentralAir_Tencode', 'GarageFinish_Unf|RoofStyle_Tencode', 'Utilities_Tencode|SaleType_New', 'Alley_Pave|BsmtCond_Fa', 'Exterior2nd_BrkFace|BldgType_Tencode', 'HouseStyle_SFoyer|Exterior2nd_HdBoard', 'Neighborhood_BrDale|BsmtUnfSF', 'Exterior2nd_Tencode|Exterior2nd_VinylSd', 'BsmtFinType2_GLQ|SaleType_ConLI', 'Exterior2nd_BrkFace|Condition1_RRAn', 'Neighborhood_NoRidge|Fence_GdPrv', 'Neighborhood_Tencode|Functional_Min2', 'MSZoning_RM|Functional_Min2', 'Neighborhood_NWAmes|BsmtFinType1_Unf', 'SaleType_Tencode|HeatingQC_Tencode', 'Neighborhood_Veenker|Exterior2nd_MetalSd', 'Neighborhood_NPkVill|BsmtFinType2_LwQ', 'LandSlope_Mod|RoofStyle_Tencode', 'BsmtFinType2_Tencode|SaleType_ConLD', 'HeatingQC_Gd|MiscFeature_Tencode', 'ExterQual_TA|SaleCondition_Normal', 'TotalBsmtSF|PoolQC_Tencode', 'Neighborhood_OldTown|BldgType_Tencode', 'BsmtExposure_Gd|Exterior2nd_Plywood', 'Foundation_PConc|BsmtFinType1_Rec', 'PoolQC_Tencode|Condition2_Tencode', 'SaleCondition_Alloca|ExterCond_Tencode', 'BsmtCond_Gd|CentralAir_N', 'Neighborhood_CollgCr|BsmtCond_Gd', 'SaleType_ConLw|Neighborhood_NoRidge', 'PavedDrive_Y|Neighborhood_IDOTRR', 'LotShape_IR3|ExterQual_Fa', 'ExterQual_Gd|HouseStyle_2Story', 'RoofStyle_Tencode|Neighborhood_BrkSide', 'BldgType_Tencode|Foundation_Slab', 'RoofStyle_Tencode|LotShape_IR3', 'FireplaceQu_TA|Alley_Grvl', 'TotRmsAbvGrd|Street_Pave', 'FireplaceQu_Ex|LotShape_IR3', 'LotShape_IR1|GarageQual_TA', 'SaleType_ConLI|FireplaceQu_TA', 'EnclosedPorch|Neighborhood_StoneBr', 'LotConfig_FR2|BsmtExposure_Av', 'KitchenQual_Ex|LandContour_HLS', 'PavedDrive_Tencode|ExterQual_Fa', 'BsmtHalfBath|RoofMatl_Tar&Grv', 'FireplaceQu_Tencode|BldgType_Duplex', 'SaleType_Tencode|Neighborhood_Crawfor', 'BsmtQual_Tencode|LandSlope_Sev', 'LotFrontage|Neighborhood_CollgCr', 'SaleType_ConLD|MasVnrType_BrkFace', 'Exterior1st_Stucco|BsmtFinType1_Unf', 'Street_Tencode|LandContour_HLS', 'Electrical_FuseA|HouseStyle_1.5Unf', 'Neighborhood_NoRidge|Condition1_Norm', 'BsmtExposure_Tencode|FireplaceQu_Po', 'Electrical_Tencode|BsmtCond_Po', 'MiscFeature_Othr|MSZoning_C (all)', 'Neighborhood_CollgCr|Neighborhood_BrkSide', 'KitchenAbvGr|GarageFinish_Unf', 'BldgType_Duplex|GarageQual_TA', 'GarageQual_Po|MasVnrType_Stone', 'SaleType_New|OverallCond', 'BsmtExposure_Tencode|Electrical_FuseP', 'GarageCars|Exterior1st_Plywood', 'LowQualFinSF|MasVnrType_BrkCmn', 'BsmtCond_Gd|Exterior2nd_HdBoard', 'ExterCond_Tencode|Exterior2nd_AsphShn', 'Neighborhood_OldTown|GarageType_Tencode', 'Foundation_BrkTil|HeatingQC_Tencode', 'GarageFinish_Fin|BsmtQual_Fa', 'SaleCondition_Abnorml|MSZoning_FV', 'Foundation_Stone|MiscFeature_Tencode', 'Exterior2nd_MetalSd|BsmtQual_Gd', 'GarageFinish_Tencode|MiscFeature_Shed', 'TotalBsmtSF|Neighborhood_CollgCr', 'Neighborhood_CollgCr|Neighborhood_Crawfor', 'LotShape_Tencode|KitchenQual_Fa', 'BldgType_Duplex|BsmtFinType2_Unf', 'Exterior2nd_Stucco|Neighborhood_Edwards', 'GarageQual_Gd|LotConfig_Corner', 'HalfBath|MasVnrType_BrkFace', 'LotShape_IR2|Fence_Tencode', 'GarageCond_Po|TotRmsAbvGrd', 'Functional_Typ|2ndFlrSF', 'ExterQual_TA|BsmtFinType2_BLQ', 'Functional_Maj2|BsmtFinType1_LwQ', 'PavedDrive_N|Neighborhood_Crawfor', 'Utilities_Tencode|Neighborhood_Gilbert', 'GarageQual_Gd|Condition1_PosA', 'BsmtFinSF2|ExterQual_Fa', 'GarageCond_TA|HeatingQC_Tencode', 'HouseStyle_1Story|BsmtFinSF1', 'HouseStyle_SFoyer|Fence_GdWo', 'Electrical_FuseA|HalfBath', 'GarageCars|Exterior2nd_Plywood', 'SaleType_COD|ScreenPorch', 'LotShape_IR3|Exterior2nd_Wd Shng', 'GarageFinish_Fin|GarageQual_Tencode', 'RoofMatl_Tar&Grv|Exterior1st_MetalSd', 'Exterior2nd_Wd Sdng|Neighborhood_StoneBr', 'Electrical_SBrkr|Neighborhood_Sawyer', 'Foundation_Tencode|ExterQual_Fa', 'Exterior1st_Stucco|Neighborhood_OldTown', 'Exterior1st_BrkFace|ExterQual_Tencode', 'LotFrontage|GarageType_CarPort', 'Exterior1st_AsbShng|LandContour_Tencode', 'OverallQual|BsmtFinType1_Rec', 'Exterior2nd_AsbShng|Neighborhood_NridgHt', 'Alley_Tencode|Foundation_CBlock', 'KitchenQual_Fa|ExterCond_Fa', 'TotalBsmtSF|BsmtUnfSF', 'MiscFeature_Othr|BsmtHalfBath', 'MasVnrType_BrkCmn|Fence_MnWw', 'BldgType_Duplex|OverallCond', 'SaleType_Tencode|BsmtQual_Fa', 'Exterior2nd_Tencode|BsmtFinType1_GLQ', 'Exterior2nd_MetalSd|Exterior1st_Tencode', 'BsmtFinType2_BLQ|PavedDrive_P', 'Functional_Maj2|MSSubClass', 'Exterior1st_HdBoard|FireplaceQu_Po', 'MasVnrType_BrkCmn|BsmtFinType1_GLQ', 'SaleType_ConLD|BsmtExposure_No', 'Exterior2nd_AsbShng|BsmtExposure_Av', 'Exterior2nd_MetalSd|Neighborhood_StoneBr', 'RoofMatl_Tencode|Electrical_FuseA', 'MSZoning_C (all)|KitchenQual_Fa', 'GarageCond_Tencode|HouseStyle_1.5Fin', 'SaleCondition_Family|CentralAir_N', 'MasVnrType_BrkCmn|Functional_Min2', 'Electrical_FuseA|Exterior2nd_Brk Cmn', 'SaleCondition_Abnorml|ExterQual_Fa', 'BedroomAbvGr|RoofStyle_Tencode', 'BsmtFinType2_BLQ|Neighborhood_MeadowV', 'BsmtFinType1_ALQ|Neighborhood_Gilbert', 'GarageFinish_Tencode|Exterior2nd_MetalSd', 'Exterior2nd_BrkFace|GarageType_Tencode', 'MSZoning_RM|Condition1_RRAn', 'BsmtFinType1_Tencode|PavedDrive_Y', 'YrSold|Exterior1st_WdShing', 'BsmtFinType2_Unf|BsmtExposure_Mn', 'Exterior1st_AsbShng|RoofStyle_Gable', 'Functional_Typ|FireplaceQu_Fa', 'Exterior2nd_MetalSd|MiscFeature_Shed', 'HouseStyle_SFoyer|Heating_Grav', 'Heating_Tencode|ExterQual_Gd', 'GarageQual_Fa|BldgType_Tencode', 'GarageQual_Gd|GarageQual_Fa', 'Electrical_Tencode|BsmtFinType1_Rec', 'HeatingQC_Tencode|2ndFlrSF', 'PavedDrive_N|Neighborhood_Timber', 'Exterior1st_BrkFace|GarageQual_Fa', 'GarageCond_Po|Neighborhood_SWISU', 'Neighborhood_OldTown|GarageType_Attchd', 'Electrical_SBrkr|WoodDeckSF', 'SaleType_ConLD|Electrical_SBrkr', 'BsmtFinType2_GLQ|Condition2_Norm', 'Exterior1st_HdBoard|Exterior2nd_Wd Sdng', 'PavedDrive_N|1stFlrSF', 'Fence_Tencode|SaleCondition_Normal', 'Neighborhood_Tencode|FireplaceQu_Fa', 'BldgType_2fmCon|Condition1_RRAe', 'Neighborhood_NPkVill|Exterior2nd_CmentBd', 'LandContour_Bnk|Neighborhood_Timber', 'Exterior2nd_Stone|HeatingQC_Ex', 'Exterior2nd_Wd Sdng|MiscFeature_Tencode', 'GarageCond_Gd|SaleType_CWD', 'FullBath|Condition1_Feedr', 'FireplaceQu_Fa|Exterior1st_MetalSd', 'RoofStyle_Gable|MSZoning_RM', 'FireplaceQu_Gd|LandContour_HLS', 'Condition1_Tencode|MasVnrArea', 'SaleCondition_Family|BsmtCond_Gd', 'LotConfig_FR2|ExterQual_Ex', 'SaleType_CWD|LotShape_IR3', 'GarageCond_Po|Foundation_Stone', 'MSZoning_C (all)|HouseStyle_2.5Unf', 'Electrical_FuseF|Condition2_Artery', 'SaleType_ConLI|SaleCondition_Alloca', 'Exterior2nd_AsbShng|BsmtExposure_Mn', 'Street_Grvl|FireplaceQu_TA', 'MiscFeature_Shed|GarageType_CarPort', 'Condition2_Tencode|GarageQual_Tencode', 'Neighborhood_IDOTRR|Condition2_Norm', 'ExterQual_Tencode|ExterCond_Fa', 'SaleCondition_Alloca|GarageType_CarPort', 'GarageType_Detchd|ExterQual_Tencode', 'Foundation_PConc|MSZoning_RM', 'SaleCondition_Abnorml|Exterior1st_MetalSd', 'FireplaceQu_Tencode|Neighborhood_BrDale', 'BsmtExposure_Tencode|KitchenQual_Ex', 'Foundation_CBlock', 'HouseStyle_1Story|LotShape_IR1', 'GarageFinish_Fin|MasVnrType_BrkFace', 'Neighborhood_NridgHt|Electrical_FuseA', 'BldgType_Twnhs|Neighborhood_Veenker', 'YearRemodAdd|WoodDeckSF', 'SaleCondition_Tencode|ScreenPorch', 'Neighborhood_Sawyer|BldgType_1Fam', 'GrLivArea|MiscFeature_Othr', 'Neighborhood_IDOTRR|ExterQual_Fa', 'Alley_Pave|BsmtFinType2_LwQ', 'LotShape_Tencode|Exterior2nd_BrkFace', 'BsmtFinType2_Tencode|Condition2_Tencode', 'ExterCond_TA|GarageQual_Fa', 'GarageType_Attchd|KitchenQual_Fa', 'Fireplaces|SaleCondition_Normal', 'Electrical_FuseA|SaleType_ConLw', 'Heating_GasA|ScreenPorch', 'GarageType_Tencode|Neighborhood_Timber', 'SaleCondition_Family|MSZoning_RM', 'SaleCondition_Tencode|PavedDrive_Y', 'Fireplaces|GarageCond_Tencode', 'Neighborhood_NoRidge|GarageCond_Fa', 'FullBath|GarageFinish_Tencode', 'ExterQual_Fa|Neighborhood_MeadowV', 'LandSlope_Sev|KitchenQual_Fa', 'LotShape_Reg|HouseStyle_1.5Fin', 'BldgType_Tencode|MasVnrType_Tencode', 'RoofMatl_Tencode|BsmtFullBath', 'Fence_GdPrv|BsmtFinType1_Rec', 'Street_Tencode|Condition2_Norm', 'Functional_Maj2|BsmtFinType1_GLQ', 'Neighborhood_NWAmes|1stFlrSF', 'Exterior1st_BrkComm|Neighborhood_BrkSide', 'BldgType_TwnhsE|GarageType_Basment', 'LotFrontage|MiscFeature_Othr', 'BsmtFinSF2|RoofStyle_Shed', 'Neighborhood_NAmes|Neighborhood_IDOTRR', 'Condition1_RRAe|Neighborhood_NAmes', 'BsmtQual_Ex|BsmtFinType1_LwQ', 'Neighborhood_NPkVill|Neighborhood_NAmes', 'Foundation_CBlock|Neighborhood_MeadowV', 'GarageQual_Gd|ExterCond_Tencode', 'FireplaceQu_Ex|FireplaceQu_TA', 'GarageType_Basment|MasVnrType_Tencode', 'LotShape_Reg|LotShape_IR1', 'BsmtExposure_Tencode|Foundation_Stone', 'BsmtExposure_Tencode|Fireplaces', 'Exterior1st_WdShing|HouseStyle_1.5Fin', 'Heating_Grav|BldgType_1Fam', 'HalfBath|Fence_MnPrv', 'LandContour_Low|Exterior1st_WdShing', 'OverallQual|Neighborhood_CollgCr', 'BsmtFinType1_BLQ|BsmtCond_Po', 'HeatingQC_Tencode|Condition1_Feedr', 'MiscFeature_Shed|Condition2_Norm', 'Alley_Tencode|Foundation_Tencode', 'BsmtFinType2_Unf|BsmtCond_TA', 'BsmtFinType2_GLQ|MiscVal', 'Functional_Min1|ExterCond_Fa', 'Exterior2nd_Wd Sdng|KitchenQual_Fa', 'MiscFeature_Othr|BsmtFinSF1', 'KitchenQual_Gd|SaleType_ConLI', 'Exterior2nd_BrkFace|BsmtQual_TA', 'LotShape_Reg|GarageFinish_RFn', 'Electrical_Tencode|KitchenQual_Fa', 'FireplaceQu_Gd|LotShape_IR1', 'MSZoning_RL', 'SaleType_ConLI|Exterior2nd_Brk Cmn', 'BsmtQual_TA|Exterior2nd_AsphShn', 'GarageQual_Po|KitchenQual_Fa', 'MSZoning_RH|Fence_MnPrv', 'SaleCondition_Normal|Condition2_Artery', 'LandContour_HLS|ExterQual_Ex', 'Neighborhood_IDOTRR|Street_Pave', 'GarageFinish_Fin|Foundation_CBlock', 'BsmtFinType2_Rec|BldgType_TwnhsE', 'Street_Tencode|MiscVal', 'Functional_Mod|Exterior1st_Tencode', 'Neighborhood_Tencode|LandContour_Tencode', 'BsmtFinType2_ALQ|Neighborhood_BrkSide', 'HouseStyle_SLvl|MSZoning_RH', 'BedroomAbvGr|BsmtFinType2_BLQ', 'SaleCondition_Partial|Functional_Min2', 'SaleCondition_Alloca|MasVnrType_Stone', 'Neighborhood_BrDale|HouseStyle_SFoyer', 'Condition1_PosN|SaleType_COD', 'BsmtFinType2_GLQ|SaleType_New', 'SaleCondition_Tencode|MasVnrType_BrkCmn', 'HouseStyle_2.5Unf|BsmtExposure_Mn', 'LowQualFinSF|Neighborhood_SawyerW', 'Neighborhood_Sawyer|CentralAir_Y', 'BsmtQual_Tencode|Electrical_FuseF', 'HeatingQC_Fa|GarageCond_Gd', 'Neighborhood_NridgHt|Neighborhood_Crawfor', 'PavedDrive_Y|Street_Pave', 'HeatingQC_TA|BldgType_Twnhs', 'LotConfig_CulDSac|PoolArea', 'GarageCond_Gd|2ndFlrSF', 'RoofMatl_Tencode|Foundation_PConc', 'BsmtQual_Ex|MasVnrType_Tencode', 'GarageCond_Po|KitchenQual_TA', 'FireplaceQu_Ex|Street_Pave', 'Neighborhood_OldTown|MSZoning_C (all)', 'BsmtFinType2_Tencode|Condition2_Artery', 'Electrical_FuseA|CentralAir_Tencode', 'Neighborhood_Mitchel|ScreenPorch', 'LotShape_IR2|Alley_Grvl', 'Heating_Tencode|BsmtExposure_Av', 'Exterior2nd_VinylSd|Utilities_AllPub', 'BldgType_Twnhs|Exterior2nd_AsphShn', 'ExterCond_Gd|Neighborhood_Gilbert', 'Alley_Pave|ExterCond_Fa', 'GarageCond_Gd|CentralAir_Tencode', 'Fireplaces|HouseStyle_SLvl', 'RoofStyle_Hip|RoofMatl_WdShngl', 'RoofMatl_WdShngl|Exterior1st_Tencode', 'KitchenQual_Ex|MasVnrType_Tencode', 'Exterior1st_BrkFace|Neighborhood_Sawyer', 'BsmtExposure_Gd|HouseStyle_SLvl', 'Electrical_Tencode|SaleType_COD', 'ExterQual_TA|Neighborhood_SawyerW', 'Exterior2nd_Stucco|Street_Tencode', 'Functional_Min1|SaleType_CWD', 'LandSlope_Gtl|BsmtCond_Tencode', 'Neighborhood_ClearCr|GarageCond_Ex', 'LotConfig_FR2|BsmtFullBath', 'Electrical_Tencode|TotRmsAbvGrd', 'BsmtQual_Gd|BsmtExposure_Mn', 'Electrical_FuseF|MoSold', 'Electrical_Tencode|HouseStyle_2Story', 'Condition1_Norm|Alley_Grvl', 'RoofMatl_CompShg|CentralAir_Y', 'Neighborhood_Somerst|BsmtFinType1_GLQ', 'PavedDrive_P|HouseStyle_1.5Fin', 'Neighborhood_NoRidge|BsmtFinType1_Rec', 'BsmtQual_TA|Alley_Grvl', 'GarageFinish_Unf|KitchenQual_TA', 'GarageArea|HouseStyle_1.5Fin', 'LandSlope_Mod|Neighborhood_Timber', 'MiscFeature_Shed|ScreenPorch', 'Electrical_Tencode|SaleType_Oth', 'Alley_Tencode|GarageFinish_Fin', 'LotConfig_Corner|BldgType_TwnhsE', 'LotConfig_Corner|Exterior2nd_AsphShn', 'RoofStyle_Tencode|Neighborhood_Crawfor', 'Utilities_Tencode|Neighborhood_BrDale', 'KitchenQual_Gd|GarageQual_Po', 'HouseStyle_1.5Fin|Exterior2nd_AsphShn', 'ExterQual_Gd|Condition2_Artery', 'HeatingQC_TA|LowQualFinSF', 'ExterQual_TA|HouseStyle_2.5Unf', 'GrLivArea|BsmtCond_Po', 'ExterCond_TA|Condition2_Norm', 'KitchenQual_Tencode|GarageType_BuiltIn', 'Neighborhood_Edwards|Fence_MnWw', 'SaleType_ConLw|CentralAir_N', 'Heating_GasW|Exterior1st_Tencode', 'GarageQual_Po|Exterior1st_MetalSd', 'ExterCond_Tencode|MiscFeature_Tencode', 'BsmtHalfBath|TotRmsAbvGrd', 'Condition2_Artery|BsmtFinType2_Unf', 'MSZoning_RM|BsmtCond_TA', 'GarageQual_Po|Functional_Mod', 'SaleType_ConLI|Neighborhood_Crawfor', 'BldgType_Twnhs|BsmtQual_Tencode', 'Functional_Mod|Condition1_Tencode', 'Alley_Pave|LandContour_HLS', 'SaleType_ConLD|MasVnrType_BrkCmn', 'HouseStyle_SFoyer|MSZoning_RH', 'Neighborhood_ClearCr|Exterior1st_VinylSd', 'Neighborhood_Somerst|GarageType_Attchd', 'KitchenQual_Gd|LotConfig_Corner', 'LotConfig_Corner|Neighborhood_Edwards', 'RoofStyle_Tencode|BldgType_Tencode', 'EnclosedPorch|LowQualFinSF', 'PavedDrive_Y|Exterior1st_VinylSd', 'KitchenAbvGr|Neighborhood_Crawfor', 'HouseStyle_Tencode|BsmtFinType2_LwQ', 'Condition2_Artery|PavedDrive_P', 'Alley_Pave|Neighborhood_Tencode', 'Exterior1st_CemntBd|2ndFlrSF', 'BsmtQual_Fa|ExterCond_Tencode', 'Exterior2nd_Stone|Neighborhood_NAmes', 'MSZoning_RM|ScreenPorch', 'Neighborhood_SWISU|Neighborhood_IDOTRR', 'HouseStyle_1.5Fin|Functional_Min2', 'Exterior2nd_Stone|Neighborhood_Edwards', 'Neighborhood_NWAmes|MSZoning_RH', 'BsmtFinType2_BLQ|ExterCond_Tencode', 'Neighborhood_Blmngtn|MoSold', 'MSZoning_Tencode|Exterior1st_Tencode', 'Condition2_Tencode|Exterior2nd_AsphShn', '2ndFlrSF|Foundation_Slab', 'BsmtQual_Tencode|HouseStyle_2Story', 'GarageType_CarPort|Exterior2nd_HdBoard', 'LandSlope_Mod|Neighborhood_NWAmes', 'BsmtCond_Gd|GarageFinish_RFn', 'LandSlope_Tencode|MiscFeature_Tencode', 'HeatingQC_Fa|BsmtFinType2_BLQ', 'LandContour_HLS|Exterior2nd_AsphShn', 'BsmtFinSF2|Neighborhood_SawyerW', 'BsmtFinType1_Rec|BldgType_1Fam', 'BsmtFinType1_Tencode|KitchenQual_TA', 'Functional_Maj1|FireplaceQu_TA', 'SaleCondition_Abnorml|Condition1_RRAn', 'Heating_GasA|GarageCond_Fa', 'BsmtFinType2_LwQ|MasVnrType_None', 'MiscFeature_Gar2|Neighborhood_BrkSide', 'Neighborhood_NPkVill|BsmtCond_Po', 'LandContour_HLS|Electrical_SBrkr', 'BedroomAbvGr|MoSold', 'ExterCond_Gd|Condition1_PosN', 'BldgType_Twnhs|ScreenPorch', 'SaleCondition_Tencode|BedroomAbvGr', 'Neighborhood_Edwards|HouseStyle_1.5Fin', 'Exterior2nd_Stucco|Street_Pave', 'LotShape_IR2|BsmtFinSF2', 'BldgType_Twnhs|BsmtHalfBath', 'SaleCondition_Tencode|CentralAir_Tencode', 'Condition1_Artery|HouseStyle_2.5Unf', 'KitchenQual_Gd|LandContour_Tencode', 'LandSlope_Tencode|Exterior1st_CemntBd', 'Neighborhood_SawyerW|Neighborhood_IDOTRR', 'Electrical_FuseA|Exterior2nd_BrkFace', 'Heating_Grav|MiscFeature_Shed', 'SaleCondition_Tencode|GarageFinish_Tencode', 'LandContour_Tencode|FireplaceQu_Ex', 'ScreenPorch|Foundation_Slab', 'SaleType_ConLI|Functional_Mod', 'LotConfig_CulDSac|BsmtFinType2_Rec', 'LotConfig_FR2|BsmtFinType2_Rec', 'MiscFeature_Othr|KitchenQual_Tencode', 'FireplaceQu_Gd|MasVnrType_None', 'Neighborhood_NWAmes|Condition2_Norm', 'LotFrontage|Street_Grvl', 'MasVnrType_BrkCmn|Foundation_Slab', 'LotShape_IR3|Exterior1st_Wd Sdng', 'LotShape_Tencode|LandSlope_Gtl', 'HouseStyle_SLvl|Neighborhood_MeadowV', 'GarageCond_Tencode|Foundation_Slab', 'Heating_Tencode|LotShape_IR3', 'Functional_Tencode|Exterior1st_Wd Sdng', 'Condition1_PosN|GarageQual_Tencode', 'FireplaceQu_Po|SaleType_WD', 'Neighborhood_Timber|GarageType_2Types', 'Exterior2nd_Stucco|HeatingQC_Tencode', 'RoofStyle_Hip|Neighborhood_IDOTRR', 'HeatingQC_Fa|Condition1_PosA', 'Functional_Tencode|Heating_GasW', 'MSZoning_RM|ExterCond_Fa', 'Heating_Grav|2ndFlrSF', 'GarageCond_Tencode|LotShape_IR3', 'LotShape_Tencode|GarageFinish_RFn', 'Neighborhood_ClearCr|GarageType_CarPort', 'RoofMatl_Tencode|Condition2_Tencode', 'BsmtExposure_Tencode|BsmtCond_Fa', 'BedroomAbvGr|GarageArea', 'LandSlope_Mod|BsmtFullBath', 'OpenPorchSF|BsmtFinSF1', 'GarageYrBlt|Condition1_RRAn', 'RoofMatl_CompShg|Neighborhood_BrkSide', 'OverallQual|Functional_Mod', 'EnclosedPorch|Electrical_Tencode', 'Exterior2nd_Stone|Functional_Tencode', 'PavedDrive_N|HouseStyle_1Story', 'HeatingQC_Gd|GarageFinish_RFn', 'Neighborhood_Tencode|Condition1_RRAn', 'OpenPorchSF|MSZoning_RM', 'SaleCondition_Normal|BsmtCond_Gd', 'GarageQual_Po|Exterior2nd_AsphShn', 'LandSlope_Tencode|ExterQual_Ex', 'GarageType_Basment|ScreenPorch', 'Neighborhood_ClearCr|RoofStyle_Gable', 'CentralAir_Y|Neighborhood_MeadowV', 'GarageQual_Po|BsmtFinType1_LwQ', 'HouseStyle_2.5Unf|Street_Pave', 'GarageCond_Fa|MasVnrArea', 'Condition1_PosA|Condition1_Feedr', 'Foundation_Tencode|Exterior1st_WdShing', 'SaleType_Tencode|Exterior2nd_AsphShn', 'Foundation_Stone|ExterQual_Ex', 'GarageType_Detchd|GarageFinish_Fin', 'FireplaceQu_Gd|Exterior1st_Stucco', 'Exterior1st_BrkFace|LandSlope_Gtl', 'SaleType_ConLI|FireplaceQu_Fa', 'Electrical_FuseP|GarageType_Basment', 'Neighborhood_Somerst|MiscFeature_Gar2', 'Neighborhood_CollgCr|Street_Grvl', 'Fence_Tencode|Functional_Mod', 'LotShape_Reg|BsmtExposure_No', 'Heating_GasW|ExterCond_Gd', 'BsmtUnfSF|Condition2_Artery', 'HeatingQC_TA|BsmtCond_Fa', 'Foundation_Tencode|RoofStyle_Shed', 'MoSold|BsmtCond_TA', 'Fireplaces|MasVnrArea', 'Alley_Tencode|Neighborhood_Timber', 'Neighborhood_NPkVill|LandSlope_Tencode', 'BsmtFinType1_BLQ|Exterior2nd_CmentBd', 'ExterQual_Gd|GarageCond_Ex', 'PavedDrive_Y|SaleCondition_Alloca', 'GrLivArea|Condition1_Feedr', 'MSZoning_FV|Foundation_Slab', 'Utilities_Tencode|Neighborhood_StoneBr', 'Neighborhood_Sawyer|Neighborhood_SawyerW', 'PavedDrive_N|SaleType_ConLw', 'Neighborhood_NPkVill|GarageFinish_Tencode', 'Heating_Grav|Neighborhood_BrkSide', 'LotShape_Reg|Foundation_Tencode', 'GarageQual_Fa|Exterior2nd_AsphShn', 'GarageCars|SaleCondition_Family', 'LotFrontage|Neighborhood_BrkSide', 'Neighborhood_Tencode|Exterior1st_Tencode', 'ExterCond_TA|GarageQual_Po', 'Utilities_Tencode|KitchenQual_Fa', 'Electrical_FuseP|Utilities_AllPub', 'MiscFeature_Othr|ExterCond_Tencode', 'HeatingQC_Ex|Electrical_FuseF', 'LotShape_Reg|LandContour_Tencode', 'Neighborhood_NPkVill|LotConfig_Corner', 'RoofMatl_Tencode|PoolQC_Tencode', 'Heating_GasA|BldgType_Tencode', 'KitchenQual_Gd|BsmtHalfBath', 'RoofStyle_Hip|BsmtFinType2_GLQ', 'PavedDrive_Tencode|1stFlrSF', 'Neighborhood_Somerst|BsmtFinType2_ALQ', 'Neighborhood_OldTown|Neighborhood_Gilbert', 'GarageType_Tencode|SaleType_CWD', 'LotShape_Reg|FireplaceQu_Ex', 'FullBath|HouseStyle_SLvl', 'Neighborhood_Gilbert|Exterior2nd_AsphShn', 'KitchenQual_TA|BsmtFinType1_Unf', 'Condition1_Artery|GarageCond_TA', 'Condition1_Artery|KitchenQual_Fa', 'GarageArea|Functional_Min1', 'Foundation_Stone|ExterCond_Fa', 'BldgType_Duplex|KitchenQual_Fa', 'FireplaceQu_Tencode|Electrical_FuseP', 'Alley_Tencode|BsmtFullBath', 'Heating_Tencode|BsmtExposure_No', 'FireplaceQu_Gd|SaleCondition_Abnorml', 'MoSold|Neighborhood_SawyerW', 'Exterior1st_HdBoard|Neighborhood_ClearCr', 'RoofStyle_Flat|Exterior1st_BrkComm', 'BsmtFinType2_Rec|ExterQual_Gd', 'YearRemodAdd|Exterior2nd_CmentBd', 'BsmtCond_TA|ExterQual_Fa', 'Functional_Mod|Exterior1st_Plywood', 'GarageCond_Ex|Street_Pave', 'MSZoning_RM|BsmtCond_Po', 'Exterior2nd_AsbShng|Neighborhood_IDOTRR', 'BsmtFinType1_Rec|MasVnrType_Tencode', 'LotShape_IR2|GarageFinish_Tencode', 'Neighborhood_StoneBr|Exterior1st_Plywood', 'Exterior1st_Stucco|GarageQual_Tencode', 'SaleType_ConLw|Condition1_RRAn', 'SaleType_ConLD|GarageQual_Tencode', 'SaleCondition_Tencode|Exterior2nd_MetalSd', 'Functional_Tencode|Exterior1st_AsbShng', 'Foundation_Tencode|Exterior2nd_HdBoard', 'Neighborhood_SWISU|MasVnrType_BrkFace', 'Heating_GasA|Fence_MnPrv', 'Alley_Pave|BsmtFinType2_Rec', 'LotShape_IR1|RoofMatl_WdShngl', 'BsmtFinType1_Tencode|Neighborhood_Timber', 'Foundation_BrkTil|BsmtFinType1_Rec', 'Condition2_Artery|MSSubClass', 'MSZoning_C (all)|RoofMatl_WdShngl', 'HeatingQC_TA|BsmtFinType1_Unf', 'RoofMatl_CompShg|Neighborhood_SawyerW', 'Condition1_RRAe|BsmtFinSF1', 'BsmtQual_Ex|BedroomAbvGr', 'LotArea|GarageType_2Types', 'Functional_Maj1|ExterQual_Tencode', 'BsmtExposure_Tencode|LotShape_Tencode', 'BsmtQual_Ex|KitchenQual_Tencode', 'MiscVal|ScreenPorch', 'BsmtFinType2_ALQ|HouseStyle_1.5Unf', 'Exterior2nd_Stucco|Electrical_FuseP', 'BsmtFinType1_BLQ|Neighborhood_NWAmes', 'KitchenQual_Tencode|WoodDeckSF', 'BsmtQual_TA|Exterior1st_Wd Sdng', 'MiscVal|LotConfig_Tencode', 'LowQualFinSF|MSZoning_RM', 'Foundation_CBlock|Exterior1st_BrkComm', 'Exterior2nd_BrkFace|OpenPorchSF', 'GarageCond_TA|Exterior1st_Tencode', 'Condition1_Artery|LotConfig_Corner', 'LandContour_HLS|Exterior2nd_Wd Sdng', 'Condition1_Feedr|Neighborhood_MeadowV', 'LotShape_Reg|Exterior1st_CemntBd', 'PavedDrive_N|Exterior2nd_AsphShn', 'GarageCond_Po|BsmtExposure_No', 'Neighborhood_Tencode|3SsnPorch', 'Exterior1st_Stucco|Condition2_Artery', 'PoolQC_Tencode|Exterior2nd_Plywood', 'MasVnrType_None|FireplaceQu_TA', 'SaleType_WD|BsmtExposure_No', 'RoofMatl_Tar&Grv|PavedDrive_P', 'GarageCond_Tencode|Exterior2nd_Brk Cmn', 'HeatingQC_TA|BsmtFinType2_Unf', 'Functional_Tencode|GarageQual_Fa', 'GarageFinish_Unf|Exterior1st_Stucco', 'BsmtFinType1_BLQ|BsmtQual_Tencode', 'ExterCond_Gd|MasVnrType_Stone', 'RoofStyle_Gable|GarageCond_Ex', 'RoofMatl_Tencode|MasVnrArea', 'Heating_GasW|Exterior1st_BrkComm', 'PavedDrive_P|Exterior1st_WdShing', 'FireplaceQu_Po|Condition1_Feedr', 'MoSold|Condition1_Feedr', 'RoofMatl_Tencode|Foundation_CBlock', 'GarageCars|Neighborhood_OldTown', 'Neighborhood_Mitchel|GarageQual_Po', 'HouseStyle_Tencode|GarageArea', 'GarageArea|Exterior2nd_HdBoard', 'SaleType_ConLI|SaleType_New', 'SaleType_ConLI|ExterCond_Gd', 'KitchenQual_Fa|Condition1_Tencode', 'SaleCondition_Alloca|LotConfig_Inside', 'BsmtQual_TA|Functional_Min2', 'ExterCond_TA|LandSlope_Tencode', 'LotArea|Exterior1st_WdShing', 'BsmtFinType1_Rec|RoofMatl_WdShngl', 'FireplaceQu_TA|RoofMatl_WdShngl', 'BsmtFinType2_LwQ|MiscFeature_Gar2', 'LotShape_IR1|LandContour_Bnk', 'LandContour_Lvl|HouseStyle_1.5Fin', 'HouseStyle_Tencode|ScreenPorch', 'HouseStyle_2.5Unf|MSZoning_RL', 'Electrical_Tencode|Neighborhood_Veenker', 'LandSlope_Sev|MasVnrType_None', 'TotRmsAbvGrd|MasVnrType_BrkCmn', 'GarageCond_Tencode|SaleType_Tencode', '3SsnPorch|GarageQual_Fa', 'LandSlope_Sev|BldgType_1Fam', 'RoofStyle_Gambrel|BsmtFinType1_LwQ', 'Exterior1st_HdBoard|Exterior1st_VinylSd', 'GarageCond_Tencode|Exterior1st_MetalSd', 'Fireplaces|SaleCondition_Partial', 'GarageCond_Fa|ExterQual_Ex', 'Foundation_PConc|GarageType_Basment', 'SaleType_New|Utilities_AllPub', 'GarageQual_Gd|Exterior2nd_CmentBd', 'RoofMatl_CompShg|Neighborhood_NoRidge', 'TotRmsAbvGrd|FireplaceQu_TA', 'HouseStyle_Tencode|SaleType_CWD', 'ExterCond_TA|Street_Grvl', 'LandContour_Tencode|KitchenQual_Fa', 'BsmtQual_TA|Functional_Mod', 'Fence_Tencode|LotConfig_Inside', 'BldgType_Tencode|Neighborhood_Timber', 'Exterior2nd_VinylSd|Condition2_Artery', 'BldgType_Duplex|ExterQual_Gd', 'Foundation_Stone|2ndFlrSF', 'SaleType_ConLI|BedroomAbvGr', 'Neighborhood_NPkVill|Exterior2nd_HdBoard', 'FireplaceQu_Po|Exterior2nd_AsphShn', 'Utilities_Tencode|LotShape_Tencode', 'Neighborhood_CollgCr|Exterior1st_MetalSd', 'SaleCondition_Tencode|PoolQC_Tencode', 'Electrical_FuseA|MSZoning_FV', 'HalfBath|Condition1_RRAn', 'SaleType_ConLI|MiscFeature_Gar2', 'LotShape_Reg|Neighborhood_SWISU', '3SsnPorch|Condition2_Artery', 'ExterQual_Ex|ExterQual_Fa', 'BsmtFinType1_LwQ|Fence_MnWw', 'LandContour_Low|TotalBsmtSF', 'FireplaceQu_Gd|MasVnrType_BrkCmn', 'Fireplaces|Neighborhood_Tencode', 'MSSubClass|FireplaceQu_TA', 'Functional_Mod|Exterior1st_MetalSd', 'Functional_Typ|KitchenQual_Gd', 'LandSlope_Mod|GarageQual_TA', 'LotShape_IR1|GarageType_Basment', 'GarageFinish_Unf|BsmtFinSF2', 'Foundation_PConc|BldgType_1Fam', 'SaleCondition_Alloca|BldgType_Tencode', 'HouseStyle_1Story|RoofMatl_Tar&Grv', 'Neighborhood_BrDale|BldgType_1Fam', 'HouseStyle_SLvl|RoofMatl_WdShngl', 'RoofStyle_Shed|Neighborhood_NWAmes', 'BsmtQual_TA|SaleCondition_Abnorml', 'Neighborhood_BrDale|Foundation_BrkTil', 'Alley_Tencode|Neighborhood_NoRidge', 'LandSlope_Tencode|Neighborhood_SWISU', 'MiscFeature_Othr|RoofMatl_CompShg', 'LandSlope_Gtl|GarageCond_Ex', 'Functional_Min1|ExterQual_Gd', 'LotConfig_FR2|Neighborhood_SawyerW', 'LotConfig_FR2|Fence_MnWw', 'BsmtFinType1_Rec|Condition2_Artery', 'Electrical_Tencode|MSZoning_FV', 'Foundation_PConc|HeatingQC_Fa', 'SaleType_Tencode|MSSubClass', 'SaleCondition_Alloca|HouseStyle_1.5Fin', 'LandSlope_Mod|HeatingQC_Tencode', '3SsnPorch|Exterior2nd_Wd Shng', 'LotConfig_Tencode|MasVnrType_BrkFace', 'HouseStyle_SFoyer|ExterQual_Fa', 'CentralAir_N|Exterior2nd_Wd Shng', 'LandContour_HLS|MasVnrType_BrkFace', 'LotShape_Reg|Condition1_RRAe', 'Alley_Pave|Neighborhood_CollgCr', 'SaleCondition_Tencode|BsmtFinSF2', 'Neighborhood_NWAmes|Neighborhood_Crawfor', 'Neighborhood_CollgCr|SaleType_New', 'PavedDrive_Tencode|2ndFlrSF', 'GarageType_CarPort|Neighborhood_Crawfor', 'GarageFinish_Tencode|MSZoning_Tencode', 'Exterior1st_CemntBd|Exterior2nd_Plywood', 'Neighborhood_NPkVill|BsmtQual_Ex', 'Electrical_FuseP|ExterCond_Fa', 'PoolQC_Tencode|MSZoning_RL', 'KitchenQual_Gd|Exterior2nd_Tencode', 'SaleType_COD|Neighborhood_SawyerW', 'Neighborhood_Blmngtn|SaleType_ConLD', 'SaleType_Oth|Exterior1st_MetalSd', 'RoofMatl_CompShg|Fence_MnPrv', 'CentralAir_Tencode|Exterior2nd_HdBoard', 'BsmtFinType2_Tencode|BsmtFinType1_BLQ', 'Exterior1st_BrkFace|OverallCond', 'GarageQual_Gd|ExterCond_Gd', 'Neighborhood_Gilbert|Exterior1st_MetalSd', 'RoofMatl_Tencode|MoSold', 'LotFrontage|GarageFinish_RFn', 'FireplaceQu_Tencode|YrSold', 'BsmtExposure_Tencode|LowQualFinSF', 'Neighborhood_NridgHt|GarageCond_Gd', 'SaleType_WD|Condition2_Norm', 'Neighborhood_CollgCr|ExterQual_Ex', 'SaleCondition_Normal|SaleType_Oth', 'BldgType_Duplex|GarageType_Basment', 'FireplaceQu_Po|SaleType_CWD', 'Neighborhood_BrDale|BsmtFinType2_LwQ', 'LotFrontage|HouseStyle_SLvl', 'Neighborhood_BrDale|Neighborhood_StoneBr', 'RoofMatl_CompShg|HeatingQC_Ex', '3SsnPorch|HouseStyle_1.5Fin', 'Fence_Tencode|BsmtQual_Ex', 'GarageCond_Tencode|RoofMatl_WdShngl', 'Neighborhood_ClearCr|Condition2_Artery', 'GarageCond_Fa|KitchenQual_TA', 'HeatingQC_TA|BsmtFinType1_GLQ', 'GarageCond_Gd|GarageFinish_RFn', 'Condition1_Feedr|SaleType_CWD', 'LandContour_Lvl|RoofMatl_WdShngl', 'BsmtExposure_Tencode|Neighborhood_IDOTRR', 'Neighborhood_Tencode|BsmtFinType2_LwQ', 'Neighborhood_NridgHt|GarageQual_Fa', 'SaleType_CWD|Exterior1st_WdShing', 'KitchenAbvGr|SaleCondition_Partial', 'MSSubClass|BsmtCond_Fa', 'Neighborhood_Veenker|Exterior1st_VinylSd', 'Heating_Tencode|Neighborhood_BrkSide', 'BsmtFinType2_Rec|BsmtExposure_Gd', 'RoofStyle_Gambrel|MSZoning_C (all)', 'GarageCond_Gd|Exterior2nd_Brk Cmn', 'PoolQC_Tencode|HeatingQC_Tencode', 'BldgType_Duplex|BsmtExposure_No', 'SaleCondition_Tencode|Fence_GdWo', 'Exterior1st_BrkFace|BsmtFullBath', 'GarageCond_Fa|MSZoning_FV', 'LandContour_Bnk|BldgType_1Fam', 'GarageFinish_Unf|OpenPorchSF', 'HouseStyle_1Story|SaleType_ConLI', 'Neighborhood_Gilbert|LotShape_IR3', 'Foundation_Slab|WoodDeckSF', 'Foundation_BrkTil|BsmtCond_Fa', 'BsmtQual_Tencode|PavedDrive_P', 'BsmtQual_TA|GarageQual_Tencode', 'ExterQual_Ex|Neighborhood_IDOTRR', 'RoofStyle_Shed|Functional_Mod', 'Neighborhood_Somerst|RoofMatl_WdShngl', 'LotShape_IR1|Neighborhood_BrkSide', 'Neighborhood_Tencode|Functional_Min1', 'MoSold|PavedDrive_P', 'Electrical_Tencode|BsmtFinType1_Unf', 'BsmtUnfSF|Neighborhood_IDOTRR', 'OverallQual|Exterior1st_HdBoard', 'Condition1_PosN|MiscFeature_Gar2', 'OverallQual|RoofStyle_Hip', 'Utilities_Tencode|Fence_GdWo', 'HeatingQC_Gd|LotConfig_CulDSac', 'MasVnrArea|Street_Pave', 'MiscFeature_Tencode|GarageYrBlt', 'SaleType_ConLD|GarageCond_Fa', 'PavedDrive_N|Foundation_Slab', 'Functional_Tencode|Neighborhood_OldTown', 'Exterior2nd_Tencode|Exterior2nd_CmentBd', 'KitchenQual_Tencode|Exterior1st_MetalSd', 'LandSlope_Sev|BsmtFinType1_ALQ', 'RoofMatl_Tencode|Neighborhood_Somerst', 'Exterior2nd_Brk Cmn|Street_Pave', 'Electrical_FuseF|OverallCond', 'LotArea|Neighborhood_Edwards', 'Exterior2nd_Tencode|MSZoning_Tencode', 'Condition2_Artery|CentralAir_Tencode', 'Condition1_Tencode|MSZoning_RL', 'Electrical_FuseF|SaleType_COD', 'GarageQual_TA|MSZoning_FV', 'YearRemodAdd|Neighborhood_Crawfor', 'LotConfig_CulDSac|Functional_Min2', 'SaleCondition_Tencode|KitchenQual_TA', 'YearRemodAdd|BsmtFinType1_LwQ', 'GarageCond_Gd|Neighborhood_Timber', 'ExterCond_Tencode|GarageFinish_Tencode', 'BsmtQual_Tencode|GarageType_Tencode', 'SaleType_ConLw|BsmtFinType1_LwQ', 'Neighborhood_OldTown|GarageYrBlt', 'ExterCond_Gd|MSSubClass', 'GarageCond_Gd|Neighborhood_SawyerW', 'GarageCond_Gd|BsmtUnfSF', 'RoofStyle_Gambrel|RoofStyle_Gable', 'MiscVal|BsmtCond_TA', 'Exterior2nd_Tencode|Alley_Grvl', 'Fence_Tencode|BsmtFinType2_BLQ', 'Foundation_BrkTil|Exterior2nd_VinylSd', 'OverallQual|BsmtFinType1_ALQ', 'Electrical_SBrkr|MSSubClass', 'FireplaceQu_Tencode|Fence_Tencode', 'Heating_GasW|PavedDrive_P', 'SaleType_ConLw|2ndFlrSF', 'PavedDrive_Tencode|BsmtQual_TA', 'Fence_GdPrv|BsmtFullBath', 'GarageType_Tencode|Neighborhood_StoneBr', 'RoofStyle_Hip|Heating_Grav', 'BldgType_Duplex|ExterQual_Fa', 'Neighborhood_Mitchel|Exterior2nd_BrkFace', 'HouseStyle_SLvl|Fence_MnWw', 'Exterior2nd_BrkFace|Street_Pave', 'BsmtQual_Fa|ExterCond_Fa', 'Neighborhood_NPkVill|Exterior2nd_Wd Shng', 'HouseStyle_1Story|Neighborhood_Timber', 'GarageQual_Gd|RoofMatl_Tar&Grv', 'KitchenQual_Ex|Neighborhood_Tencode', 'BsmtCond_Gd|Exterior1st_MetalSd', 'GarageCond_Ex|MasVnrType_Tencode', 'Neighborhood_Edwards|Exterior2nd_Plywood', 'SaleType_ConLI|FireplaceQu_Ex', 'TotalBsmtSF|Neighborhood_NAmes', 'LotConfig_FR2|SaleCondition_Normal', 'RoofStyle_Hip|Neighborhood_NPkVill', 'Neighborhood_NWAmes|Neighborhood_IDOTRR', 'BsmtCond_Po|BsmtExposure_Mn', 'HeatingQC_TA|MiscFeature_Othr', 'RoofStyle_Gambrel|Neighborhood_Gilbert', 'HeatingQC_Gd|RoofStyle_Tencode', 'Electrical_FuseP|GarageCond_Gd', 'BsmtFinType1_ALQ|Neighborhood_Crawfor', 'MoSold|Fence_MnWw', 'HeatingQC_Gd|Neighborhood_MeadowV', 'Exterior2nd_Stucco|BsmtQual_TA', 'Exterior1st_BrkFace|Neighborhood_Blmngtn', 'Exterior2nd_CmentBd|BldgType_TwnhsE', 'GarageFinish_Unf|SaleCondition_Partial', 'Exterior1st_Tencode|MasVnrType_Tencode', 'MSZoning_RM|MSZoning_FV', 'GarageQual_Po|Alley_Grvl', 'HouseStyle_1Story|LowQualFinSF', 'Utilities_Tencode|ExterQual_TA', 'RoofMatl_Tencode|HouseStyle_1.5Fin', 'LotConfig_FR2|SaleCondition_Abnorml', 'LotArea|BsmtFinType2_Unf', 'SaleType_Tencode|SaleType_Oth', 'Exterior2nd_VinylSd|GarageQual_Fa', 'MSZoning_Tencode|HouseStyle_2Story', 'LotConfig_CulDSac|SaleType_COD', 'SaleCondition_Normal|Neighborhood_Timber', 'MiscFeature_Shed|Neighborhood_Gilbert', 'FullBath|Neighborhood_SawyerW', 'Fence_Tencode|Neighborhood_Edwards', 'GarageFinish_Unf|Fireplaces', 'Neighborhood_NAmes|MasVnrType_Stone', 'Foundation_PConc|HouseStyle_1.5Unf', 'HeatingQC_Gd|HalfBath', 'MSZoning_C (all)|MSSubClass', 'Fireplaces|TotRmsAbvGrd', 'BsmtFinType2_ALQ|Neighborhood_MeadowV', 'Neighborhood_BrDale|KitchenQual_Tencode', 'Functional_Tencode|Fireplaces', 'Heating_GasW|BldgType_TwnhsE', 'Alley_Tencode|FireplaceQu_Fa', 'Exterior2nd_VinylSd|GarageCond_Ex', 'OpenPorchSF|HouseStyle_2Story', 'ExterQual_TA|GarageCond_Po', 'BsmtExposure_No|MasVnrArea', 'BsmtFinType1_ALQ|Utilities_AllPub', 'RoofStyle_Flat|MSZoning_Tencode', 'LandSlope_Mod|BsmtFinType1_GLQ', 'BldgType_Duplex|FireplaceQu_TA', 'Condition1_Norm|Exterior1st_Wd Sdng', 'MiscFeature_Othr|Neighborhood_SWISU', 'Functional_Mod|Exterior2nd_Wd Shng', 'Condition1_Tencode', 'GarageType_Tencode|Street_Pave', 'LotFrontage|PavedDrive_Tencode', 'BsmtFinType2_Unf', 'GarageArea|Neighborhood_BrkSide', 'SaleCondition_Alloca|WoodDeckSF', 'LandSlope_Tencode|MasVnrType_None', 'Neighborhood_NPkVill|BsmtFinType1_GLQ', 'MiscFeature_Othr|BsmtFinType1_GLQ', 'KitchenQual_Ex|Neighborhood_MeadowV', 'HouseStyle_2.5Unf|GarageFinish_RFn', 'LotConfig_Corner|Exterior2nd_HdBoard', 'FireplaceQu_Ex|Street_Grvl', 'Exterior1st_AsbShng|ExterQual_Tencode', 'GarageCond_Po|Exterior2nd_MetalSd', 'BsmtFinType2_Rec|CentralAir_Y', 'Functional_Min1|BsmtCond_Po', 'Neighborhood_NPkVill|MSZoning_RM', 'RoofMatl_CompShg|LandContour_Tencode', 'YearRemodAdd|OpenPorchSF', 'LotConfig_CulDSac|BsmtExposure_Av', 'Exterior1st_HdBoard|BsmtFinType1_BLQ', 'FireplaceQu_Tencode|Exterior2nd_Tencode', 'BsmtFinType2_Rec|WoodDeckSF', 'Electrical_FuseP|HouseStyle_1.5Unf', 'YearRemodAdd|3SsnPorch', 'Utilities_Tencode|KitchenQual_Ex', 'LandContour_Tencode|BsmtCond_Gd', 'Foundation_Stone|BsmtUnfSF', 'Neighborhood_Veenker|CentralAir_Y', 'ExterCond_Tencode|FireplaceQu_Ex', 'YrSold|Exterior2nd_MetalSd', '2ndFlrSF|LotShape_IR3', 'Foundation_PConc|Electrical_FuseF', 'Utilities_AllPub|GarageType_2Types', 'Neighborhood_Tencode|LandContour_HLS', 'Neighborhood_OldTown|GarageFinish_RFn', 'Exterior1st_BrkComm|BsmtExposure_No', 'Neighborhood_Blmngtn|MiscFeature_Tencode', 'BsmtHalfBath|GarageQual_Tencode', 'GarageType_BuiltIn|LotConfig_Inside', 'Exterior2nd_AsbShng|MasVnrType_Tencode', 'RoofStyle_Gable|BsmtFinType2_LwQ', 'LotFrontage|GarageCond_TA', 'BsmtFinType1_BLQ|Electrical_Tencode', 'GarageCond_Fa|SaleCondition_Abnorml', 'BsmtFinSF2|Exterior1st_WdShing', 'Neighborhood_NoRidge|ExterQual_Ex', 'Exterior1st_BrkFace|Functional_Maj2', 'SaleType_WD|Neighborhood_NWAmes', 'FullBath|Exterior2nd_Tencode', 'MiscFeature_Othr|Neighborhood_Veenker', 'HeatingQC_Tencode|BldgType_1Fam', 'LotConfig_CulDSac|Exterior2nd_Plywood', 'HouseStyle_SFoyer|MasVnrType_None', 'Electrical_FuseF|Fence_MnWw', 'Electrical_FuseF|GarageType_Attchd', 'Neighborhood_Mitchel|1stFlrSF', 'PoolQC_Tencode|Functional_Mod', 'PavedDrive_N|Alley_Tencode', 'GarageCond_Tencode|HeatingQC_Tencode', 'GarageQual_Gd|Neighborhood_Mitchel', 'FireplaceQu_Tencode|Neighborhood_Mitchel', 'GarageCars|PoolArea', 'BsmtQual_Fa|GarageQual_Fa', 'YrSold|LandContour_Low', 'Neighborhood_OldTown|ExterCond_Gd', 'OverallCond|BsmtCond_Fa', 'Alley_Grvl|ExterCond_Fa', 'LandContour_HLS|GarageType_CarPort', 'GarageYrBlt|Exterior1st_WdShing', 'LotConfig_CulDSac|Exterior1st_Wd Sdng', 'Exterior2nd_Plywood|Neighborhood_MeadowV', 'YearBuilt|ExterCond_Fa', 'Electrical_FuseP|PavedDrive_P', 'Neighborhood_NPkVill|BsmtCond_Gd', 'Alley_Grvl|Exterior1st_WdShing', 'LandContour_HLS|Alley_Grvl', 'GrLivArea|Fence_MnPrv', 'FireplaceQu_Tencode', 'KitchenAbvGr|Exterior2nd_CmentBd', 'Exterior1st_CemntBd|MSSubClass', 'PavedDrive_Y|Condition1_PosA', 'BsmtCond_Tencode|MSSubClass', 'Neighborhood_Tencode|Neighborhood_NWAmes', 'RoofMatl_Tencode|RoofStyle_Gambrel', 'HouseStyle_SFoyer|ExterCond_Gd', 'ExterCond_Tencode|SaleCondition_Partial', 'LotShape_Tencode|Foundation_PConc', 'LotConfig_Corner|SaleType_WD', 'BsmtExposure_No|MasVnrType_BrkFace', 'LotShape_Reg|Functional_Typ', 'KitchenQual_Fa|BsmtExposure_Mn', 'BldgType_Duplex|LandContour_HLS', 'Functional_Min1|MSZoning_Tencode', 'Alley_Tencode|ExterQual_Ex', 'KitchenQual_Tencode|SaleType_COD', 'FullBath|Neighborhood_Veenker', 'Electrical_FuseF|BsmtFinType2_Unf', 'GarageCars|FireplaceQu_Po', 'Fence_GdWo|GarageFinish_RFn', 'GarageQual_Fa|Exterior1st_WdShing', 'BsmtFinType2_ALQ|BldgType_TwnhsE', 'Neighborhood_NWAmes|Functional_Min2', 'EnclosedPorch|MSZoning_Tencode', 'BldgType_1Fam|BsmtExposure_No', 'SaleCondition_Normal|Exterior2nd_AsphShn', 'Exterior2nd_AsbShng|LotShape_Reg', 'Neighborhood_SWISU|BsmtExposure_Mn', 'Condition1_Artery|ExterQual_Tencode', 'HeatingQC_Fa|WoodDeckSF', 'Neighborhood_ClearCr|MSZoning_RM', 'Exterior2nd_CmentBd|BsmtFinType2_LwQ', 'Neighborhood_SawyerW|Neighborhood_MeadowV', 'SaleType_ConLw|SaleType_Tencode', 'GarageQual_Po|GarageQual_Tencode', 'GarageType_CarPort|ScreenPorch', 'KitchenQual_Gd|2ndFlrSF', 'BsmtUnfSF|RoofMatl_WdShngl', 'GarageQual_Fa|Functional_Min1', 'MasVnrType_None|SaleCondition_Partial', 'Utilities_Tencode|Neighborhood_Edwards', 'Electrical_FuseA|PoolQC_Tencode', 'BsmtFinSF2|Exterior2nd_Wd Sdng', 'Functional_Typ|TotRmsAbvGrd', 'RoofMatl_Tencode|GrLivArea', 'BsmtFinType1_BLQ|BsmtFinType2_Unf', 'BsmtFinType1_Unf|BsmtQual_Gd', 'Neighborhood_NPkVill|GarageCond_Fa', 'KitchenQual_Ex|Neighborhood_Veenker', 'Exterior2nd_BrkFace|RoofStyle_Shed', 'TotRmsAbvGrd|OverallCond', 'GarageType_Detchd|GarageQual_Tencode', 'Condition2_Artery|Functional_Min2', 'Heating_Tencode|Exterior2nd_MetalSd', 'BsmtFullBath|BsmtFinType2_Rec', 'Electrical_Tencode|BsmtQual_TA', 'HouseStyle_1.5Unf|ExterCond_Tencode', 'HeatingQC_Gd|Condition1_PosN', 'GarageCond_Fa|BsmtQual_Gd', 'OverallQual|Electrical_FuseA', 'GarageYrBlt|Exterior2nd_HdBoard', 'HeatingQC_Gd|RoofStyle_Gable', 'RoofStyle_Flat|HeatingQC_Fa', 'Exterior2nd_AsbShng|MasVnrType_Stone', 'SaleType_ConLw|Street_Grvl', 'BldgType_2fmCon|FireplaceQu_Po', 'Neighborhood_Somerst|KitchenQual_Ex', 'HeatingQC_Gd|Exterior1st_Tencode', 'BsmtFinType2_Tencode|HalfBath', 'Exterior2nd_Stone|Exterior2nd_CmentBd', 'FireplaceQu_Tencode|LandContour_Bnk', 'HeatingQC_Tencode|BsmtExposure_Av', 'Condition1_Artery|Neighborhood_Gilbert', 'YrSold|KitchenQual_Ex', 'BldgType_2fmCon|GarageFinish_Tencode', 'BsmtFinType2_Tencode|LotFrontage', 'Exterior2nd_CmentBd|MasVnrArea', 'Condition1_Artery|Electrical_FuseP', 'Condition2_Tencode|Condition1_Tencode', 'MiscFeature_Othr|RoofMatl_Tar&Grv', 'MiscFeature_Othr|ExterQual_Ex', 'BsmtCond_Po|Neighborhood_Gilbert', 'PavedDrive_Tencode|MiscFeature_Tencode', 'KitchenQual_Ex|Neighborhood_StoneBr', 'LotShape_Reg|Functional_Mod', 'MSZoning_RM|RoofStyle_Tencode', 'Utilities_Tencode|Neighborhood_Veenker', 'Condition2_Artery|Foundation_Slab', 'LotShape_IR1|MiscFeature_Tencode', 'Exterior1st_Stucco|BsmtUnfSF', 'Condition1_Tencode|Exterior2nd_AsphShn', 'Exterior1st_AsbShng|GarageType_BuiltIn', 'LotArea|Functional_Maj1', 'FireplaceQu_Fa|CentralAir_N', 'EnclosedPorch|Fence_GdPrv', 'Condition1_PosA|BsmtFinType2_Unf', 'GarageFinish_Unf|Exterior2nd_Brk Cmn', 'BldgType_Duplex|HouseStyle_SFoyer', 'HouseStyle_Tencode|GarageType_BuiltIn', 'GarageQual_TA|Street_Grvl', 'Alley_Pave|HouseStyle_1.5Unf', 'Exterior1st_HdBoard|GarageCond_Gd', 'PoolQC_Tencode|PavedDrive_P', 'Foundation_Tencode|Exterior1st_VinylSd', 'Neighborhood_ClearCr|MasVnrType_None', 'Exterior2nd_AsbShng|LandContour_Low', 'SaleType_Tencode|Neighborhood_SawyerW', 'Neighborhood_ClearCr|CentralAir_N', 'YearRemodAdd|BedroomAbvGr', 'KitchenQual_Tencode|Neighborhood_MeadowV', 'SaleCondition_Alloca|BsmtFinType2_LwQ', 'BsmtFinType2_Unf|Exterior1st_Tencode', 'MasVnrType_None|WoodDeckSF', 'LotArea|BsmtFinType2_ALQ', 'RoofMatl_Tencode|LandContour_Tencode', 'GarageCond_Po|BsmtHalfBath', 'LandSlope_Mod|BsmtFinType2_LwQ', 'Exterior2nd_Tencode|BsmtQual_Gd', 'GarageType_BuiltIn|ExterQual_Fa', 'GarageCond_Tencode|ExterQual_Fa', 'Condition2_Tencode|MSSubClass', 'Alley_Pave|Neighborhood_ClearCr', 'BsmtFinType1_Tencode|HouseStyle_2.5Unf', 'BsmtFinSF2|BsmtFinType1_LwQ', 'Street_Tencode|BsmtExposure_Gd', 'Neighborhood_Somerst|Condition1_Tencode', 'BsmtFinSF1|Neighborhood_MeadowV', 'Neighborhood_NWAmes|Neighborhood_MeadowV', '1stFlrSF|Exterior2nd_Wd Shng', 'CentralAir_Tencode|BsmtExposure_Mn', 'Condition2_Norm|MiscFeature_Gar2', 'Neighborhood_BrDale|Exterior2nd_MetalSd', 'RoofMatl_Tar&Grv|GarageFinish_Tencode', 'LandSlope_Tencode|ExterCond_Gd', 'LandSlope_Mod|LandContour_HLS', 'KitchenAbvGr|Condition2_Artery', 'BldgType_Twnhs|Condition2_Artery', 'GarageType_Basment|Exterior1st_Plywood', 'Exterior1st_VinylSd|BsmtFinType1_GLQ', 'LotConfig_CulDSac|Functional_Mod', 'Exterior1st_BrkFace|LotShape_IR1', 'TotRmsAbvGrd|Exterior2nd_Plywood', 'RoofStyle_Shed|RoofStyle_Tencode', 'FireplaceQu_TA|Fence_MnPrv', 'BsmtFullBath|Condition2_Norm', 'BsmtFinType1_Tencode|RoofMatl_CompShg', 'GarageQual_Po|Neighborhood_SawyerW', 'GarageYrBlt|Neighborhood_MeadowV', 'MasVnrType_BrkCmn|OverallCond', 'LotConfig_Corner|BsmtFinType2_BLQ', 'LotConfig_Tencode|Exterior2nd_Wd Sdng', 'Electrical_FuseA|MiscFeature_Gar2', 'GarageCond_Po|BsmtQual_Tencode', 'Foundation_PConc|LandSlope_Sev', 'Street_Tencode|MSSubClass', 'ExterQual_TA|BsmtFinType2_ALQ', 'TotRmsAbvGrd|BsmtFinSF1', 'KitchenQual_Ex|GarageCond_Gd', 'Alley_Pave|BldgType_1Fam', 'Street_Tencode|CentralAir_Tencode', 'PavedDrive_N|Condition1_Norm', 'EnclosedPorch|Alley_Pave', 'GarageType_BuiltIn|Street_Pave', 'HouseStyle_SLvl|BsmtExposure_No', 'FireplaceQu_Ex|Exterior1st_Wd Sdng', 'RoofMatl_CompShg|Heating_Tencode', 'Exterior2nd_CmentBd|MiscFeature_Gar2', 'HouseStyle_1Story|HouseStyle_SLvl', 'LotConfig_CulDSac', 'MoSold|Functional_Min2', 'Electrical_FuseP|SaleCondition_Alloca', 'FireplaceQu_Tencode|CentralAir_Tencode', 'BsmtFinSF1|BsmtExposure_Gd', 'Neighborhood_SWISU|MasVnrType_None', 'HeatingQC_Gd|Condition2_Tencode', 'Electrical_Tencode|Foundation_Slab', 'Neighborhood_CollgCr|BsmtQual_Gd', 'RoofStyle_Hip|HeatingQC_Fa', 'GarageCond_Po|LotArea', 'Neighborhood_NPkVill|BsmtQual_TA', 'GarageQual_Gd|Exterior2nd_BrkFace', 'BsmtFinType2_BLQ|GarageYrBlt', 'GarageFinish_Unf|BsmtFinSF1', 'Condition1_PosN|SaleCondition_Abnorml', 'LandSlope_Sev|LotConfig_Tencode', 'MoSold|2ndFlrSF', 'MasVnrType_None|BsmtCond_Tencode', 'LandContour_HLS|SaleType_Tencode', 'Exterior1st_BrkFace|Neighborhood_Timber', 'BldgType_2fmCon|SaleType_COD', 'LotShape_IR2|HeatingQC_Ex', 'Street_Tencode|ExterQual_Gd', 'Heating_Tencode|LandSlope_Tencode', 'Alley_Tencode|MiscFeature_Tencode', 'Foundation_Tencode|BsmtCond_TA', 'BldgType_1Fam|ExterCond_Fa', 'MasVnrType_BrkCmn|GarageType_2Types', 'ExterQual_TA|Fence_GdWo', 'Neighborhood_ClearCr|GarageYrBlt', 'PoolArea|Exterior1st_MetalSd', 'Foundation_PConc|LotConfig_CulDSac', '3SsnPorch|GarageArea', 'HeatingQC_Fa|Neighborhood_SawyerW', 'LandSlope_Tencode|BsmtFinType2_BLQ', 'Condition1_RRAe|BsmtFinType1_Unf', 'PavedDrive_N|FireplaceQu_TA', 'Neighborhood_NPkVill|LotShape_IR1', 'HeatingQC_TA|ExterCond_Fa', 'Neighborhood_Mitchel|GarageType_2Types', 'HeatingQC_Tencode|Neighborhood_StoneBr', 'BsmtFinType1_Unf|Exterior2nd_HdBoard', 'GarageCond_Po|Exterior1st_AsbShng', 'Electrical_FuseF|MSZoning_RH', 'BsmtUnfSF', 'Heating_GasA|Functional_Min2', 'RoofStyle_Tencode|MasVnrType_Tencode', 'Condition1_PosA|GarageArea', 'LotConfig_Tencode|Street_Pave', 'Electrical_Tencode|KitchenQual_Tencode', 'FireplaceQu_Tencode|Functional_Maj1', 'Heating_GasA|HouseStyle_1.5Unf', 'RoofMatl_CompShg|BsmtCond_Po', 'BsmtQual_Fa|Alley_Grvl', '3SsnPorch|BldgType_TwnhsE', 'EnclosedPorch|2ndFlrSF', 'SaleType_WD|RoofMatl_WdShngl', 'Heating_GasA|BsmtQual_Gd', 'Neighborhood_NridgHt|Exterior2nd_Plywood', 'SaleCondition_Normal|Neighborhood_StoneBr', 'Condition1_PosA|Street_Pave', 'Electrical_FuseA|GarageType_Attchd', 'MoSold|MSSubClass', 'MSZoning_C (all)|MasVnrArea', 'FullBath|GarageType_Basment', 'LotShape_IR2|BsmtCond_TA', 'ExterCond_TA|ExterCond_Fa', 'KitchenQual_Gd|Utilities_AllPub', 'GarageCond_Ex|CentralAir_N', 'Exterior2nd_Tencode|LotConfig_Tencode', 'BsmtFinType1_Unf|MasVnrType_Tencode', 'BsmtFinType2_ALQ|Fence_GdPrv', 'BsmtHalfBath|Neighborhood_Crawfor', 'Condition1_Tencode|Exterior1st_BrkComm', 'OverallQual|2ndFlrSF', 'PavedDrive_Tencode|Foundation_CBlock', 'SaleType_New|Fence_GdWo', 'SaleType_WD|BsmtFinType2_LwQ', 'BsmtExposure_Av|ExterCond_Fa', 'BsmtFinType1_GLQ|BsmtCond_Fa', 'OverallQual|SaleType_CWD', 'RoofStyle_Hip|ExterCond_Gd', 'BldgType_Duplex|LotShape_IR3', 'Neighborhood_OldTown|Exterior1st_VinylSd', 'LandSlope_Sev|MasVnrType_Stone', 'FireplaceQu_Po|RoofStyle_Tencode', 'LotConfig_Tencode|ExterQual_Ex', 'GarageFinish_Unf|MasVnrArea', 'Fence_Tencode|ExterCond_Tencode', 'ExterQual_TA|LowQualFinSF', 'YearBuilt|LandContour_Lvl', 'BsmtFinType1_Tencode|HeatingQC_Gd', 'Condition2_Tencode|SaleCondition_Abnorml', 'Condition1_RRAn|RoofMatl_WdShngl', 'RoofMatl_CompShg|Neighborhood_Timber', 'HouseStyle_1Story|Exterior2nd_CmentBd', 'Condition1_PosN|BsmtUnfSF', 'Electrical_Tencode|BsmtFinType1_ALQ', 'Exterior1st_BrkFace|Functional_Typ', 'Fence_Tencode|ExterCond_Fa', 'Exterior2nd_BrkFace|GarageCond_Gd', 'PoolQC_Tencode|OpenPorchSF', 'GarageQual_Fa|Exterior1st_CemntBd', 'LotConfig_Corner|Street_Pave', 'LandContour_Bnk|Exterior2nd_Plywood', 'Condition1_RRAe|LandSlope_Gtl', 'Exterior2nd_BrkFace|PavedDrive_P', 'RoofStyle_Hip|BsmtQual_TA', 'GarageFinish_Unf|BsmtCond_Po', 'Foundation_BrkTil|GarageQual_Po', 'LotShape_Tencode|Functional_Tencode', 'BldgType_1Fam|Condition1_RRAn', 'GarageCond_Gd|Exterior2nd_Plywood', 'Neighborhood_BrDale|Foundation_PConc', 'BsmtCond_Gd|GarageType_2Types', 'Foundation_BrkTil|FireplaceQu_Fa', 'Neighborhood_NWAmes|ExterQual_Ex', 'HeatingQC_Gd|GarageType_CarPort', 'GarageCond_Gd|Neighborhood_Sawyer', 'Foundation_BrkTil|FireplaceQu_Ex', 'Condition1_Norm|GarageType_CarPort', 'Foundation_Tencode|BsmtFinSF1', 'GarageQual_Fa|HouseStyle_1.5Fin', 'Heating_GasW|MasVnrType_BrkCmn', 'OverallQual|GarageCond_Po', 'BsmtFinType1_Tencode|BsmtExposure_No', 'BsmtFinType2_ALQ|2ndFlrSF', 'CentralAir_Tencode|Exterior2nd_AsphShn', 'LandContour_Low|BldgType_Twnhs', 'BsmtFinType1_BLQ|Neighborhood_Crawfor', 'LandSlope_Sev|LandContour_Lvl', 'RoofStyle_Gambrel|BsmtExposure_Mn', 'Condition1_Feedr|BldgType_1Fam', 'Neighborhood_NWAmes|SaleType_CWD', 'Exterior2nd_AsbShng|SaleType_ConLI', 'Electrical_FuseA|FireplaceQu_TA', 'BedroomAbvGr|LandContour_Bnk', 'GarageType_Detchd|GarageFinish_Tencode', 'HeatingQC_Fa|BsmtFinType2_Rec', 'GarageFinish_Unf|Exterior1st_MetalSd', 'LandContour_Bnk|GarageQual_Po', 'HeatingQC_Fa|Electrical_FuseP', 'ExterQual_TA|HouseStyle_2Story', 'HeatingQC_Gd|KitchenQual_Gd', 'RoofStyle_Gable|BsmtFinSF1', 'BsmtFinType2_BLQ|ExterCond_Fa', 'ExterQual_Gd|Neighborhood_IDOTRR', 'Neighborhood_Gilbert|BsmtFinType1_Unf', 'BsmtFinType2_Rec|BsmtExposure_No', 'BsmtFinType2_GLQ|Fence_GdPrv', 'Neighborhood_BrDale|Electrical_FuseF', 'BsmtFinType2_Unf|HouseStyle_SLvl', 'GarageQual_Gd|2ndFlrSF', 'Neighborhood_Edwards|BsmtFinType1_GLQ', 'Heating_GasA|Exterior1st_AsbShng', 'SaleCondition_Tencode|MSZoning_RM', 'BsmtHalfBath|PavedDrive_P', 'LotShape_IR2|BldgType_2fmCon', 'MoSold|BldgType_Tencode', 'YearRemodAdd|Electrical_FuseP', 'BsmtExposure_No|Exterior2nd_HdBoard', 'BldgType_Duplex|BsmtFinType1_LwQ', 'BsmtExposure_Gd|Neighborhood_Timber', 'LandContour_Lvl|Exterior2nd_CmentBd', 'Condition1_Artery|LandContour_Bnk', 'KitchenQual_Tencode|RoofStyle_Shed', 'OverallQual|Neighborhood_BrDale', 'LandContour_HLS|LandSlope_Tencode', 'FireplaceQu_Gd|YearBuilt', 'LandContour_Tencode|ScreenPorch', 'Foundation_BrkTil|MiscFeature_Gar2', 'ExterQual_Gd|HouseStyle_1.5Fin', 'LotShape_IR1|SaleType_WD', 'BsmtFinType1_ALQ|ExterCond_Tencode', 'BsmtFinType2_GLQ|GarageCond_Ex', 'SaleCondition_Tencode|GarageType_BuiltIn', 'Exterior2nd_MetalSd|Neighborhood_NWAmes', 'GrLivArea|BsmtFinType1_Unf', 'RoofMatl_Tencode|TotRmsAbvGrd', 'YrSold|BsmtFinType1_Tencode', 'FullBath|GarageQual_Tencode', 'MSZoning_RM|Exterior2nd_Wd Sdng', '1stFlrSF|Exterior2nd_Plywood', 'SaleCondition_Tencode|FullBath', 'GarageFinish_Unf|Condition2_Norm', 'Neighborhood_NridgHt|Exterior1st_AsbShng', 'LandSlope_Tencode|MSZoning_Tencode', 'YearBuilt|Functional_Min1', 'BldgType_2fmCon|Street_Pave', 'Neighborhood_NPkVill|BsmtQual_Fa', 'Neighborhood_Mitchel|WoodDeckSF', 'LotConfig_CulDSac|MSZoning_RH', 'GarageQual_Tencode|MSZoning_RL', 'FireplaceQu_Tencode|RoofMatl_WdShngl', 'Exterior1st_HdBoard|MSZoning_RH', 'GarageCond_Fa|BsmtExposure_No', 'Functional_Min1|LandSlope_Gtl', 'Exterior2nd_Stucco|Condition1_RRAn', 'ExterQual_Tencode|BsmtFinType1_GLQ', 'KitchenAbvGr|KitchenQual_TA', 'Condition1_RRAe|MoSold', 'Functional_Typ|Neighborhood_Mitchel', 'Condition1_Feedr|Exterior1st_WdShing', 'Alley_Pave|MasVnrType_Stone', 'Neighborhood_Somerst|Neighborhood_Timber', 'HouseStyle_1Story|SaleType_CWD', 'Fence_GdPrv|Functional_Min2', 'LandSlope_Mod|MasVnrType_Tencode', 'OverallQual|Exterior2nd_Stucco', 'GarageCond_Po|LandContour_Tencode', 'Condition2_Artery|CentralAir_Y', 'HeatingQC_TA|GarageCars', 'GrLivArea|GarageType_Basment', 'LotFrontage|GarageQual_TA', 'Condition1_Tencode|Neighborhood_IDOTRR', 'SaleType_New|ExterQual_Tencode', 'BsmtFinType1_GLQ|Utilities_AllPub', 'Neighborhood_NoRidge|BsmtCond_Tencode', 'Neighborhood_Mitchel|3SsnPorch', 'Exterior2nd_BrkFace|Exterior2nd_VinylSd', 'Electrical_Tencode|BsmtFullBath', 'LandContour_HLS|Functional_Maj1', 'BsmtFinType2_Unf|Exterior2nd_Brk Cmn', 'SaleCondition_Family|BsmtQual_Fa', 'HouseStyle_SFoyer|Neighborhood_NoRidge', 'Condition1_PosN|SaleCondition_Partial', 'KitchenQual_Tencode|LotShape_IR3', 'MSZoning_C (all)|OpenPorchSF', 'GarageCars|KitchenQual_Fa', 'SaleCondition_Normal|Neighborhood_Crawfor', 'LotFrontage|BsmtCond_Gd', 'PavedDrive_Y|RoofStyle_Gable', 'MoSold|MSZoning_RM', 'Neighborhood_BrDale|Neighborhood_Mitchel', 'GarageQual_Fa|FireplaceQu_Fa', 'BldgType_Twnhs', 'Exterior2nd_Stone|LotShape_IR1', 'Neighborhood_Sawyer|Street_Pave', 'Exterior2nd_Stone|Electrical_SBrkr', 'Neighborhood_Tencode|MasVnrType_Stone', 'LandSlope_Sev|Neighborhood_Sawyer', 'RoofStyle_Shed|MasVnrType_Tencode', 'OverallQual|HouseStyle_2Story', 'Condition1_Feedr|FireplaceQu_TA', 'LandContour_Lvl|GarageFinish_RFn', 'Heating_GasW|Condition1_Tencode', 'HouseStyle_1Story|GarageCond_Fa', 'KitchenQual_Ex|RoofMatl_WdShngl', 'Neighborhood_ClearCr|Exterior2nd_Wd Sdng', 'Neighborhood_ClearCr|BsmtQual_Gd', 'GarageQual_Po|BsmtQual_Gd', 'BsmtFinSF2|MasVnrType_BrkFace', 'BedroomAbvGr|Condition1_Tencode', 'BsmtQual_TA|Exterior1st_BrkComm', 'MiscFeature_Tencode|OverallCond', 'Fence_GdPrv|Exterior2nd_Plywood', 'GrLivArea|GarageCond_Ex', 'ExterQual_Gd|BsmtFinSF1', 'LotConfig_Tencode|GarageYrBlt', 'LotFrontage|LandContour_HLS', 'MoSold|BsmtFinSF1', 'Electrical_FuseF|BsmtExposure_Mn', 'Functional_Min2|WoodDeckSF', 'MSZoning_Tencode|Exterior2nd_HdBoard', 'Electrical_FuseP|GarageType_Attchd', 'RoofStyle_Gable|SaleCondition_Abnorml', 'ExterCond_Gd|Condition2_Tencode', 'GarageCond_Gd|MSZoning_FV', 'FireplaceQu_Gd|BsmtFinType2_Unf', 'Exterior2nd_BrkFace|Exterior1st_Tencode', 'BsmtFinType2_BLQ|MasVnrType_Tencode', 'LandContour_Low|Neighborhood_Tencode', 'BsmtExposure_Tencode|LotConfig_CulDSac', 'Exterior2nd_Brk Cmn|Exterior2nd_HdBoard', 'GarageYrBlt|MasVnrType_Tencode', 'BsmtFinType2_ALQ|YearBuilt', 'Heating_Grav|1stFlrSF', 'BsmtFinType2_GLQ|Neighborhood_Sawyer', 'HouseStyle_1Story|SaleType_ConLw', 'RoofStyle_Shed|BsmtCond_TA', 'Electrical_FuseF|BsmtFinType1_Unf', 'HouseStyle_SLvl|BsmtCond_TA', 'SaleType_ConLD|LotConfig_Tencode', 'GrLivArea|BsmtFinType1_GLQ', 'LandContour_Tencode|Exterior2nd_CmentBd', 'Alley_Pave|Alley_Tencode', 'GrLivArea|Functional_Min2', 'BldgType_Duplex|MiscFeature_Othr', 'Electrical_FuseA|FireplaceQu_Fa', 'Neighborhood_Veenker|Neighborhood_Timber', 'LotShape_IR2|BsmtFinType2_Rec', 'BsmtExposure_Tencode|Neighborhood_NridgHt', 'Condition2_Norm|LotShape_IR3', 'Electrical_FuseF|BsmtFinType1_LwQ', 'LotShape_Tencode|MSZoning_C (all)', 'GrLivArea|Exterior2nd_Wd Sdng', 'ExterCond_TA|LotConfig_Tencode', 'Condition2_Artery|Exterior2nd_HdBoard', 'GarageCond_Tencode|Condition1_RRAe', 'SaleCondition_Normal|MSZoning_FV', 'Foundation_PConc|ScreenPorch', 'SaleCondition_Alloca|TotRmsAbvGrd', 'LandContour_HLS|WoodDeckSF', 'KitchenQual_Ex|GarageArea', 'FireplaceQu_Gd|GarageCond_TA', 'BsmtFinType2_Tencode|Functional_Min2', 'Exterior2nd_Wd Sdng|Exterior1st_WdShing', 'LotFrontage|HouseStyle_SFoyer', 'LotArea|Functional_Maj2', 'Utilities_Tencode|Neighborhood_MeadowV', 'Neighborhood_Somerst|MSZoning_C (all)', 'Street_Tencode|RoofStyle_Gambrel', 'Condition1_Artery|Neighborhood_SWISU', 'GarageCond_Po|Alley_Grvl', 'Exterior2nd_MetalSd|BsmtExposure_Gd', 'Foundation_Tencode|MiscFeature_Gar2', 'Functional_Typ|LotConfig_FR2', 'YearRemodAdd|BsmtFinType2_LwQ', 'KitchenAbvGr|Street_Pave', 'RoofMatl_Tencode|LotShape_IR3', 'GarageCars|SaleCondition_Abnorml', '2ndFlrSF|HouseStyle_SLvl', 'KitchenQual_Tencode|Exterior2nd_HdBoard', 'LandContour_Bnk|Condition1_PosA', 'LotShape_IR1|3SsnPorch', 'RoofStyle_Hip|GarageType_CarPort', 'Foundation_Tencode|Foundation_CBlock', 'BsmtExposure_Tencode|MiscFeature_Tencode', 'GrLivArea|SaleType_ConLD', 'LandContour_Low|MSZoning_C (all)', 'Exterior2nd_VinylSd|ExterCond_Fa', 'BsmtCond_Gd|Exterior1st_BrkComm', 'RoofStyle_Flat|GarageType_Basment', 'GarageType_CarPort|Utilities_AllPub', 'BsmtUnfSF|ExterQual_Gd', 'GarageCars|BsmtExposure_Mn', 'BsmtFinType2_ALQ|GarageQual_Tencode', 'Fence_Tencode|HeatingQC_Ex', 'SaleCondition_Abnorml', 'FireplaceQu_Tencode|Exterior2nd_Stucco', 'GarageType_CarPort|SaleType_CWD', 'Condition1_PosA|Neighborhood_Sawyer', 'PavedDrive_Y|3SsnPorch', 'RoofStyle_Tencode|CentralAir_Tencode', 'Foundation_PConc|ExterCond_Fa', 'LandSlope_Sev|Functional_Min2', 'BsmtFinType1_LwQ|BsmtExposure_Mn', 'Neighborhood_CollgCr|Exterior1st_WdShing', 'BsmtExposure_Gd|BsmtExposure_No', 'Fence_GdPrv|BsmtExposure_Av', 'BsmtHalfBath|SaleType_ConLI', 'ExterCond_TA|CentralAir_N', 'SaleType_Tencode|Street_Grvl', 'GarageCond_Gd|BsmtCond_Fa', 'PoolQC_Tencode|KitchenQual_Tencode', 'GarageFinish_Tencode', 'Functional_Typ|Neighborhood_CollgCr', '3SsnPorch|FireplaceQu_TA', 'Condition1_PosA|GarageQual_Po', 'SaleType_Tencode|Neighborhood_Gilbert', 'ExterCond_TA|Heating_GasW', 'BldgType_TwnhsE|BsmtFinType1_GLQ', 'GarageType_BuiltIn|RoofMatl_WdShngl', 'Neighborhood_Blmngtn|Exterior2nd_Wd Sdng', 'TotalBsmtSF|Condition2_Norm', 'Neighborhood_Edwards|MSSubClass', 'MoSold', 'PavedDrive_Tencode|BldgType_1Fam', 'BsmtFinSF2|SaleType_COD', 'FireplaceQu_Fa|LotConfig_Inside', 'Neighborhood_Crawfor|SaleType_Oth', 'LotShape_Tencode|Street_Grvl', 'Exterior1st_HdBoard|Exterior1st_AsbShng', 'BsmtFinType2_BLQ|GarageQual_TA', 'HouseStyle_1Story|GarageQual_Po', 'TotRmsAbvGrd|WoodDeckSF', 'RoofStyle_Hip|Exterior1st_Stucco', 'Fence_Tencode|PavedDrive_P', 'SaleCondition_Partial|MasVnrArea', 'Neighborhood_Mitchel|GarageType_CarPort', 'Electrical_SBrkr|ExterQual_Fa', 'LotArea|HouseStyle_1.5Fin', 'BsmtFinType2_GLQ|MasVnrType_BrkFace', 'Exterior2nd_BrkFace|MasVnrType_Stone', 'BsmtQual_Tencode|GarageQual_Fa', 'Fireplaces|BsmtExposure_Mn', 'LandContour_HLS|LandContour_Lvl', 'BsmtFinType1_Unf|BsmtCond_Fa', 'MasVnrArea|Utilities_AllPub', 'Exterior1st_Wd Sdng|ExterQual_Fa', 'GarageCond_Po|OpenPorchSF', 'BsmtExposure_Tencode|ExterCond_TA', 'GarageCond_Gd|SaleCondition_Abnorml', 'OverallCond|LotConfig_Inside', 'GarageCond_Po|GarageType_BuiltIn', 'SaleType_Oth|MasVnrType_BrkFace', 'Exterior1st_VinylSd|Neighborhood_MeadowV', 'Electrical_FuseP|BsmtFinType1_GLQ', 'YearRemodAdd|FireplaceQu_Po', 'BsmtQual_TA|GarageType_Attchd', 'LotArea|ExterQual_Tencode', 'GarageType_Tencode|PavedDrive_Tencode', 'BsmtFinType2_ALQ|MasVnrType_BrkFace', 'Exterior2nd_Stone|Exterior1st_BrkComm', 'TotRmsAbvGrd|BldgType_TwnhsE', 'Heating_GasA|MiscFeature_Gar2', 'TotalBsmtSF|BsmtFinType1_Unf', 'FireplaceQu_Gd|SaleType_Tencode', 'MiscFeature_Tencode|GarageCond_Ex', 'Fence_Tencode|CentralAir_N', 'LandContour_Low|BsmtQual_Gd', 'Neighborhood_NridgHt|FireplaceQu_Fa', 'Exterior1st_BrkComm|Functional_Min2', 'HeatingQC_TA|MasVnrType_None', 'SaleType_WD|SaleType_CWD', 'Exterior1st_BrkFace|BsmtFinType1_BLQ', 'FireplaceQu_Tencode|BsmtFinType2_Rec', 'SaleCondition_Tencode|OverallCond', 'RoofMatl_CompShg|LotShape_IR3', 'HeatingQC_Fa|BsmtFinType2_LwQ', 'YearBuilt|Functional_Maj2', 'BsmtExposure_Mn|MSZoning_RH', 'HeatingQC_Tencode|TotRmsAbvGrd', 'YearRemodAdd|LotShape_IR3', 'RoofStyle_Gambrel|Foundation_Slab', 'ExterQual_TA|Foundation_BrkTil', 'GarageFinish_Unf|LowQualFinSF', 'BsmtUnfSF|BsmtFinType1_Unf', 'LotFrontage|BsmtQual_Fa', 'BsmtQual_Gd|LotConfig_Inside', 'FireplaceQu_Tencode|KitchenQual_Fa', 'Neighborhood_Veenker|Exterior1st_Plywood', 'KitchenQual_Ex|ExterQual_Tencode', 'BsmtFinType1_GLQ|LotConfig_Inside', 'FireplaceQu_Fa|Exterior2nd_Brk Cmn', 'GrLivArea|SaleType_CWD', 'Neighborhood_SWISU|LotConfig_Inside', 'Exterior2nd_HdBoard|WoodDeckSF', 'MasVnrArea|HouseStyle_1.5Fin', 'Exterior2nd_BrkFace|BsmtUnfSF', 'Exterior1st_BrkComm|BsmtFinType1_Unf', 'LotFrontage|Neighborhood_StoneBr', 'LandContour_Tencode|HouseStyle_1.5Fin', 'Exterior1st_AsbShng|CentralAir_N', 'GarageType_CarPort|Condition2_Artery', 'RoofStyle_Gambrel|Exterior2nd_Wd Sdng', 'BldgType_Twnhs|SaleType_ConLI', 'LandSlope_Sev|Exterior2nd_MetalSd', 'Foundation_BrkTil|MasVnrType_BrkFace', 'Functional_Maj2|Fence_MnPrv', 'Electrical_FuseF|SaleType_CWD', 'LotShape_Tencode|HouseStyle_1.5Fin', 'Exterior1st_HdBoard|LandSlope_Tencode', 'HouseStyle_1Story|GarageFinish_Fin', 'MasVnrType_BrkCmn|HouseStyle_1.5Fin', 'GarageType_Attchd|Neighborhood_Gilbert', 'Street_Tencode|Alley_Grvl', 'FullBath|Functional_Maj2', 'YearBuilt|RoofMatl_WdShngl', 'BsmtQual_Tencode|Exterior1st_Plywood', 'LandSlope_Gtl|RoofStyle_Tencode', 'BsmtQual_Ex|Neighborhood_NWAmes', 'Condition1_PosN|FireplaceQu_Ex', 'SaleCondition_Normal|GarageFinish_RFn', 'ExterCond_TA|FireplaceQu_Ex', 'LotConfig_Tencode|MSSubClass', 'Heating_GasW|BsmtCond_Po', 'BldgType_Twnhs|Exterior2nd_BrkFace', 'YrSold|SaleType_New', 'Condition1_Norm|CentralAir_Y', 'BsmtCond_Po|HouseStyle_SLvl', 'HalfBath|Exterior2nd_AsphShn', 'TotalBsmtSF|Exterior2nd_BrkFace', 'GarageType_CarPort|Alley_Grvl', 'ExterCond_Tencode|BsmtFinType1_Unf', 'Neighborhood_Mitchel|SaleType_ConLw', 'GarageFinish_Unf|Exterior1st_VinylSd', 'RoofMatl_Tar&Grv|BsmtFinType1_Rec', 'BsmtExposure_Av|GarageType_2Types', 'KitchenAbvGr|GarageQual_Tencode', 'GarageCond_Gd|Neighborhood_NWAmes', 'Alley_Tencode|LotShape_IR3', 'HouseStyle_1Story|Exterior1st_Wd Sdng', 'ExterQual_Gd|GarageQual_Tencode', 'Heating_Tencode|MiscFeature_Tencode', 'HeatingQC_Ex|GarageType_Attchd', 'LandContour_Low|HalfBath', 'BldgType_Duplex|PoolQC_Tencode', 'HeatingQC_Gd|OverallCond', 'GarageCond_TA|GarageCars', 'Exterior2nd_BrkFace|Condition1_Tencode', 'LandContour_Bnk|Condition2_Tencode', 'FullBath|CentralAir_Tencode', 'RoofMatl_Tencode|Street_Tencode', 'GrLivArea|BsmtUnfSF', 'Neighborhood_Somerst|Neighborhood_NWAmes', 'GrLivArea|Condition2_Tencode', 'Fence_GdPrv|HeatingQC_Ex', 'Exterior2nd_Stucco|BsmtExposure_Gd', 'YearBuilt|Neighborhood_IDOTRR', 'Fireplaces|RoofMatl_Tar&Grv', 'RoofStyle_Shed|HouseStyle_2.5Unf', 'GarageType_BuiltIn|Functional_Maj1', 'BsmtFinType2_Tencode|Exterior1st_Plywood', 'Foundation_Slab', 'SaleType_ConLI|HalfBath', 'Exterior2nd_Stucco|HeatingQC_Fa', 'BldgType_Twnhs|SaleType_CWD', 'Exterior1st_VinylSd|ExterCond_Fa', 'CentralAir_Y', 'KitchenQual_Ex|PoolQC_Tencode', 'MasVnrArea|MSZoning_RH', 'BldgType_Duplex|Neighborhood_NoRidge', 'MiscFeature_Othr|WoodDeckSF', 'HouseStyle_1Story|LotShape_Reg', 'Electrical_SBrkr|BldgType_1Fam', 'MSZoning_FV|GarageType_2Types', 'Neighborhood_Somerst|MasVnrType_Tencode', 'BldgType_Duplex|RoofMatl_Tar&Grv', 'LotConfig_FR2|LandContour_Tencode', 'GarageCond_Ex|Neighborhood_BrkSide', 'HouseStyle_1.5Unf|Condition1_Norm', 'SaleType_Tencode|BsmtCond_Po', 'LandContour_Tencode|HouseStyle_SLvl', 'Fence_GdPrv|ExterCond_Fa', 'SaleCondition_Abnorml|HouseStyle_SLvl', 'SaleCondition_Family|Exterior2nd_AsphShn', 'FireplaceQu_Gd|MasVnrType_Tencode', 'ExterQual_Ex|BsmtUnfSF', 'RoofStyle_Flat|FireplaceQu_TA', 'BsmtQual_TA|KitchenQual_Tencode', 'BldgType_Duplex|BldgType_TwnhsE', 'Neighborhood_CollgCr|SaleCondition_Normal', 'GarageCond_Gd|BldgType_1Fam', 'FireplaceQu_Gd|KitchenQual_TA', 'ExterCond_Tencode|FireplaceQu_TA', 'BsmtFinType2_Tencode|Condition1_PosA', 'SaleCondition_Family|FireplaceQu_Fa', 'TotRmsAbvGrd|LandSlope_Gtl', 'BldgType_2fmCon|BsmtExposure_Mn', 'GarageType_Detchd|SaleType_Tencode', 'Electrical_SBrkr|Condition1_RRAe', 'Neighborhood_Veenker|HouseStyle_1.5Unf', 'RoofMatl_CompShg|OverallCond', 'GrLivArea|KitchenQual_Fa', 'Condition2_Tencode|SaleType_CWD', 'FullBath|LotConfig_FR2', 'SaleCondition_Tencode|HouseStyle_1Story', 'LotFrontage|Fence_MnWw', 'BsmtFinType1_ALQ|Electrical_FuseF', 'LandSlope_Tencode|BsmtFullBath', 'Neighborhood_Sawyer|ScreenPorch', 'Neighborhood_Mitchel|PoolArea', 'BldgType_1Fam|BsmtCond_TA', 'GrLivArea|Street_Grvl', 'SaleType_Tencode|BsmtFinType2_BLQ', 'BedroomAbvGr|BldgType_TwnhsE', 'GarageQual_Gd|BsmtFinType2_Unf', 'Neighborhood_Somerst|Neighborhood_Sawyer', 'MiscVal|ExterQual_Fa', 'Neighborhood_CollgCr|MasVnrArea', 'KitchenQual_Gd|BsmtCond_Fa', 'PavedDrive_N|MSZoning_Tencode', 'LotConfig_CulDSac|BsmtQual_Gd', 'BsmtFinType1_Tencode|RoofStyle_Flat', 'OverallCond|BsmtExposure_No', 'BsmtQual_Ex|Fence_GdWo', 'Alley_Pave|Exterior2nd_Plywood', 'Electrical_FuseF|Neighborhood_Crawfor', 'LowQualFinSF|GarageCond_Fa', 'PavedDrive_Tencode|Exterior1st_VinylSd', 'Fence_Tencode|LotShape_IR3', 'Exterior2nd_Stone|LotConfig_Tencode', 'BldgType_Duplex|LotConfig_Corner', 'Condition1_Norm|MSSubClass', 'Foundation_PConc|RoofStyle_Shed', 'Condition1_Tencode|Neighborhood_MeadowV', 'HeatingQC_Gd|GarageFinish_Fin', 'GarageFinish_Unf|MSZoning_RM', 'BldgType_2fmCon|MasVnrType_BrkCmn', 'GrLivArea|Exterior1st_VinylSd', 'Neighborhood_Timber|MasVnrType_Tencode', 'RoofStyle_Flat|BsmtExposure_Gd', 'TotalBsmtSF|MoSold', 'MasVnrType_Stone|MasVnrType_Tencode', 'Neighborhood_NridgHt|GarageCond_TA', 'FireplaceQu_Tencode|CentralAir_N', 'Heating_Tencode|Foundation_Tencode', 'BsmtFinType2_Rec|MiscFeature_Gar2', 'HeatingQC_TA|Condition1_PosA', 'GarageFinish_Unf|GarageCond_Ex', 'Electrical_FuseP|HalfBath', 'Neighborhood_CollgCr', 'HouseStyle_SFoyer|SaleType_ConLI', 'FireplaceQu_Gd|BsmtExposure_Av', 'Condition1_Artery|Exterior1st_BrkFace', 'LandContour_HLS|Exterior2nd_Plywood', 'Functional_Mod|Foundation_Slab', 'Street_Tencode|Condition1_RRAn', 'LotShape_Tencode|BsmtFinType1_BLQ', 'Exterior1st_BrkFace|Functional_Tencode', 'GarageCond_Tencode|MasVnrType_Tencode', 'LandContour_HLS|Functional_Min1', 'GarageCond_Tencode|CentralAir_Tencode', 'RoofStyle_Hip|OpenPorchSF', 'Exterior2nd_MetalSd|CentralAir_N', 'Neighborhood_Sawyer|MSZoning_Tencode', 'ExterCond_TA|Neighborhood_Edwards', 'MiscFeature_Shed|BsmtFinSF1', 'Heating_Tencode|PavedDrive_Y', 'HouseStyle_SLvl|Exterior2nd_Plywood', 'Foundation_Tencode|LowQualFinSF', 'GarageCond_Ex|ExterQual_Fa', 'YearBuilt|Exterior2nd_Wd Shng', 'BldgType_Tencode|MiscFeature_Gar2', 'GarageType_Detchd|HalfBath', 'BsmtFinType2_ALQ|HalfBath', 'Electrical_Tencode|Neighborhood_MeadowV', 'HeatingQC_Fa|ExterCond_Gd', 'PavedDrive_N|Functional_Maj2', 'Condition1_RRAe|FireplaceQu_TA', 'HeatingQC_Ex|Fence_MnPrv', 'GarageType_Tencode|GarageCond_Gd', 'Exterior1st_Stucco|MSZoning_RM', 'BldgType_Duplex|Exterior2nd_Tencode', 'FireplaceQu_Tencode|LandSlope_Tencode', 'Street_Tencode|LotFrontage', 'BsmtFullBath|MSZoning_RL', 'BsmtExposure_Mn|Utilities_AllPub', 'Alley_Tencode|ExterQual_Tencode', 'Exterior2nd_MetalSd|MSZoning_RL', 'SaleCondition_Abnorml|Exterior1st_Plywood', 'MasVnrType_BrkCmn|BsmtExposure_Mn', 'BsmtQual_TA|GarageType_CarPort', 'Exterior2nd_HdBoard|Neighborhood_Timber', 'BsmtCond_Po|BsmtFinType1_LwQ', 'Functional_Maj2|Fence_GdWo', 'HouseStyle_SFoyer|ExterCond_TA', 'Street_Tencode|GarageType_Attchd', 'LotShape_Reg|MSSubClass', 'HeatingQC_Gd|BsmtFinType2_ALQ', 'HeatingQC_Ex|SaleCondition_Normal', 'GrLivArea|Neighborhood_CollgCr', 'GrLivArea|GarageCond_Fa', 'SaleType_WD|Neighborhood_SawyerW', 'Heating_GasA|Alley_Grvl', 'Exterior2nd_AsbShng|HalfBath', 'RoofMatl_CompShg|BsmtQual_TA', 'Exterior1st_Stucco|GarageCond_Fa', 'GarageYrBlt|Foundation_Slab', 'YrSold|BsmtFinType2_LwQ', '2ndFlrSF|ExterCond_Fa', 'HalfBath|Exterior1st_MetalSd', 'GarageCond_Po|GarageCond_Gd', 'Exterior2nd_Stone|Exterior2nd_Plywood', 'MiscVal|SaleType_WD', 'BsmtFinSF2|GarageType_CarPort', 'Foundation_Slab|BsmtCond_Fa', 'BldgType_Duplex|MSZoning_RH', 'Exterior1st_AsbShng|LotConfig_Inside', 'BsmtCond_TA|Neighborhood_MeadowV', 'Alley_Pave|MSZoning_Tencode', 'Neighborhood_CollgCr|Condition1_PosA', 'MiscFeature_Othr|MasVnrType_Stone', 'Exterior2nd_AsbShng|RoofMatl_WdShngl', 'Electrical_Tencode|KitchenQual_Ex', 'Neighborhood_Veenker|Condition1_Feedr', 'HouseStyle_1Story|1stFlrSF', 'Neighborhood_SWISU|GarageCond_Gd', 'ExterCond_TA|Condition1_Tencode', 'BsmtQual_Ex|WoodDeckSF', 'Condition1_Norm|OpenPorchSF', 'BsmtUnfSF|MSZoning_FV', 'SaleType_Oth|MSZoning_RL', 'MiscFeature_Shed|Exterior1st_Tencode', 'Electrical_FuseA|Exterior2nd_HdBoard', 'Condition1_Artery|ExterCond_Fa', 'MiscVal|MasVnrType_None', 'Exterior2nd_VinylSd|SaleCondition_Family', 'LandSlope_Sev|CentralAir_Y', 'BsmtFinType1_Tencode|Street_Grvl', 'LandSlope_Mod|Condition1_Feedr', 'LandContour_Low|Neighborhood_Mitchel', 'FullBath|Exterior2nd_VinylSd', 'LotConfig_FR2|MasVnrArea', 'YearRemodAdd|BsmtQual_Gd', 'Exterior1st_AsbShng|BsmtExposure_Av', 'HeatingQC_Gd|BedroomAbvGr', 'Exterior1st_MetalSd|Neighborhood_MeadowV', 'MiscFeature_Othr|CentralAir_Y', 'Street_Tencode|RoofStyle_Shed', 'ExterCond_TA|BsmtQual_Tencode', 'LotArea|SaleType_New', 'FireplaceQu_Tencode|Alley_Tencode', 'RoofStyle_Hip|YearBuilt', 'YearBuilt|HouseStyle_2.5Unf', 'BsmtFinType1_BLQ|BedroomAbvGr', 'BsmtFullBath|Condition1_RRAn', 'LandContour_Lvl|GarageCond_Gd', 'Exterior2nd_VinylSd|Neighborhood_Gilbert', 'GarageType_BuiltIn|Condition2_Artery', 'LotShape_Tencode|Alley_Pave', 'OpenPorchSF|Exterior2nd_Brk Cmn', 'BedroomAbvGr|PavedDrive_Y', 'RoofStyle_Gable|Neighborhood_Gilbert', 'LotConfig_FR2|KitchenQual_Tencode', 'Exterior2nd_VinylSd|Functional_Maj2', 'SaleType_Oth|Functional_Min2', 'Neighborhood_NWAmes|Exterior1st_Wd Sdng', 'Functional_Tencode|RoofStyle_Tencode', 'KitchenQual_Ex|GarageCond_Ex', 'LotShape_IR2|BsmtExposure_Av', 'LandContour_Lvl|GarageQual_Po', 'Heating_GasW|MasVnrType_None', 'YearRemodAdd|Condition1_RRAn', 'Neighborhood_Crawfor|MSZoning_RH', 'PavedDrive_Y|Exterior1st_Plywood', 'Exterior2nd_Plywood|WoodDeckSF', 'ExterCond_Gd|BldgType_1Fam', 'GarageFinish_Tencode|Electrical_FuseF', 'Neighborhood_OldTown|Exterior1st_WdShing', 'Neighborhood_Edwards|FireplaceQu_Fa', 'CentralAir_Y|SaleType_CWD', 'LotFrontage|Exterior2nd_HdBoard', 'Neighborhood_NPkVill|Neighborhood_Timber', 'Exterior1st_HdBoard|Functional_Tencode', 'LandContour_Bnk|Fence_GdPrv', 'SaleCondition_Tencode|Fence_GdPrv', 'Functional_Maj1|LotConfig_Tencode', 'Neighborhood_NAmes|Functional_Mod', 'Neighborhood_NPkVill|SaleCondition_Family', 'MSZoning_RL|Exterior1st_Plywood', 'MiscFeature_Othr|Exterior2nd_CmentBd', 'Neighborhood_BrDale|MiscFeature_Shed', 'RoofStyle_Flat|Foundation_BrkTil', 'LandSlope_Sev|Condition1_PosN', 'Condition1_PosA|BsmtFinType1_GLQ', 'Exterior1st_AsbShng|BsmtExposure_Mn', 'GarageQual_Fa|Exterior2nd_Brk Cmn', 'GarageCond_Tencode|BldgType_1Fam', 'Foundation_Tencode|PavedDrive_P', 'Exterior2nd_VinylSd|Condition1_PosN', 'BsmtFinType1_Tencode|GarageQual_Po', 'HouseStyle_Tencode|Exterior1st_Wd Sdng', 'GarageType_BuiltIn|Fence_MnWw', 'Alley_Tencode|SaleCondition_Partial', 'LotShape_Tencode|LandContour_Low', 'Foundation_Stone|SaleType_Tencode', 'GarageQual_Gd|LandContour_Tencode', 'LandContour_HLS|Exterior2nd_MetalSd', 'Neighborhood_Blmngtn|RoofMatl_WdShngl', 'Exterior2nd_Stone|Neighborhood_Sawyer', 'BsmtFinType1_Unf|Foundation_Slab', 'Neighborhood_NridgHt|Foundation_Slab', 'HouseStyle_Tencode|MasVnrType_Tencode', 'KitchenQual_TA|Neighborhood_BrkSide', 'MasVnrType_BrkCmn|BsmtCond_Gd', 'GarageType_BuiltIn|CentralAir_Tencode', 'Exterior1st_BrkFace|GarageArea', 'Neighborhood_ClearCr|Foundation_Tencode', 'SaleType_ConLI|Neighborhood_BrkSide', 'GrLivArea|SaleType_Oth', 'BsmtFullBath|MasVnrType_BrkCmn', 'OpenPorchSF|RoofStyle_Tencode', 'SaleType_ConLI|Condition1_PosA', 'BsmtQual_TA|BsmtFinSF1', 'Functional_Typ|Exterior1st_MetalSd', 'BsmtFinType1_Tencode|Functional_Maj1', 'Functional_Mod|HouseStyle_SLvl', 'GrLivArea|YearBuilt', 'BldgType_TwnhsE|BsmtFinType2_Unf', 'MasVnrType_None|KitchenQual_TA', 'FireplaceQu_Gd|BsmtFinType1_LwQ', 'LandContour_Bnk|GarageQual_Fa', 'YearRemodAdd|Heating_GasW', 'HeatingQC_Ex|RoofStyle_Tencode', 'Electrical_SBrkr|CentralAir_Y', 'BsmtFinType2_BLQ|LandContour_Lvl', 'Fence_GdWo|MSZoning_Tencode', 'BedroomAbvGr|BsmtExposure_Gd', 'BsmtFinType1_Tencode|GarageFinish_Fin', 'ExterQual_Tencode|MSZoning_FV', 'LandSlope_Sev|Electrical_FuseF', 'Neighborhood_Mitchel|OpenPorchSF', 'BsmtFinType2_BLQ|Functional_Maj1', 'Functional_Mod|CentralAir_Y', 'GarageFinish_Unf|CentralAir_N', 'GarageQual_TA|MasVnrType_BrkCmn', 'Neighborhood_SWISU|HouseStyle_2Story', 'RoofMatl_Tencode|Functional_Maj1', 'Fireplaces|MasVnrType_BrkFace', 'OverallQual|BsmtCond_Gd', 'PavedDrive_P', 'OverallQual|SaleType_Oth', 'Exterior1st_Stucco|Electrical_FuseF', 'SaleCondition_Tencode|BsmtFinType2_BLQ', 'Condition1_Artery|MiscFeature_Shed', 'Exterior1st_BrkFace|GarageQual_TA', 'BsmtFinType1_Tencode|Foundation_Tencode', 'Functional_Typ|Heating_Tencode', 'Condition1_Artery|HeatingQC_Tencode', 'GrLivArea|Exterior1st_WdShing', 'LandContour_Lvl|BsmtQual_TA', 'RoofMatl_Tar&Grv|Exterior2nd_AsphShn', 'MoSold|Exterior1st_Wd Sdng', 'Exterior2nd_MetalSd|SaleType_COD', 'LotConfig_Corner|HouseStyle_SLvl', 'YearBuilt|WoodDeckSF', 'LandSlope_Mod|SaleCondition_Normal', 'Exterior1st_BrkComm|HouseStyle_2Story', 'LowQualFinSF|Neighborhood_Crawfor', 'GarageType_Attchd|LotConfig_Inside', 'OverallQual|ExterCond_Gd', 'BsmtExposure_Tencode|OpenPorchSF', 'PavedDrive_Tencode|ExterQual_Ex', 'SaleType_WD|MasVnrType_Stone', 'LandContour_Low|LotArea', 'ExterQual_Tencode|Exterior1st_Wd Sdng', 'GarageFinish_Fin|Condition1_PosN', 'BsmtFinType2_BLQ|Condition1_Tencode', 'Neighborhood_NWAmes|BsmtFinType1_LwQ', 'BldgType_1Fam|HouseStyle_SLvl', 'GarageQual_TA|BsmtCond_TA', 'Heating_GasW|Exterior1st_WdShing', 'Exterior1st_HdBoard|CentralAir_Y', 'Foundation_CBlock|Exterior2nd_Wd Shng', 'HouseStyle_Tencode|OpenPorchSF', 'Heating_GasW|GarageQual_Fa', 'Neighborhood_Mitchel|PavedDrive_P', 'Functional_Typ|Foundation_CBlock', 'BsmtExposure_Tencode|LotShape_IR3', 'Foundation_Stone|MSSubClass', 'Exterior1st_AsbShng|BsmtQual_Tencode', 'LandSlope_Tencode|Utilities_AllPub', 'GarageArea|MasVnrType_BrkFace', 'ExterCond_Tencode|BsmtExposure_No', 'BsmtFinType1_ALQ|PoolArea', '2ndFlrSF|ExterQual_Fa', 'GarageType_Detchd|Utilities_AllPub', 'MiscFeature_Gar2|Exterior2nd_Plywood', 'Foundation_Slab|HouseStyle_1.5Fin', 'GarageQual_TA|MasVnrType_None', 'TotalBsmtSF|LandSlope_Sev', 'BldgType_2fmCon|GarageType_Tencode', 'Exterior1st_Stucco|Condition2_Norm', 'FireplaceQu_Po|Exterior1st_Plywood', 'Fence_GdPrv|Condition2_Artery', 'BsmtFinType2_LwQ|Exterior2nd_Brk Cmn', 'Neighborhood_NridgHt|Neighborhood_Veenker', 'KitchenQual_Gd|BsmtFinType2_ALQ', 'RoofStyle_Hip|MasVnrType_Tencode', 'Exterior2nd_Stucco|Neighborhood_BrkSide', 'BsmtFinSF2|LandSlope_Tencode', 'Fence_MnWw|LotConfig_Inside', 'TotalBsmtSF|MSZoning_C (all)', 'Exterior2nd_AsbShng|WoodDeckSF', 'GrLivArea|BsmtFinType2_GLQ', 'FullBath|Exterior2nd_AsphShn', 'LotConfig_Corner|GarageArea', 'GrLivArea|EnclosedPorch', 'LandContour_HLS|SaleType_Oth', 'KitchenAbvGr|Functional_Min2', 'Condition2_Norm|MSZoning_RL', 'BldgType_Twnhs|PoolArea', 'BsmtFinType1_Rec|Exterior1st_CemntBd', 'KitchenQual_Fa|GarageType_2Types', 'MiscFeature_Shed|Fence_MnWw', 'Exterior2nd_Wd Shng|ExterQual_Fa', 'Alley_Grvl|MSZoning_Tencode', 'GarageFinish_Unf|Condition1_Tencode', 'Condition1_Tencode|SaleType_CWD', 'PoolArea|MasVnrArea', 'GarageFinish_Fin|Neighborhood_MeadowV', 'Exterior2nd_CmentBd|SaleType_Oth', 'MasVnrType_Stone|Functional_Min2', 'EnclosedPorch|Neighborhood_NoRidge', 'EnclosedPorch|Exterior1st_BrkComm', 'RoofMatl_Tencode|BldgType_2fmCon', 'Foundation_PConc|Exterior1st_Tencode', 'SaleCondition_Tencode|HeatingQC_TA', 'PoolArea|Exterior1st_WdShing', 'TotalBsmtSF|Neighborhood_SWISU', 'PavedDrive_N|SaleCondition_Normal', 'RoofMatl_CompShg|SaleType_ConLD', 'BsmtFinType2_Tencode|Neighborhood_Veenker', 'Neighborhood_Veenker|Fence_GdPrv', 'RoofMatl_Tencode|LotArea', 'YearRemodAdd|Functional_Min1', 'BsmtCond_Po|Exterior1st_Wd Sdng', 'SaleType_ConLI|TotRmsAbvGrd', 'Condition1_Feedr|BsmtExposure_Mn', 'BldgType_2fmCon|Heating_Grav', 'BsmtFinType2_BLQ|BsmtFullBath', 'LotFrontage|BsmtFinType1_Unf', 'MSZoning_FV|HouseStyle_1.5Fin', 'LotFrontage|LotConfig_Tencode', 'HouseStyle_SLvl|Exterior1st_MetalSd', 'LandContour_Low', 'GarageCond_Fa|BsmtExposure_Gd', 'GarageFinish_Fin|Condition1_Feedr', 'SaleType_COD|ExterCond_Fa', 'HouseStyle_2.5Unf|BsmtExposure_Gd', 'KitchenAbvGr|Foundation_Tencode', 'LotShape_Tencode|RoofMatl_WdShngl', 'HeatingQC_Gd|PavedDrive_Tencode', 'GarageCond_Ex|Neighborhood_MeadowV', 'SaleType_ConLI|RoofMatl_Tar&Grv', 'BldgType_Duplex|Foundation_PConc', 'Condition1_Tencode|FireplaceQu_TA', 'GarageFinish_Tencode|MSSubClass', 'HeatingQC_Tencode|CentralAir_N', 'GrLivArea|GarageCond_Gd', 'BsmtUnfSF|Neighborhood_Sawyer', 'Exterior1st_BrkFace|Exterior2nd_Wd Sdng', 'Exterior2nd_Stone|MasVnrType_BrkFace', 'MiscVal|GarageType_CarPort', 'Neighborhood_Veenker|BsmtExposure_Av', 'SaleType_ConLw|Foundation_Tencode', 'PoolQC_Tencode|BsmtFullBath', 'GarageType_Basment|Neighborhood_MeadowV', 'Street_Tencode|WoodDeckSF', 'MoSold|GarageQual_Tencode', 'RoofStyle_Flat|BsmtCond_Po', 'Neighborhood_NridgHt|LandContour_Tencode', '1stFlrSF|MiscFeature_Gar2', 'Foundation_PConc|Street_Grvl', 'LotShape_Tencode|Neighborhood_NPkVill', 'KitchenQual_Tencode|MasVnrType_None', 'Exterior2nd_Brk Cmn|WoodDeckSF', 'Neighborhood_NoRidge|CentralAir_Y', 'ExterQual_Ex|MSZoning_RM', 'Exterior2nd_Tencode|BsmtFinType1_ALQ', 'Street_Grvl|MasVnrType_BrkFace', 'LotConfig_FR2|HouseStyle_1.5Unf', 'RoofStyle_Flat|GarageArea', 'Exterior1st_HdBoard|LotConfig_CulDSac', 'RoofStyle_Shed|Exterior2nd_HdBoard', 'MSZoning_Tencode|Exterior2nd_AsphShn', 'Neighborhood_Somerst|Electrical_FuseF', 'Exterior1st_HdBoard|GarageType_BuiltIn', 'GarageFinish_Fin|LandContour_Bnk', 'SaleCondition_Family|BsmtFinType2_Rec', 'RoofStyle_Hip|Fireplaces', 'Neighborhood_OldTown|GarageType_CarPort', 'Exterior1st_AsbShng|HouseStyle_SLvl', 'Foundation_PConc|TotRmsAbvGrd', 'Heating_GasW|GarageType_Basment', 'HouseStyle_SFoyer|BsmtCond_Gd', 'Fireplaces|Neighborhood_SWISU', 'RoofStyle_Shed|BsmtCond_Po', 'LandSlope_Mod', 'GarageType_Basment|Exterior2nd_Brk Cmn', 'TotRmsAbvGrd|MiscFeature_Shed', 'SaleType_COD|OverallCond', 'BsmtFinType1_BLQ|ExterCond_Gd', 'LotFrontage|LotShape_IR3', 'ExterQual_TA|Foundation_Slab', 'Exterior1st_VinylSd|LotShape_IR3', 'BsmtQual_Tencode|RoofMatl_CompShg', 'Electrical_FuseP|BsmtExposure_Av', 'Functional_Tencode|YearBuilt', 'GarageCond_Tencode|BsmtFinType2_BLQ', 'KitchenAbvGr|SaleType_Oth', 'RoofMatl_CompShg|Exterior2nd_Brk Cmn', 'SaleType_WD|BsmtCond_Gd', 'Foundation_PConc|1stFlrSF', 'FireplaceQu_Fa|Neighborhood_IDOTRR', 'Street_Tencode|BsmtFinType2_LwQ', 'Fence_Tencode|WoodDeckSF', 'RoofMatl_CompShg|GarageCond_Tencode', 'Condition2_Artery|SaleType_Oth', 'HouseStyle_SFoyer|Exterior1st_Plywood', 'BsmtFinType2_ALQ|Exterior1st_Plywood', 'Electrical_FuseP|BsmtCond_Fa', 'LandContour_HLS|BsmtFinType1_ALQ', 'BsmtExposure_Av|ExterQual_Fa', 'Electrical_FuseA|RoofStyle_Gambrel', 'Functional_Tencode|Electrical_SBrkr', 'Neighborhood_Somerst|SaleType_Oth', 'BsmtExposure_Av|Neighborhood_Timber', 'Neighborhood_NridgHt|GarageType_Tencode', 'LandContour_HLS|HouseStyle_2Story', 'FullBath|Functional_Min1', 'RoofStyle_Shed|LandSlope_Gtl', 'YearRemodAdd|GarageType_Basment', 'HeatingQC_Tencode|BsmtCond_Po', 'Heating_GasA|LotConfig_Corner', 'BsmtCond_Gd|HouseStyle_SLvl', 'PoolQC_Tencode|MasVnrArea', 'GarageQual_Gd|MasVnrType_BrkFace', 'GrLivArea|LotConfig_CulDSac', 'EnclosedPorch|RoofStyle_Flat', 'LotArea|GarageType_Tencode', 'FireplaceQu_Tencode|LotShape_Tencode', 'SaleType_New|BsmtCond_Gd', 'RoofStyle_Hip|Heating_Tencode', 'HeatingQC_Fa|BsmtFullBath', 'HeatingQC_Tencode|GarageQual_Po', 'BsmtFinType2_GLQ|Functional_Maj1', 'RoofStyle_Gable|LotConfig_Inside', 'HouseStyle_2.5Unf|Utilities_AllPub', 'BsmtFinType1_Unf|Exterior2nd_AsphShn', 'GarageType_Detchd|GarageQual_Fa', 'LotFrontage|BldgType_Tencode', 'LandContour_HLS|Heating_GasW', 'ExterQual_Tencode|MasVnrType_Stone', 'BsmtExposure_Tencode|GarageCond_Ex', 'Fence_Tencode|BldgType_Tencode', 'Heating_Grav|Condition1_Tencode', '3SsnPorch|Exterior1st_BrkComm', 'LandSlope_Mod|ExterQual_Ex', 'BsmtFinType2_LwQ|GarageYrBlt', 'SaleType_ConLw|KitchenQual_Ex', 'LotConfig_Tencode|HouseStyle_2Story', 'LotShape_Tencode|GarageType_Basment', 'RoofMatl_Tencode|EnclosedPorch', 'Exterior1st_AsbShng|BsmtFinType2_Rec', 'BsmtFinType2_BLQ|Condition1_Feedr', 'OpenPorchSF|MasVnrType_Stone', 'SaleType_ConLD|MSZoning_Tencode', 'GarageCond_Gd|Neighborhood_NAmes', 'Condition1_RRAe|BsmtCond_Tencode', 'Functional_Mod|Exterior2nd_Wd Sdng', 'HouseStyle_SFoyer|Neighborhood_ClearCr', 'LandSlope_Mod|Condition2_Norm', 'LotConfig_FR2|LandContour_HLS', 'EnclosedPorch|Neighborhood_Mitchel', 'GarageCond_Fa|HouseStyle_2Story', 'GarageQual_TA|RoofStyle_Tencode', 'Neighborhood_NridgHt|LandSlope_Gtl', 'SaleCondition_Abnorml|RoofMatl_WdShngl', 'Functional_Mod|Fence_MnPrv', 'SaleType_Tencode|SaleType_ConLI', 'BldgType_Tencode|Fence_MnWw', 'HeatingQC_Gd|GarageQual_TA', 'RoofStyle_Gable|Condition1_RRAn', 'LotShape_Tencode|LandContour_Lvl', 'HeatingQC_Tencode|Street_Grvl', 'Neighborhood_OldTown|RoofStyle_Tencode', 'Neighborhood_NWAmes|Fence_MnWw', 'GrLivArea|Neighborhood_Timber', 'FireplaceQu_Gd|GarageQual_TA', 'Exterior1st_CemntBd|MSZoning_Tencode', 'RoofStyle_Tencode|Exterior1st_Wd Sdng', 'BsmtExposure_Av|KitchenQual_TA', 'RoofStyle_Flat|BsmtCond_TA', 'HalfBath|BsmtFinType2_Unf', 'Exterior2nd_AsbShng|KitchenQual_TA', 'BsmtQual_Ex|Exterior1st_Plywood', 'LandContour_HLS|LotShape_IR3', 'LandContour_Lvl|CentralAir_Y', 'LandContour_Low|BsmtFinType2_Rec', 'BsmtFinType2_BLQ|BsmtFinType1_GLQ', 'RoofStyle_Tencode|Street_Pave', 'FireplaceQu_Tencode|BldgType_1Fam', 'TotalBsmtSF|LandSlope_Gtl', 'Neighborhood_StoneBr|HouseStyle_2Story', 'Fence_GdWo|ExterQual_Fa', 'Electrical_FuseA|SaleCondition_Abnorml', 'RoofStyle_Hip|KitchenQual_Gd', 'Exterior2nd_Stone|Exterior1st_WdShing', 'RoofMatl_CompShg|KitchenQual_Tencode', 'SaleType_New|Functional_Min1', 'GarageType_Attchd|Neighborhood_MeadowV', 'SaleType_CWD|BsmtExposure_Mn', 'Neighborhood_Somerst|Heating_Grav', 'YearBuilt|Foundation_CBlock', 'BsmtFinSF2|Exterior2nd_Brk Cmn', 'SaleCondition_Family|BldgType_TwnhsE', 'Functional_Min1', 'Fence_GdPrv|SaleType_Oth', 'GarageCond_Tencode|BsmtExposure_No', 'GarageFinish_Unf|Exterior1st_Tencode', 'RoofMatl_CompShg|Neighborhood_MeadowV', 'Neighborhood_ClearCr|Neighborhood_NAmes', 'BsmtUnfSF|MasVnrType_None', 'LandContour_HLS|SaleCondition_Alloca', 'FireplaceQu_Po|MasVnrType_Stone', 'MasVnrType_Stone|ExterQual_Fa', 'SaleType_ConLD|MasVnrType_None', 'GarageCars|BsmtFinType2_BLQ', 'LandContour_Lvl|RoofMatl_Tar&Grv', 'Exterior1st_HdBoard|HouseStyle_2Story', 'HouseStyle_1.5Unf|Neighborhood_SawyerW', 'Neighborhood_BrDale|PavedDrive_Y', 'SaleType_WD|BsmtExposure_Av', 'LotShape_Tencode|Exterior1st_Tencode', 'MSZoning_RM', 'Exterior2nd_Stone|BsmtQual_TA', 'GarageQual_Gd|LandSlope_Sev', 'Condition1_RRAe|Exterior2nd_HdBoard', 'RoofMatl_Tencode|LotShape_IR1', 'HouseStyle_SLvl|BsmtFinType1_GLQ', 'BsmtQual_TA|OverallCond', 'Foundation_BrkTil|RoofStyle_Gable', 'SaleType_Tencode|BsmtExposure_Gd', 'BldgType_TwnhsE|BldgType_Tencode', 'YearBuilt|MSZoning_C (all)', 'MSZoning_RM|MasVnrType_Stone', 'Exterior1st_HdBoard|Neighborhood_Edwards', 'Heating_Tencode|OpenPorchSF', 'BsmtHalfBath|GarageCond_Gd', 'GarageFinish_Unf|BsmtFinType2_Rec', 'Electrical_FuseA|OpenPorchSF', 'Functional_Typ|Condition2_Norm', 'BsmtFinType1_BLQ|SaleType_Tencode', 'ExterQual_TA|RoofStyle_Flat', 'BsmtQual_Tencode|MiscVal', 'PavedDrive_Y|Neighborhood_Sawyer', 'Neighborhood_Tencode|SaleCondition_Partial', 'LandContour_Tencode|Utilities_AllPub', 'HouseStyle_1Story|MasVnrArea', 'Neighborhood_Somerst|Neighborhood_IDOTRR', 'MiscFeature_Othr|Neighborhood_Mitchel', 'Neighborhood_Somerst|MSZoning_RM', 'LandSlope_Mod|BsmtFinType1_ALQ', 'YrSold|MasVnrType_BrkCmn', 'GarageType_CarPort|SaleCondition_Partial', 'Neighborhood_NWAmes|MiscFeature_Gar2', 'BsmtFullBath|BsmtCond_Tencode', 'Neighborhood_Gilbert|BldgType_Tencode', 'LotArea|GarageType_CarPort', 'MSZoning_Tencode', 'RoofMatl_Tencode|BedroomAbvGr', 'MSZoning_C (all)|Condition1_Norm', 'Fence_GdPrv|MSZoning_FV', 'HouseStyle_1Story|Fence_MnPrv', 'HouseStyle_1Story|LandContour_Bnk', 'GarageType_Detchd|HeatingQC_TA', 'FireplaceQu_Gd|MasVnrArea', 'KitchenAbvGr|MiscFeature_Gar2', 'ExterQual_Tencode|Foundation_Slab', 'SaleCondition_Family|PavedDrive_P', 'ExterCond_Tencode|BldgType_Tencode', 'KitchenQual_TA', 'Alley_Tencode|PavedDrive_P', 'Heating_GasA|HouseStyle_1.5Fin', 'PavedDrive_N|LotConfig_FR2', 'BsmtFullBath|Functional_Min1', 'YrSold|LotConfig_Tencode', 'MiscFeature_Othr|BsmtCond_Fa', 'Alley_Grvl|CentralAir_N', 'GarageQual_Gd|SaleType_Tencode', 'BsmtFinType2_LwQ|MSZoning_FV', 'Functional_Min1|Fence_MnWw', 'OpenPorchSF|Street_Grvl', 'TotalBsmtSF|ExterQual_Ex', 'HouseStyle_1.5Unf|CentralAir_N', 'Neighborhood_Blmngtn|Exterior2nd_HdBoard', 'Condition1_PosA|MSZoning_RH', 'Fence_GdPrv|Exterior2nd_HdBoard', 'Functional_Tencode|LotShape_IR3', 'Alley_Pave|BldgType_Twnhs', 'HeatingQC_Fa|Neighborhood_ClearCr', 'Condition1_RRAn|SaleType_CWD', 'BldgType_Duplex|BsmtExposure_Av', 'Condition1_Artery|Neighborhood_CollgCr', 'Neighborhood_NPkVill|PavedDrive_Tencode', 'Condition1_RRAn|BsmtCond_TA', 'BsmtHalfBath|Exterior2nd_HdBoard', 'Condition1_PosA|GarageQual_TA', 'GarageCond_Fa|BsmtFinType1_GLQ', 'GarageType_Attchd|Functional_Min1', 'LandContour_Bnk|Exterior1st_Wd Sdng', 'LandContour_Low|YearRemodAdd', 'LandContour_Bnk|Condition1_RRAe', 'GarageQual_TA|TotRmsAbvGrd', 'FireplaceQu_Po|GarageType_Basment', 'Electrical_Tencode|Condition1_RRAn', 'Exterior2nd_MetalSd|RoofStyle_Tencode', 'ExterQual_Gd|BsmtFinType1_Unf', 'GarageCond_Gd|MSZoning_RM', '3SsnPorch|Electrical_FuseF', 'Functional_Maj1|Exterior2nd_Brk Cmn', 'Condition2_Tencode|HouseStyle_2.5Unf', 'BldgType_Duplex|FireplaceQu_Ex', 'BldgType_2fmCon|Neighborhood_StoneBr', 'Condition1_Artery|MasVnrType_BrkFace', 'LandSlope_Tencode|ExterQual_Fa', 'Exterior2nd_Wd Sdng|GarageCond_Ex', 'BsmtFinType1_Unf|Exterior1st_Plywood', 'RoofMatl_Tar&Grv|Fence_MnPrv', 'GarageQual_Fa|Exterior1st_MetalSd', 'Neighborhood_Sawyer|BsmtQual_Gd', 'BsmtQual_TA|Utilities_AllPub', 'Neighborhood_NAmes|BldgType_TwnhsE', 'HouseStyle_SFoyer|LandContour_Lvl', 'BsmtExposure_Av|Neighborhood_BrkSide', 'GarageFinish_Fin|BldgType_Tencode', 'LotFrontage|GarageYrBlt', 'MasVnrType_BrkCmn|BsmtQual_Gd', 'Exterior1st_Stucco|PoolQC_Tencode', 'PavedDrive_Y|Foundation_CBlock', 'GarageCond_Po|SaleType_New', 'RoofStyle_Flat|LotConfig_CulDSac', 'SaleType_Tencode|SaleType_COD', 'MiscFeature_Othr|LandSlope_Mod', 'SaleCondition_Alloca|GarageType_BuiltIn', 'Heating_Grav|GarageType_CarPort', 'Neighborhood_CollgCr|Foundation_Tencode', 'EnclosedPorch|KitchenQual_TA', 'BsmtFinSF1|ExterQual_Fa', 'Foundation_PConc|SaleType_WD', 'BsmtQual_Fa|GarageType_BuiltIn', 'Neighborhood_Edwards|BldgType_Tencode', 'PavedDrive_N', 'LotShape_Tencode', 'Neighborhood_NPkVill|CentralAir_N', 'Fence_Tencode|SaleType_ConLI', 'BsmtFinType1_BLQ|BsmtFinType2_Rec', 'SaleType_Tencode|GarageType_Attchd', 'TotRmsAbvGrd|LotConfig_Inside', 'BsmtExposure_Tencode|SaleType_ConLI', 'TotRmsAbvGrd|Functional_Min1', 'Neighborhood_ClearCr|MSZoning_RL', 'LotConfig_Corner|Neighborhood_Gilbert', 'SaleType_New|MiscFeature_Tencode', 'SaleType_ConLw|BsmtFinSF1', 'BsmtQual_Gd|Neighborhood_MeadowV', 'LandContour_Low|SaleType_ConLD', 'BsmtExposure_Tencode|HeatingQC_Ex', 'ExterCond_TA|BsmtFinSF2', 'LandContour_Bnk|KitchenQual_Tencode', 'RoofStyle_Hip|ExterQual_Fa', 'GarageCond_Po|Heating_Grav', 'SaleType_New|SaleCondition_Partial', 'ExterCond_Tencode', 'Neighborhood_Somerst|BsmtQual_Tencode', 'FireplaceQu_Tencode|GarageArea', 'GarageQual_Gd|MiscFeature_Tencode', 'GarageFinish_Fin|HeatingQC_Tencode', 'SaleType_WD|Neighborhood_Sawyer', 'Condition1_Feedr|Neighborhood_SawyerW', 'GarageCars|PavedDrive_Y', 'Neighborhood_BrDale|BsmtFinSF1', 'RoofMatl_Tar&Grv|CentralAir_N', 'LotShape_IR2|BsmtFinType2_ALQ', 'Neighborhood_NoRidge|GarageQual_Fa', 'HeatingQC_TA|RoofStyle_Tencode', 'Condition2_Tencode|Exterior1st_BrkComm', 'RoofStyle_Tencode|Exterior2nd_Wd Shng', 'Neighborhood_NridgHt|BsmtFullBath', 'GarageFinish_RFn|BldgType_Tencode', 'BsmtFinType1_BLQ|MSZoning_FV', 'Alley_Tencode|SaleType_ConLI', 'BsmtExposure_Tencode|Exterior1st_Tencode', 'SaleType_ConLD|BsmtCond_Gd', 'RoofStyle_Shed|SaleType_Oth', 'Alley_Tencode|HouseStyle_1.5Unf', 'BedroomAbvGr|Foundation_Slab', 'Condition1_Norm|GarageFinish_RFn', 'Exterior2nd_MetalSd|GarageType_2Types', 'HouseStyle_1.5Unf|2ndFlrSF', 'BedroomAbvGr|GarageFinish_Tencode', 'SaleType_WD|ExterCond_Gd', 'YrSold|ExterQual_Ex', 'GarageCars|Exterior1st_CemntBd', 'Neighborhood_NridgHt|Utilities_AllPub', 'LandContour_HLS|KitchenQual_TA', 'FireplaceQu_Tencode|Neighborhood_StoneBr', 'OpenPorchSF|ScreenPorch', 'SaleCondition_Tencode|BsmtExposure_Gd', 'Neighborhood_BrDale|RoofStyle_Hip', 'HouseStyle_1Story|Alley_Tencode', 'HeatingQC_Tencode|SaleCondition_Normal', 'Neighborhood_BrDale|Street_Grvl', 'Neighborhood_BrDale|MasVnrType_BrkFace', 'Condition1_Norm|Street_Pave', 'Neighborhood_BrkSide|BsmtCond_TA', 'SaleCondition_Family|KitchenQual_Fa', 'HouseStyle_1Story|Neighborhood_SawyerW', 'Neighborhood_ClearCr|KitchenQual_Fa', 'LotFrontage|TotRmsAbvGrd', 'Alley_Pave|BsmtQual_TA', 'Neighborhood_Somerst|FullBath', 'MiscFeature_Othr|Condition2_Tencode', 'Foundation_Tencode|Functional_Min1', 'Neighborhood_BrkSide|LotShape_IR3', 'Utilities_Tencode|GarageQual_Gd', 'LandContour_HLS|MSZoning_RL', 'Exterior1st_Stucco|Utilities_AllPub', 'ExterQual_Ex|Exterior2nd_HdBoard', 'FireplaceQu_Po|FireplaceQu_Fa', 'HeatingQC_Fa|HouseStyle_2Story', 'Neighborhood_BrDale|ExterQual_Tencode', 'FireplaceQu_Po|SaleCondition_Abnorml', 'Foundation_PConc|KitchenQual_Fa', 'BldgType_1Fam|MiscFeature_Gar2', 'Exterior2nd_VinylSd|SaleType_COD', 'RoofMatl_Tencode|Foundation_BrkTil', '3SsnPorch|Condition1_PosN', 'YearBuilt|OverallCond', 'Heating_Grav|MSZoning_C (all)', 'RoofStyle_Gable|GarageCond_Fa', 'LotShape_IR2|Functional_Min2', 'Functional_Tencode|Foundation_BrkTil', 'RoofMatl_Tar&Grv|LotConfig_Tencode', 'Foundation_Stone|BsmtCond_Po', 'BsmtFinType2_ALQ|MSZoning_RM', 'LotConfig_Tencode|ExterQual_Gd', 'Condition1_Artery|3SsnPorch', 'Condition1_Feedr|OverallCond', 'Condition1_Norm|ExterQual_Gd', 'Fence_Tencode|Foundation_CBlock', 'Exterior2nd_Wd Sdng|LotShape_IR3', 'Foundation_Slab|MasVnrType_Stone', 'BsmtFinType1_Tencode|GarageCond_Fa', 'Alley_Pave|Fence_Tencode', 'BldgType_Tencode|Neighborhood_BrkSide', 'BsmtFinSF2|LandSlope_Gtl', 'FireplaceQu_Tencode|ExterCond_Fa', 'Condition1_PosA|WoodDeckSF', 'Condition1_Artery|Exterior2nd_HdBoard', 'Functional_Maj2|Exterior1st_MetalSd', 'Exterior1st_BrkFace|BsmtQual_Gd', 'HeatingQC_TA|RoofStyle_Gable', 'MiscVal|BsmtCond_Fa', 'LotShape_Reg|Exterior1st_Tencode', 'MasVnrType_BrkCmn|BldgType_TwnhsE', 'Exterior1st_HdBoard|Neighborhood_Tencode', 'Exterior2nd_Tencode|Exterior1st_VinylSd', 'BsmtQual_Fa|Fence_GdPrv', 'Neighborhood_SWISU|Functional_Maj2', 'LotShape_IR1|Fireplaces', 'Heating_Grav|MasVnrType_BrkCmn', 'GarageArea|Foundation_Slab', 'Exterior2nd_CmentBd|MSZoning_RL', '3SsnPorch|MiscFeature_Shed', 'Exterior1st_HdBoard|Neighborhood_NWAmes', 'Fireplaces|BsmtFinType2_BLQ', 'BldgType_Twnhs|SaleCondition_Normal', 'LotShape_Reg|GarageQual_Po', 'GarageFinish_Unf|Functional_Mod', 'BsmtExposure_No|MasVnrType_Tencode', 'BldgType_Duplex|GarageType_Attchd', 'Foundation_Stone|GarageType_Basment', 'Alley_Tencode|Neighborhood_MeadowV', 'GarageQual_Po|Exterior2nd_HdBoard', 'BsmtQual_TA|MasVnrType_Tencode', 'FireplaceQu_Fa', 'Exterior1st_BrkFace|Electrical_Tencode', 'LotShape_Tencode|BsmtFinType1_Tencode', 'BldgType_TwnhsE|BsmtFinSF1', 'BsmtFinType1_LwQ|KitchenQual_TA', 'Fence_Tencode|TotRmsAbvGrd', 'LotConfig_CulDSac|GarageFinish_Tencode', 'HouseStyle_SFoyer|Exterior2nd_MetalSd', 'LotShape_Tencode|Fence_GdWo', 'LotConfig_Tencode|Functional_Mod', 'Electrical_SBrkr|HouseStyle_SLvl', 'MSZoning_RL|Exterior2nd_Wd Shng', 'Fence_GdPrv|BsmtCond_Fa', 'BsmtFinType1_BLQ|Condition1_RRAn', 'ExterQual_TA|Foundation_Tencode', 'LotFrontage|Condition1_Feedr', 'BsmtFinType1_LwQ|Exterior1st_Wd Sdng', 'Neighborhood_Crawfor|BsmtFinType1_Unf', 'BsmtFinType2_LwQ|Exterior1st_MetalSd', 'Exterior2nd_VinylSd|BsmtExposure_Av', 'Neighborhood_NoRidge|Foundation_Slab', 'LotConfig_Corner|Condition2_Artery', 'GarageCond_Po|SaleType_CWD', 'Condition2_Norm|Exterior2nd_AsphShn', 'RoofMatl_Tencode|HeatingQC_Tencode', 'Neighborhood_Tencode|Neighborhood_Gilbert', 'FireplaceQu_Ex|MiscFeature_Tencode', 'FireplaceQu_Ex|BsmtFinType1_Unf', 'KitchenQual_Gd|GarageYrBlt', 'Utilities_Tencode|HeatingQC_Ex', 'FullBath|GarageCond_Tencode', 'KitchenQual_Fa|BldgType_Tencode', 'Alley_Pave|Exterior2nd_Wd Sdng', 'BsmtFinType1_BLQ|Exterior1st_AsbShng', 'SaleCondition_Abnorml|ExterQual_Tencode', 'RoofMatl_Tencode|Condition1_PosN', 'ExterQual_TA|Street_Tencode', 'TotRmsAbvGrd|GarageType_2Types', 'HalfBath|PavedDrive_P', 'HouseStyle_SFoyer|HeatingQC_Tencode', 'BsmtFinType2_ALQ|Exterior2nd_Plywood', 'Functional_Typ|Functional_Min1', 'BsmtExposure_Tencode|Neighborhood_Edwards', 'BsmtExposure_Mn|WoodDeckSF', 'OpenPorchSF|SaleType_CWD', 'LotShape_Reg|SaleType_CWD', 'HeatingQC_Fa|LotConfig_Corner', 'Neighborhood_NoRidge|GarageType_Basment', 'Foundation_BrkTil|BsmtFinType2_BLQ', 'EnclosedPorch|CentralAir_Tencode', 'LandContour_Lvl|SaleCondition_Alloca', 'BedroomAbvGr|Fence_GdPrv', 'ExterCond_Gd|BsmtQual_Gd', 'Foundation_PConc|Neighborhood_StoneBr', 'SaleCondition_Alloca|Neighborhood_Crawfor', 'Condition1_Feedr|HouseStyle_SLvl', 'HouseStyle_SFoyer|BldgType_1Fam', 'PavedDrive_Tencode|ExterQual_Tencode', 'SaleCondition_Family|ScreenPorch', 'RoofStyle_Hip|BsmtExposure_Mn', 'Neighborhood_Somerst|LandContour_HLS', 'GarageFinish_RFn|MasVnrType_Tencode', 'ExterQual_Ex|Condition1_RRAn', 'Foundation_BrkTil|BedroomAbvGr', 'Heating_Grav|KitchenQual_Tencode', 'Exterior2nd_CmentBd|Street_Pave', 'HouseStyle_SFoyer|LandContour_Tencode', 'RoofStyle_Hip|BsmtHalfBath', 'MiscVal|PoolQC_Tencode', 'RoofStyle_Hip|CentralAir_Tencode', 'GarageCond_Tencode|Heating_Tencode', 'LandContour_Lvl|LotConfig_CulDSac', 'Street_Tencode|SaleType_ConLI', 'LotConfig_Tencode|Neighborhood_BrkSide', 'Neighborhood_BrDale|Neighborhood_MeadowV', 'LandContour_Low|BsmtFinType2_GLQ', 'Neighborhood_NPkVill|MSZoning_Tencode', 'Condition1_RRAe|Condition2_Norm', 'KitchenQual_Gd|Neighborhood_CollgCr', 'BsmtFullBath|BsmtQual_TA', 'GarageQual_Gd|SaleCondition_Partial', 'Neighborhood_NoRidge|Condition1_Tencode', 'Electrical_Tencode|MiscFeature_Tencode', 'GarageCond_Tencode|GarageFinish_Tencode', 'LotShape_Tencode|CentralAir_Y', 'Neighborhood_Blmngtn|Neighborhood_BrkSide', 'BldgType_2fmCon|GarageFinish_RFn', 'HouseStyle_1Story|Exterior2nd_Brk Cmn', 'RoofStyle_Flat|MSZoning_RH', 'GarageType_Detchd|HouseStyle_2Story', 'SaleCondition_Alloca|KitchenQual_Tencode', 'HouseStyle_Tencode|Neighborhood_Tencode', 'GarageFinish_Fin|MiscFeature_Gar2', 'GarageType_Detchd|PoolArea', 'GarageType_Attchd|Fence_MnPrv', 'Exterior2nd_Stucco|PavedDrive_Y', 'YrSold|Neighborhood_BrkSide', 'SaleType_ConLw|CentralAir_Y', 'Exterior2nd_CmentBd|LotShape_IR3', 'BsmtFinType1_ALQ|BldgType_Tencode', 'MiscFeature_Othr|MSSubClass', 'BsmtFullBath|HouseStyle_2.5Unf', 'BsmtFinType2_Tencode|BsmtFinType2_ALQ', 'Electrical_FuseF|Functional_Min2', 'TotalBsmtSF|MasVnrArea', 'GarageType_Detchd|RoofMatl_CompShg', 'Condition1_PosN|CentralAir_N', 'LotShape_IR2|LandSlope_Gtl', 'SaleType_COD|Neighborhood_Timber', 'BsmtFinType1_Unf|HouseStyle_1.5Fin', 'Exterior1st_CemntBd|MiscFeature_Gar2', 'GarageType_CarPort|BsmtQual_Gd', 'GarageType_Tencode|Foundation_Slab', 'Condition1_Norm|BsmtExposure_Mn', 'GarageFinish_Fin|MasVnrType_Stone', 'GarageFinish_Unf|LandSlope_Sev', 'Neighborhood_NAmes|BsmtCond_Gd', 'LotShape_IR2|RoofMatl_WdShngl', '3SsnPorch|MasVnrType_Stone', 'BldgType_2fmCon|SaleType_ConLI', 'GarageCond_Po|3SsnPorch', 'Functional_Min1|BsmtExposure_No', 'BldgType_Duplex|Condition1_Feedr', 'LotConfig_Tencode|Condition1_Tencode', 'BsmtFinType1_BLQ|BsmtQual_Ex', 'Condition1_PosN|Electrical_FuseF', 'HeatingQC_Fa|Foundation_CBlock', 'Electrical_FuseF|ExterQual_Tencode', 'MasVnrType_None|GarageYrBlt', 'Alley_Pave|Foundation_CBlock', 'LotArea|Neighborhood_SWISU', 'Neighborhood_BrkSide', 'HouseStyle_SFoyer|GarageFinish_Fin', 'Utilities_Tencode|SaleCondition_Partial', 'Neighborhood_OldTown|RoofMatl_Tar&Grv', 'BldgType_Duplex|Electrical_Tencode', 'LotShape_IR2|GarageType_BuiltIn', 'BsmtFinSF1|KitchenQual_TA', 'Street_Grvl|Exterior2nd_AsphShn', 'BldgType_2fmCon|Functional_Maj1', 'Exterior1st_CemntBd|Condition1_RRAe', 'GarageArea|CentralAir_N', 'OverallQual|MasVnrArea', 'Electrical_SBrkr|BsmtFinType2_BLQ', 'BsmtFinType1_ALQ|LotConfig_CulDSac', 'Neighborhood_SWISU|Exterior2nd_Plywood', 'KitchenAbvGr|GarageFinish_Tencode', 'Condition1_Artery|RoofMatl_CompShg', 'BsmtQual_Fa|TotRmsAbvGrd', 'Condition1_Norm|Condition1_Feedr', 'LotShape_IR3', 'Heating_GasW|Exterior2nd_AsphShn', 'BsmtFinType2_LwQ|Functional_Min1', 'Electrical_FuseP|Foundation_BrkTil', 'PavedDrive_Tencode|Functional_Maj2', 'Functional_Typ|BldgType_1Fam', 'BsmtFinType1_Tencode|LandContour_Bnk', 'BsmtFinType1_Unf|Neighborhood_BrkSide', 'Neighborhood_NridgHt|BsmtFinType2_Tencode', 'BedroomAbvGr|ExterCond_Tencode', 'Neighborhood_NPkVill|BsmtFinType1_Unf', 'OpenPorchSF|Neighborhood_Gilbert', 'MiscFeature_Shed|Exterior1st_WdShing', 'RoofStyle_Flat|BsmtQual_TA', 'Neighborhood_Gilbert|Exterior2nd_Brk Cmn', 'HouseStyle_1.5Unf|Alley_Grvl', 'Functional_Maj2|MiscFeature_Gar2', 'Neighborhood_NridgHt|MasVnrType_BrkFace', 'RoofMatl_Tencode|Exterior1st_WdShing', '2ndFlrSF|RoofMatl_WdShngl', 'BsmtFinType1_Tencode|Foundation_CBlock', 'BldgType_2fmCon|GarageQual_Fa', 'LotShape_IR2|Neighborhood_BrkSide', 'RoofMatl_CompShg|BsmtHalfBath', 'Neighborhood_OldTown|PavedDrive_P', 'BsmtCond_Tencode|Exterior2nd_Brk Cmn', 'Condition2_Norm|GarageType_2Types', 'RoofStyle_Flat|HouseStyle_2Story', 'RoofStyle_Flat|Exterior2nd_MetalSd', 'Exterior2nd_Stucco|LandContour_Bnk', 'GrLivArea|RoofMatl_WdShngl', 'BsmtFinType2_BLQ|Street_Pave', 'LandContour_Lvl|1stFlrSF', 'LotFrontage|Condition1_Norm', 'Condition1_RRAe|GarageType_Attchd', 'RoofMatl_CompShg|LotConfig_Inside', 'SaleType_Tencode|LotConfig_CulDSac', 'Condition1_Feedr|Exterior1st_MetalSd', 'HouseStyle_1Story|2ndFlrSF', 'Exterior1st_BrkFace|MasVnrType_Stone', 'EnclosedPorch|Exterior2nd_Wd Shng', 'BsmtFinType2_Unf|GarageType_2Types', 'SaleCondition_Family|Neighborhood_NAmes', 'Neighborhood_Blmngtn|BldgType_Twnhs', 'Condition1_RRAe|BsmtUnfSF', 'Street_Tencode|PavedDrive_Y', 'RoofStyle_Hip|BsmtFinType1_GLQ', 'BsmtFinType2_GLQ|LotConfig_FR2', 'LotShape_Tencode|SaleCondition_Normal', 'Alley_Pave|KitchenQual_Ex', 'BsmtCond_Po|MasVnrType_None', 'Exterior1st_Stucco|BsmtExposure_No', 'ExterQual_TA|WoodDeckSF', 'TotalBsmtSF|RoofStyle_Flat', 'Neighborhood_NPkVill|PoolArea', 'Condition2_Artery|BsmtFinType1_GLQ', 'KitchenQual_Ex|Heating_Tencode', 'FireplaceQu_Ex|Condition1_Tencode', 'SaleType_ConLI|SaleType_WD', 'GarageArea|BldgType_1Fam', 'Exterior2nd_MetalSd|Fence_GdWo', 'LandSlope_Mod|FireplaceQu_TA', 'Exterior1st_HdBoard|BsmtCond_TA', 'Exterior1st_AsbShng|HalfBath', 'BsmtFinType1_Rec|Neighborhood_StoneBr', 'GarageQual_Fa|SaleType_COD', 'KitchenAbvGr|GarageCars', 'Exterior2nd_MetalSd|ExterQual_Tencode', 'Heating_Tencode|Utilities_AllPub', 'ExterQual_TA|BsmtQual_Fa', 'RoofStyle_Hip|SaleType_Oth', 'GrLivArea|KitchenQual_Ex', 'MiscFeature_Tencode|ExterQual_Tencode', 'Neighborhood_NoRidge|WoodDeckSF', 'HeatingQC_Gd|LandSlope_Tencode', 'Exterior2nd_Stucco|BsmtFinSF1', 'Exterior1st_VinylSd|KitchenQual_TA', 'BsmtQual_Fa|ScreenPorch', 'Neighborhood_Gilbert|Condition2_Norm', 'GarageType_Tencode|Condition1_RRAe', 'Neighborhood_ClearCr|SaleCondition_Partial', 'KitchenQual_Fa|GarageQual_Tencode', 'MSSubClass|Neighborhood_Timber', 'Utilities_Tencode|Condition1_Feedr', 'HouseStyle_Tencode|SaleType_WD', 'Exterior2nd_VinylSd|ExterQual_Fa', 'FullBath|Fence_GdWo', 'RoofStyle_Gable|RoofStyle_Tencode', 'RoofStyle_Flat|Exterior1st_WdShing', 'Condition1_Artery|Foundation_CBlock', 'Neighborhood_NPkVill|GarageQual_Tencode', '2ndFlrSF|BsmtFinType1_GLQ', 'MiscFeature_Gar2|BsmtQual_Gd', 'GarageYrBlt|Alley_Grvl', 'BsmtFinSF2|BsmtUnfSF', 'Alley_Tencode|TotRmsAbvGrd', 'PavedDrive_N|PavedDrive_Tencode', 'GarageFinish_Unf|MiscFeature_Shed', 'MiscVal|MiscFeature_Tencode', 'RoofMatl_Tencode|Neighborhood_Veenker', 'Exterior2nd_BrkFace|Neighborhood_SawyerW', 'HouseStyle_1Story|Exterior1st_Tencode', 'Fence_Tencode|BsmtCond_Fa', 'BsmtFinType1_BLQ|GarageYrBlt', 'BsmtQual_Fa|2ndFlrSF', 'Fence_Tencode|Neighborhood_MeadowV', 'MoSold|GarageArea', 'Heating_Tencode|Condition1_PosA', 'HouseStyle_SFoyer|Electrical_FuseF', 'LotArea|HouseStyle_Tencode', 'LandContour_HLS|PavedDrive_P', 'PoolQC_Tencode|BsmtFinType1_GLQ', 'GarageQual_Tencode|BsmtExposure_No', 'HouseStyle_1Story|Neighborhood_NPkVill', 'HeatingQC_Gd|Foundation_BrkTil', 'HeatingQC_TA|Condition1_Feedr', 'TotalBsmtSF|Fence_MnWw', 'CentralAir_Y|BsmtFinType1_GLQ', 'Functional_Maj1|Exterior2nd_Wd Sdng', 'BldgType_1Fam|Neighborhood_BrkSide', 'Functional_Maj1|GarageType_CarPort', 'BsmtFinType2_GLQ|RoofMatl_CompShg', 'PavedDrive_Tencode|LotConfig_Inside', 'Functional_Maj2|Neighborhood_Gilbert', 'BsmtCond_Po|Exterior2nd_Plywood', 'Electrical_FuseP|Exterior2nd_VinylSd', 'Exterior2nd_Tencode|BsmtFinType2_Rec', 'GarageCond_Po|BldgType_Twnhs', 'OverallQual|Street_Tencode', 'Foundation_CBlock|BsmtFinType1_GLQ', 'HalfBath|BsmtCond_Gd', 'BsmtFinType1_BLQ|GarageQual_Tencode', 'LotConfig_Tencode|MasVnrType_None', 'BsmtCond_Gd|MiscFeature_Gar2', 'Neighborhood_Tencode|MSZoning_RL', 'PavedDrive_N|LotShape_IR3', 'FullBath|KitchenQual_Fa', 'BldgType_2fmCon|KitchenQual_Fa', 'Heating_Grav|Exterior1st_WdShing', 'BsmtFinType2_ALQ|Condition1_RRAn', 'RoofStyle_Hip|LowQualFinSF', 'Neighborhood_Crawfor|Fence_GdWo', 'BsmtFinType1_BLQ|GarageCond_TA', 'GarageType_Tencode|Exterior2nd_AsphShn', 'Foundation_PConc|FireplaceQu_Ex', 'RoofMatl_Tencode|Neighborhood_StoneBr', 'BldgType_Duplex|GarageType_2Types', 'LandContour_Bnk|OverallCond', 'BsmtExposure_Tencode|LandContour_HLS', 'KitchenQual_Fa|WoodDeckSF', 'Foundation_Stone|Exterior1st_CemntBd', 'Heating_Grav|Exterior1st_Wd Sdng', 'BsmtFinType1_BLQ|BsmtCond_Tencode', 'Condition1_Artery|Functional_Typ', 'BsmtFinType2_GLQ|MSZoning_RH', 'SaleCondition_Alloca|Electrical_FuseF', 'BsmtQual_Fa|SaleCondition_Alloca', 'Neighborhood_CollgCr|Fireplaces', 'Exterior2nd_Wd Sdng|GarageYrBlt', 'MoSold|BsmtCond_Po', 'RoofMatl_Tar&Grv|Alley_Grvl', 'RoofStyle_Hip|RoofStyle_Shed', 'Fireplaces|Functional_Min1', 'Alley_Grvl|ExterQual_Tencode', 'GarageFinish_RFn|Neighborhood_Timber', 'LotConfig_CulDSac|RoofStyle_Shed', 'Utilities_Tencode|Exterior2nd_Wd Sdng', 'PoolArea|ExterQual_Fa', 'GarageFinish_Unf|GrLivArea', 'PavedDrive_Tencode|Neighborhood_Timber', 'Neighborhood_SWISU|BsmtCond_Tencode', 'BsmtFinType2_ALQ|Electrical_SBrkr', 'Alley_Tencode|Fireplaces', 'ExterCond_Gd|Fence_MnWw', 'SaleCondition_Normal|MSZoning_RH', 'Neighborhood_NPkVill|MoSold', 'GarageQual_Fa|GarageQual_TA', 'Utilities_Tencode|Condition2_Norm', 'BsmtFinSF2|LandContour_Tencode', 'BldgType_Duplex|HouseStyle_Tencode', 'HeatingQC_Fa|Functional_Min2', 'HouseStyle_1.5Unf|ExterQual_Tencode', 'Neighborhood_NoRidge|OpenPorchSF', 'SaleCondition_Tencode|HalfBath', 'HeatingQC_Ex|Neighborhood_Sawyer', 'BsmtFinType1_Unf|MSZoning_RL', 'RoofMatl_Tencode|HeatingQC_Gd', 'MiscFeature_Tencode|Neighborhood_IDOTRR', 'GarageCars|BsmtFinType2_GLQ', 'HouseStyle_Tencode|MSZoning_Tencode', 'Neighborhood_NAmes|MasVnrArea', 'Neighborhood_BrkSide|Exterior1st_Wd Sdng', 'GarageFinish_Unf|LandContour_Tencode', 'LowQualFinSF|Exterior2nd_Plywood', 'Heating_Tencode|BsmtFinSF1', 'RoofStyle_Gambrel|ExterCond_Fa', 'GarageQual_Fa|BsmtExposure_No', 'GarageType_Detchd|BsmtQual_Fa', 'OverallQual|ExterQual_Fa', 'OverallCond|KitchenQual_TA', 'LotShape_IR2|LotShape_IR1', 'LotShape_Tencode|BldgType_Tencode', 'BsmtFinType1_LwQ|RoofMatl_WdShngl', 'Neighborhood_NoRidge|Exterior2nd_Wd Sdng', 'ExterQual_TA|Neighborhood_OldTown', 'BldgType_1Fam|BldgType_Tencode', 'Neighborhood_StoneBr|HouseStyle_1.5Fin', 'BsmtFinType1_BLQ|LotShape_IR1', 'BsmtFinType1_ALQ|Condition1_RRAn', 'BsmtFullBath|SaleType_CWD', 'Functional_Tencode|LandContour_Lvl', 'Condition1_PosA|Condition1_Tencode', 'HouseStyle_1Story|RoofMatl_WdShngl', 'Neighborhood_NPkVill|Neighborhood_Mitchel', 'GarageCond_Ex|GarageYrBlt', 'BsmtQual_Fa|ExterQual_Ex', 'LandSlope_Tencode|Functional_Maj1', 'Foundation_PConc|LotArea', '2ndFlrSF|Foundation_CBlock', 'GarageQual_TA|Exterior2nd_HdBoard', 'ExterQual_TA|BsmtFinType1_Rec', 'KitchenAbvGr|Neighborhood_Timber', 'RoofMatl_CompShg|ExterQual_Tencode', 'SaleType_ConLI|Exterior1st_Plywood', 'BsmtFinSF2|Foundation_CBlock', 'Exterior2nd_Stucco|Functional_Mod', 'Neighborhood_CollgCr|HouseStyle_1.5Unf', 'GarageType_Attchd|Foundation_CBlock', 'Heating_GasA|Neighborhood_Veenker', 'BsmtFinType1_Rec|SaleType_New', 'BldgType_Tencode|BsmtQual_Gd', 'LotShape_Reg|GarageType_CarPort', 'GarageQual_TA|CentralAir_Y', 'Condition1_Tencode|Neighborhood_Gilbert', 'BsmtFinType2_ALQ|Alley_Grvl', 'FireplaceQu_Po|Exterior2nd_Tencode', 'Alley_Pave|GarageCond_Gd', 'BedroomAbvGr|HeatingQC_Ex', 'Condition1_Artery|GarageYrBlt', 'Foundation_PConc|RoofMatl_WdShngl', 'SaleCondition_Alloca|MiscFeature_Shed', 'PavedDrive_Tencode|Exterior2nd_HdBoard', 'BldgType_Duplex|Electrical_SBrkr', 'HeatingQC_Tencode|Functional_Maj2', 'BsmtFinType2_Tencode|Condition1_Norm', 'BsmtExposure_Tencode|RoofStyle_Flat', 'Heating_GasA|Neighborhood_Timber', 'FireplaceQu_Po|LotConfig_Tencode', 'Fence_Tencode|LandContour_Tencode', 'Condition1_Artery|BsmtFinType2_GLQ', 'Exterior2nd_CmentBd|Condition1_Norm', 'Neighborhood_ClearCr|LandSlope_Tencode', 'MSZoning_FV|BsmtQual_Gd', 'Functional_Maj2|Functional_Min2', 'PavedDrive_Tencode|CentralAir_Y', 'LandContour_Tencode|Exterior1st_BrkComm', 'GarageType_Detchd|SaleType_CWD', 'BsmtUnfSF|CentralAir_Y', 'MiscFeature_Othr|Fence_MnWw', 'Neighborhood_CollgCr|Electrical_SBrkr', 'ExterQual_TA|Exterior2nd_Wd Sdng', 'LandContour_HLS|BsmtFinType2_LwQ', 'GarageCond_TA|BsmtExposure_Mn', 'BsmtFullBath|BsmtExposure_Av', 'BedroomAbvGr|FireplaceQu_TA', 'Alley_Tencode|MasVnrType_BrkFace', 'GarageFinish_Tencode|OpenPorchSF', 'ScreenPorch|LotShape_IR3', 'Utilities_Tencode|HeatingQC_Gd', 'Neighborhood_SWISU|SaleCondition_Partial', 'FireplaceQu_Tencode|HouseStyle_1.5Fin', 'HeatingQC_Ex|Exterior1st_CemntBd', 'Condition1_PosN|Functional_Maj1', 'Neighborhood_NWAmes|Exterior2nd_AsphShn', 'Condition2_Tencode|LotConfig_Inside', 'SaleType_Tencode|BsmtCond_TA', 'Exterior2nd_Stucco|BldgType_Duplex', 'RoofMatl_Tar&Grv|Neighborhood_Gilbert', 'LotConfig_Corner|MSZoning_C (all)', 'Foundation_BrkTil|MoSold', 'KitchenQual_Tencode|BsmtExposure_Av', 'Exterior1st_BrkFace|HouseStyle_SFoyer', 'Exterior2nd_AsbShng|Neighborhood_Mitchel', 'Heating_Grav|TotRmsAbvGrd', 'Functional_Min1|Exterior1st_Plywood', 'ExterQual_TA|Alley_Pave', 'HeatingQC_TA|CentralAir_Y', 'RoofMatl_CompShg|Exterior1st_Stucco', 'YearBuilt|Condition1_Norm', 'RoofStyle_Flat|FireplaceQu_Gd', 'SaleCondition_Tencode|Condition2_Artery', 'HouseStyle_SFoyer|MasVnrType_Tencode', 'BsmtFinType1_Tencode|MSZoning_RL', 'Foundation_Tencode|SaleType_Oth', 'Electrical_SBrkr|Exterior1st_Wd Sdng', 'BsmtHalfBath|ExterCond_Gd', 'HeatingQC_Fa|Condition1_Feedr', 'FireplaceQu_Tencode|EnclosedPorch', 'PavedDrive_N|BsmtFinSF1', 'PoolArea|HouseStyle_2Story', 'GarageFinish_Fin|LandSlope_Gtl', 'LandContour_Bnk|CentralAir_Tencode', 'SaleType_ConLw|LandContour_Lvl', 'Utilities_Tencode|GarageCond_TA', 'MasVnrType_None|MasVnrType_Stone', 'LotConfig_CulDSac|Neighborhood_Timber', 'Neighborhood_NWAmes|ExterCond_Fa', 'BldgType_TwnhsE|Neighborhood_BrkSide', 'Neighborhood_StoneBr|SaleType_COD', 'BldgType_1Fam|MasVnrArea', 'HeatingQC_Tencode|FireplaceQu_TA', 'BsmtExposure_Tencode|RoofMatl_WdShngl', 'Neighborhood_Edwards|Exterior1st_Wd Sdng', 'BsmtQual_Ex|Neighborhood_Timber', 'RoofMatl_Tar&Grv|BsmtExposure_Av', 'HouseStyle_1.5Unf|GarageType_Attchd', 'Foundation_Tencode|Alley_Grvl', 'YearRemodAdd|Condition2_Artery', 'Utilities_Tencode|BldgType_Twnhs', 'RoofStyle_Gable|TotRmsAbvGrd', 'Neighborhood_Tencode|RoofMatl_Tar&Grv', 'LotShape_Tencode|PavedDrive_Y', 'BldgType_Duplex|Neighborhood_Crawfor', 'GarageType_BuiltIn|Exterior1st_VinylSd', 'BsmtFinType1_BLQ|Exterior1st_BrkComm', 'Electrical_FuseA|Neighborhood_NoRidge', 'BsmtFinType2_Tencode|Heating_Tencode', 'MiscFeature_Tencode|Condition1_RRAn', 'BldgType_Duplex|Exterior1st_HdBoard', 'BsmtFinType1_Tencode|Functional_Min1', 'Heating_Grav|HouseStyle_2.5Unf', 'MiscVal|Street_Pave', 'GarageArea|GarageType_2Types', 'LotArea|SaleType_WD', 'Exterior2nd_AsbShng|HeatingQC_Tencode', 'BsmtFullBath|Exterior1st_Wd Sdng', 'Alley_Tencode|GarageFinish_Tencode', 'Electrical_Tencode|BsmtCond_Gd', 'RoofMatl_Tar&Grv|BsmtQual_Gd', 'Functional_Tencode|ExterQual_Ex', 'BldgType_Tencode|Condition1_RRAn', 'RoofStyle_Flat|YearBuilt', 'GarageCond_Po|LandSlope_Tencode', 'ScreenPorch|Exterior1st_Wd Sdng', 'HouseStyle_1Story|CentralAir_Tencode', 'Heating_Tencode|Neighborhood_IDOTRR', 'Neighborhood_SWISU|KitchenQual_Fa', 'RoofStyle_Shed|BsmtExposure_No', 'GarageCond_TA|CentralAir_Tencode', 'GarageCond_TA|MasVnrType_BrkFace', 'HeatingQC_Fa|GarageType_Attchd', 'LowQualFinSF|SaleType_COD', 'Neighborhood_Tencode|FireplaceQu_TA', 'YearBuilt|Fence_MnPrv', 'Alley_Tencode|LandSlope_Sev', 'Exterior2nd_AsbShng|Condition1_Norm', 'Electrical_FuseA|ExterQual_Tencode', 'ExterQual_Ex|BsmtQual_Gd', 'Exterior2nd_BrkFace|SaleCondition_Alloca', 'MasVnrType_BrkFace|Neighborhood_MeadowV', 'Neighborhood_Mitchel|Exterior2nd_Wd Shng', 'HeatingQC_Tencode|BsmtFinType1_LwQ', 'PavedDrive_Y|BsmtFinType1_LwQ', 'HalfBath|MiscFeature_Gar2', 'MSSubClass|Exterior1st_Wd Sdng', 'Condition2_Artery|Neighborhood_BrkSide', 'Neighborhood_NPkVill|MasVnrType_Stone', 'Condition1_PosN|Neighborhood_NAmes', 'FireplaceQu_Po|OpenPorchSF', 'MSZoning_C (all)|HouseStyle_2Story', 'Neighborhood_NridgHt|GarageQual_TA', 'Fence_GdWo|SaleType_COD', 'MasVnrType_BrkCmn|LandSlope_Gtl', 'BsmtFullBath|MiscFeature_Shed', 'Condition1_Artery|Neighborhood_NoRidge', 'SaleCondition_Tencode|LotConfig_Inside', 'BsmtFinType2_GLQ|Exterior2nd_MetalSd', 'Heating_GasW|RoofStyle_Gambrel', 'SaleCondition_Tencode|LotConfig_Corner', 'Fireplaces|GarageType_Attchd', 'ExterQual_TA|RoofMatl_CompShg', 'RoofStyle_Hip|BsmtCond_Tencode', 'RoofMatl_CompShg|BsmtExposure_Mn', 'Neighborhood_Mitchel|GarageCond_Ex', 'Heating_GasA|SaleType_ConLw', 'ExterCond_Tencode|BsmtUnfSF', 'Exterior2nd_MetalSd|Condition2_Artery', 'GrLivArea|Neighborhood_IDOTRR', 'BsmtFinType2_BLQ|BldgType_Tencode', 'BsmtFinType2_Rec|Neighborhood_IDOTRR', 'HeatingQC_Gd|Exterior2nd_AsphShn', 'GarageType_BuiltIn|Electrical_FuseF', 'Exterior2nd_Wd Sdng|OverallCond', 'Heating_Grav|MiscFeature_Tencode', 'BsmtFinType1_LwQ|HouseStyle_1.5Fin', 'ExterQual_TA|Heating_Tencode', 'Electrical_FuseA|MasVnrType_BrkCmn', 'KitchenQual_Gd|RoofStyle_Shed', 'ExterQual_Ex|Functional_Min2', 'LandSlope_Tencode|Condition1_Feedr', 'BsmtFinSF2|KitchenQual_Fa', 'LandSlope_Gtl|BsmtFinType1_LwQ', 'Exterior2nd_Stone|Exterior2nd_Wd Sdng', 'BldgType_2fmCon|GarageType_2Types', 'Foundation_Tencode|Neighborhood_IDOTRR', 'LotShape_Tencode|Neighborhood_Crawfor', 'GarageFinish_Fin|RoofStyle_Gambrel', 'BedroomAbvGr|RoofStyle_Gable', 'Exterior2nd_Plywood|Fence_MnPrv', 'Functional_Tencode|Utilities_AllPub', 'LotShape_IR2|GarageArea', 'GarageQual_Fa|ExterQual_Tencode', 'BsmtUnfSF|MasVnrArea', 'BldgType_Duplex|ExterCond_Tencode', 'Neighborhood_Tencode|MSZoning_RM', 'Neighborhood_NWAmes|Street_Grvl', 'Neighborhood_Blmngtn|Utilities_AllPub', 'YearRemodAdd|Functional_Mod', 'Condition1_Artery|HeatingQC_Gd', 'FireplaceQu_Gd|Electrical_SBrkr', 'SaleType_New|Neighborhood_Crawfor', 'Neighborhood_Edwards|GarageQual_Tencode', 'Functional_Mod|MSZoning_Tencode', 'BsmtFullBath|Exterior2nd_CmentBd', 'Functional_Maj2|LowQualFinSF', 'Alley_Tencode|Condition1_PosN', 'Electrical_Tencode|Foundation_BrkTil', 'HeatingQC_Ex|ExterCond_Tencode', 'BsmtFullBath|GarageYrBlt', 'Heating_GasW|Condition1_RRAn', 'BsmtExposure_Tencode|FireplaceQu_TA', 'Condition1_PosA|BsmtExposure_Mn', 'Foundation_Stone|LotConfig_FR2', 'GarageType_Detchd|GarageCond_Gd', 'GarageCond_Fa|BsmtExposure_Mn', 'LotShape_IR3|MasVnrType_Stone', 'GarageQual_Fa|BsmtQual_Gd', 'GarageQual_Gd|Fence_GdWo', 'OverallQual|Exterior2nd_CmentBd', 'SaleType_ConLI|GarageCond_Gd', 'Functional_Typ|HeatingQC_Gd', 'PoolQC_Tencode|MSZoning_RM', 'Foundation_Tencode|PoolArea', 'GarageCond_Po|Neighborhood_BrkSide', 'BsmtCond_Gd|Fence_MnPrv', 'Electrical_SBrkr|TotRmsAbvGrd', 'HeatingQC_Gd|SaleType_ConLw', 'BsmtFinType1_LwQ|ExterQual_Fa', 'RoofStyle_Flat|Functional_Maj1', 'TotalBsmtSF|Exterior1st_Plywood', 'OverallQual|Neighborhood_NWAmes', 'Functional_Typ|GarageType_Attchd', 'Neighborhood_NPkVill|Neighborhood_Blmngtn', 'RoofMatl_Tar&Grv|CentralAir_Y', 'MiscFeature_Gar2|MasVnrType_BrkFace', 'Fence_Tencode|Exterior2nd_Brk Cmn', 'Neighborhood_NoRidge|ScreenPorch', 'FireplaceQu_Po|Neighborhood_IDOTRR', 'Exterior2nd_Brk Cmn|MasVnrType_Tencode', 'Exterior2nd_Wd Sdng|MasVnrType_None', 'BldgType_Duplex|Neighborhood_Tencode', 'Street_Tencode|MasVnrType_BrkFace', 'GarageFinish_Unf|MasVnrType_BrkFace', 'OverallCond|Exterior1st_MetalSd', 'BsmtFinType2_ALQ|HeatingQC_Tencode', 'FireplaceQu_Po|BsmtCond_Po', 'LotShape_IR2|Heating_GasA', 'LotConfig_Corner|SaleCondition_Abnorml', 'Functional_Mod|Exterior1st_Wd Sdng', 'RoofMatl_CompShg|Condition1_Tencode', 'Foundation_BrkTil|BsmtFinSF1', 'BsmtQual_Tencode|Exterior1st_MetalSd', 'TotalBsmtSF|LotFrontage', 'BsmtQual_Ex|Exterior1st_VinylSd', 'MasVnrType_None|Alley_Grvl', 'RoofStyle_Hip|Condition2_Artery', 'HouseStyle_2.5Unf|Alley_Grvl', 'YrSold|HeatingQC_Fa', 'MasVnrType_BrkCmn|BsmtCond_Tencode', 'BsmtHalfBath|FireplaceQu_Ex', 'Electrical_FuseF|Fence_GdWo', '1stFlrSF|RoofStyle_Tencode', 'Exterior2nd_BrkFace|Neighborhood_OldTown', 'GarageCars|Neighborhood_CollgCr', 'BsmtFinSF2|Neighborhood_SWISU', 'RoofMatl_Tencode|MSZoning_FV', 'Neighborhood_NridgHt|BsmtFinSF1', 'Foundation_Stone|GarageFinish_Tencode', 'LotShape_Reg|Neighborhood_SawyerW', 'GarageYrBlt|KitchenQual_TA', 'Condition1_Tencode|GarageFinish_RFn', 'OverallQual|TotalBsmtSF', 'Condition1_Artery|Exterior1st_CemntBd', 'Heating_Grav|GarageType_Attchd', 'MasVnrType_Stone|HouseStyle_2Story', 'Street_Grvl|Utilities_AllPub', 'GrLivArea|BsmtFinType1_BLQ', 'SaleType_ConLw|CentralAir_Tencode', 'BsmtHalfBath|MSZoning_C (all)', 'HouseStyle_1.5Unf|Functional_Maj2', 'LandContour_HLS|Functional_Maj2', 'MoSold|Neighborhood_Gilbert', 'BsmtFinType1_ALQ|LotConfig_Tencode', 'BsmtFinType1_Rec|CentralAir_Y', 'RoofMatl_Tar&Grv|KitchenQual_Tencode', 'GarageCond_Ex|Alley_Grvl', 'Exterior2nd_VinylSd|Neighborhood_SawyerW', 'Heating_GasW|GarageQual_Po', 'GarageYrBlt|MasVnrArea', 'ExterCond_Tencode|SaleType_Oth', 'LotShape_IR1|Street_Pave', 'LandSlope_Sev|Condition2_Artery', 'BsmtFinType2_GLQ|Utilities_AllPub', 'Neighborhood_NPkVill|GarageType_Attchd', 'Exterior2nd_Tencode|Electrical_FuseF', 'FireplaceQu_Po|Exterior1st_Tencode', 'Neighborhood_NoRidge|MasVnrType_Stone', 'BsmtCond_TA|Exterior1st_MetalSd', 'Exterior2nd_AsbShng|Utilities_AllPub', 'KitchenQual_Tencode|ExterQual_Ex', 'Neighborhood_NoRidge|BldgType_1Fam', 'LotShape_IR2|YearBuilt', 'Neighborhood_NPkVill|Exterior1st_Stucco', 'MasVnrType_BrkCmn|Neighborhood_StoneBr', 'HeatingQC_TA|ExterQual_Tencode', 'SaleCondition_Normal|Exterior1st_BrkComm', 'Condition1_Tencode|CentralAir_Tencode', 'SaleCondition_Tencode|Electrical_FuseA', 'Electrical_Tencode|Exterior2nd_BrkFace', 'Neighborhood_NWAmes|Exterior2nd_Brk Cmn', 'GarageFinish_Tencode|SaleType_CWD', 'BsmtHalfBath|MasVnrArea', 'Exterior1st_AsbShng|MasVnrType_BrkFace', 'BsmtFinType1_BLQ|Condition2_Artery', 'BldgType_Twnhs|Neighborhood_BrkSide', 'Neighborhood_Blmngtn|Exterior2nd_VinylSd', 'BsmtQual_Gd|Functional_Min2', 'OverallQual|Functional_Tencode', 'Neighborhood_BrkSide|MSZoning_FV', 'Functional_Typ|ExterQual_Tencode', 'Heating_Grav|Neighborhood_Timber', 'Neighborhood_NoRidge|SaleType_New', 'BsmtQual_Ex|HouseStyle_1.5Unf', 'SaleType_New|Exterior1st_BrkComm', 'Neighborhood_NoRidge|PoolQC_Tencode', 'GrLivArea|BsmtCond_TA', 'Neighborhood_BrDale|CentralAir_Y', 'BsmtFinType2_Tencode|GarageCond_Fa', 'BsmtQual_Fa|MSSubClass', 'ExterQual_TA|Foundation_Stone', 'LandContour_Tencode|LotConfig_CulDSac', 'Street_Tencode|Condition1_PosN', 'BsmtFinType2_Unf|SaleType_Oth', 'LandSlope_Gtl|ExterQual_Tencode', 'Exterior2nd_Stone|RoofStyle_Gable', 'EnclosedPorch|MiscVal', 'BsmtFinType2_ALQ|SaleType_Tencode', 'BsmtFinType2_Tencode|Exterior2nd_AsphShn', '2ndFlrSF|Functional_Min2', 'BsmtFinType1_BLQ|ExterQual_Gd', 'Exterior1st_VinylSd|BsmtFinSF1', 'Neighborhood_ClearCr|ExterCond_TA', 'EnclosedPorch|BsmtQual_Gd', 'Neighborhood_NPkVill|Street_Grvl', 'PavedDrive_Y|BsmtUnfSF', 'BsmtFinType2_ALQ|Exterior2nd_Tencode', 'GarageCond_Gd|BldgType_TwnhsE', 'YrSold|FireplaceQu_Gd', 'Exterior2nd_MetalSd|RoofStyle_Gable', 'MiscVal|BsmtFinType1_Unf', 'BldgType_TwnhsE|LotConfig_Inside', 'RoofMatl_Tencode|PavedDrive_P', 'Neighborhood_ClearCr|BsmtFinType2_LwQ', 'Electrical_SBrkr|RoofStyle_Tencode', 'SaleType_Tencode|GarageType_BuiltIn', 'Heating_Tencode|Neighborhood_Crawfor', '2ndFlrSF|BsmtFinType2_Unf', 'KitchenQual_Tencode|ExterCond_Fa', 'BsmtFinType1_BLQ|RoofMatl_CompShg', 'BsmtQual_Gd|HouseStyle_2Story', 'BsmtFinType2_Unf|BldgType_1Fam', 'HeatingQC_Tencode|ExterCond_Fa', 'BsmtFinType1_Rec|ExterCond_Tencode', 'BsmtQual_Tencode|RoofStyle_Gambrel', 'GarageCond_Gd|LotShape_IR3', 'Electrical_SBrkr|Functional_Maj2', 'MSZoning_C (all)|Exterior1st_VinylSd', 'KitchenQual_Gd|Street_Grvl', 'SaleCondition_Tencode|BsmtCond_TA', 'LandContour_Tencode|Exterior2nd_Wd Sdng', 'MasVnrType_BrkCmn|SaleType_CWD', 'Condition1_Norm|BsmtFinType2_LwQ', 'Exterior1st_CemntBd|BsmtQual_Gd', 'Electrical_FuseF|GarageYrBlt', 'Exterior2nd_AsbShng|GarageType_Tencode', 'BedroomAbvGr|PoolArea', 'BsmtHalfBath|Neighborhood_NAmes', 'Utilities_Tencode|BsmtFinSF1', 'BsmtQual_Fa|Functional_Maj1', 'RoofMatl_Tencode|Exterior1st_Wd Sdng', 'LotShape_Tencode|Exterior2nd_AsbShng', 'GarageCond_Po|GarageQual_Tencode', 'BsmtFinSF2|LowQualFinSF', 'SaleType_ConLD|BsmtQual_Gd', 'RoofMatl_Tar&Grv|Neighborhood_NWAmes', 'ExterCond_Tencode|BsmtCond_Po', 'MiscFeature_Othr|Neighborhood_Gilbert', 'MiscFeature_Gar2|LotShape_IR3', 'Condition1_RRAe|GarageType_2Types', 'BsmtQual_TA|2ndFlrSF', 'Electrical_FuseF|MiscFeature_Shed', 'Utilities_Tencode|BldgType_1Fam', 'MasVnrType_BrkFace|ExterCond_Fa', 'FireplaceQu_Tencode|Exterior2nd_Stone', 'Heating_GasW|SaleCondition_Family', 'Functional_Min1|Exterior2nd_Plywood', 'PavedDrive_Tencode|SaleType_CWD', 'LotConfig_Corner|Exterior1st_AsbShng', 'GarageQual_Gd|BldgType_Twnhs', 'HouseStyle_Tencode|BsmtFinType1_LwQ', 'HouseStyle_Tencode|BldgType_1Fam', 'Heating_Grav|LotShape_IR3', 'Electrical_FuseF|BsmtFinType2_LwQ', 'BsmtCond_Po|GarageFinish_RFn', 'PavedDrive_P|BsmtExposure_Gd', 'BsmtQual_Tencode|MSZoning_RL', 'Exterior2nd_Stone|Condition1_Tencode', 'Neighborhood_SWISU|SaleCondition_Normal', 'Exterior1st_AsbShng|FireplaceQu_Po', 'GarageType_Detchd|Condition1_RRAe', 'Condition1_Artery|KitchenQual_Tencode', 'ExterQual_Tencode|MiscFeature_Gar2', 'Neighborhood_OldTown|Condition1_RRAe', 'Exterior2nd_Brk Cmn|HouseStyle_1.5Fin', 'LotConfig_CulDSac|Condition1_RRAn', 'HalfBath|Neighborhood_SawyerW', 'GarageCond_TA|Exterior1st_WdShing', 'HouseStyle_SFoyer|CentralAir_N', 'FireplaceQu_Ex|BsmtFinType1_LwQ', 'RoofMatl_Tencode|Foundation_Stone', 'SaleType_ConLD|Neighborhood_Sawyer', 'Foundation_PConc|Exterior1st_Stucco', 'LandContour_HLS|Neighborhood_NAmes', 'GarageFinish_Tencode|RoofStyle_Shed', 'SaleType_WD|SaleType_COD', 'Heating_Tencode|Condition2_Norm', 'LandSlope_Sev|Neighborhood_StoneBr', 'Neighborhood_NridgHt|Neighborhood_CollgCr', 'Fireplaces|Neighborhood_SawyerW', 'EnclosedPorch|Exterior1st_Tencode', 'KitchenQual_Gd|MSZoning_RM', 'Utilities_Tencode|Exterior1st_Plywood', 'BldgType_Twnhs|ExterQual_Gd', 'GarageFinish_Tencode|Neighborhood_IDOTRR', 'Neighborhood_NPkVill|ExterCond_Gd', 'Neighborhood_IDOTRR|Exterior2nd_HdBoard', 'Electrical_FuseA|Neighborhood_Mitchel', 'Condition2_Artery|GarageCond_Ex', 'YearRemodAdd|BldgType_Twnhs', 'BsmtFinSF1|MasVnrType_BrkFace', 'KitchenQual_Ex|Neighborhood_BrkSide', 'FireplaceQu_Gd|LandContour_Tencode', 'OverallQual|Condition2_Norm', 'Exterior2nd_Tencode|ExterQual_Gd', 'LotFrontage|Neighborhood_NWAmes', 'HeatingQC_Fa|ExterCond_Tencode', 'LandSlope_Tencode|Exterior2nd_Plywood', 'Electrical_SBrkr|MasVnrArea', 'GarageType_Attchd|BsmtFinType1_GLQ', 'Electrical_SBrkr|RoofStyle_Shed', 'BsmtFinType2_ALQ|LotConfig_Tencode', 'GarageType_Detchd|BldgType_TwnhsE', 'Neighborhood_IDOTRR|Exterior1st_Plywood', 'BldgType_Duplex|YearRemodAdd', 'BsmtFinType2_ALQ|MasVnrType_Tencode', 'Exterior2nd_VinylSd|SaleCondition_Partial', 'GarageQual_Gd|OpenPorchSF', 'Alley_Pave|Exterior1st_CemntBd', 'LotConfig_FR2|MasVnrType_BrkFace', 'GarageType_CarPort|LotConfig_Inside', 'MasVnrArea|ExterCond_Fa', 'Exterior2nd_Stucco|SaleType_WD', 'LowQualFinSF|BsmtFinType1_GLQ', 'HeatingQC_Ex|RoofMatl_WdShngl', 'TotalBsmtSF|OverallCond', 'BsmtFinType2_Unf|LotShape_IR3', 'SaleCondition_Family|SaleType_COD', 'Neighborhood_Edwards|Neighborhood_MeadowV', 'Neighborhood_NridgHt|GarageCond_Tencode', 'RoofStyle_Flat|Condition1_RRAe', 'Neighborhood_Somerst|LandSlope_Gtl', 'Exterior2nd_AsbShng|Fence_MnWw', 'FireplaceQu_Gd|ExterQual_Ex', 'KitchenAbvGr|ScreenPorch', 'RoofStyle_Gable|MSSubClass', 'GarageFinish_Unf|MasVnrType_Tencode', 'HouseStyle_1Story|HouseStyle_2Story', 'GarageQual_Tencode|ExterQual_Tencode', 'GarageCond_Tencode|GarageType_Attchd', 'LandContour_Lvl|SaleCondition_Partial', 'GarageCond_TA|RoofMatl_CompShg', 'Condition1_Artery|BsmtCond_TA', 'Alley_Pave|MasVnrType_Tencode', 'BldgType_2fmCon|CentralAir_Y', 'Neighborhood_Edwards|RoofStyle_Gable', 'GarageType_Attchd|Alley_Grvl', 'Electrical_FuseA|GarageType_CarPort', 'BsmtFinType2_Tencode|MSZoning_C (all)', 'YrSold|SaleCondition_Family', 'BsmtHalfBath|Condition1_RRAe', 'GrLivArea|Exterior2nd_CmentBd', 'Exterior2nd_Stucco|SaleType_Tencode', 'FireplaceQu_Tencode|BldgType_Twnhs', 'ExterQual_TA|BsmtFinType1_Tencode', 'EnclosedPorch|BsmtQual_Tencode', 'YearRemodAdd|Exterior2nd_Brk Cmn', 'BsmtQual_TA|Neighborhood_SawyerW', 'LandContour_Bnk|Fence_MnPrv', 'MiscVal|BldgType_Tencode', 'PavedDrive_Y|OverallCond', 'YrSold|BsmtFullBath', 'SaleCondition_Normal|Functional_Min1', 'Neighborhood_NoRidge|Neighborhood_MeadowV', 'Exterior2nd_AsbShng|Functional_Min1', 'Condition1_Norm|LotConfig_Inside', 'GarageType_Tencode|MiscFeature_Gar2', 'HeatingQC_TA|ExterQual_Ex', 'Neighborhood_NridgHt|BsmtFinType2_Unf', 'RoofStyle_Gambrel|Electrical_FuseF', 'Functional_Maj2|2ndFlrSF', 'Functional_Tencode|Exterior2nd_HdBoard', 'EnclosedPorch|SaleType_ConLw', 'BsmtQual_Ex|Functional_Min2', 'LotConfig_Tencode|WoodDeckSF', 'YearRemodAdd|PavedDrive_Y', 'RoofStyle_Gambrel|BsmtQual_Gd', 'Electrical_SBrkr|Foundation_CBlock', 'GarageFinish_Fin|ExterCond_Tencode', '1stFlrSF|2ndFlrSF', 'Functional_Tencode|BsmtFinType2_LwQ', 'KitchenAbvGr|HouseStyle_1.5Fin', 'SaleType_Oth|BsmtExposure_No', 'Heating_GasA|SaleType_COD', 'BsmtFinType2_Rec|SaleCondition_Normal', 'SaleCondition_Tencode|Neighborhood_MeadowV', 'MasVnrType_None|MSZoning_RL', 'LandContour_Lvl|Functional_Min1', 'LotArea|Exterior2nd_CmentBd', 'BsmtFinType1_Tencode|Neighborhood_MeadowV', 'MiscFeature_Tencode|Condition2_Artery', 'Heating_Grav|SaleType_ConLD', 'YearBuilt|ExterQual_Tencode', 'Fence_GdPrv|Fence_GdWo', 'FireplaceQu_Gd|MSZoning_FV', 'LotShape_IR1|MSZoning_RH', 'GarageArea|KitchenQual_TA', 'BsmtQual_Fa|HalfBath', 'PoolQC_Tencode|GarageType_Attchd', 'SaleCondition_Family|Exterior2nd_MetalSd', 'Foundation_BrkTil|MasVnrArea', 'RoofMatl_CompShg|BsmtFinType1_LwQ', 'Street_Tencode|Condition1_Norm', 'Neighborhood_NWAmes|GarageType_2Types', 'Foundation_Stone|RoofStyle_Gambrel', 'Exterior2nd_AsbShng|MiscFeature_Gar2', 'HeatingQC_Tencode|Condition2_Norm', 'LotConfig_Corner|CentralAir_Tencode', 'Utilities_Tencode|FireplaceQu_TA', 'Condition1_Artery|Electrical_Tencode', 'YrSold|HalfBath', 'HeatingQC_TA|LandContour_HLS', 'SaleCondition_Family|MiscFeature_Tencode', 'ExterQual_TA|BldgType_1Fam', 'EnclosedPorch|Neighborhood_Gilbert', 'PavedDrive_Tencode|HouseStyle_2.5Unf', 'LandSlope_Mod|LandContour_Lvl', 'GarageCond_TA|Neighborhood_Somerst', 'Neighborhood_Sawyer|LotShape_IR3', 'ExterCond_TA|Fireplaces', 'KitchenQual_Ex|FireplaceQu_Fa', 'Neighborhood_Veenker|Exterior1st_CemntBd', 'SaleType_New|KitchenQual_TA', 'FireplaceQu_Gd|Condition1_Tencode', 'HouseStyle_1.5Unf|GarageYrBlt', 'Neighborhood_SawyerW|MSZoning_RH', 'GarageQual_Fa|BsmtFinType2_LwQ', 'LowQualFinSF|RoofMatl_WdShngl', 'GarageFinish_Unf|Foundation_CBlock', 'Heating_Tencode|BsmtCond_TA', 'Neighborhood_BrDale|HalfBath', 'BsmtQual_Tencode|HouseStyle_2.5Unf', 'Foundation_Stone|BsmtCond_Tencode', 'BsmtExposure_Tencode|KitchenQual_Gd', 'SaleCondition_Partial|CentralAir_N', 'YrSold|Exterior1st_Tencode', 'GarageQual_Tencode|MasVnrType_Tencode', 'Exterior2nd_Stone|LotConfig_FR2', 'Exterior2nd_Tencode|Fence_Tencode', 'GarageCars|Exterior2nd_VinylSd', 'BsmtFinType2_ALQ|RoofStyle_Tencode', 'Exterior2nd_Stone|GarageCond_Gd', 'SaleCondition_Partial|MSZoning_Tencode', 'BldgType_Twnhs|MiscFeature_Shed', 'BedroomAbvGr|Condition2_Norm', 'BsmtExposure_Tencode|Exterior1st_Stucco', 'FireplaceQu_TA|MasVnrType_BrkFace', 'ScreenPorch|Exterior1st_Tencode', 'SaleType_CWD|Exterior2nd_Wd Shng', 'RoofMatl_Tencode|BsmtFinType2_ALQ', 'EnclosedPorch|MasVnrType_Tencode', 'Neighborhood_NPkVill|SaleCondition_Partial', 'GarageCond_Tencode|BldgType_Tencode', 'LotFrontage|CentralAir_Tencode', 'SaleType_ConLD|Neighborhood_Timber', 'GarageCond_TA|BsmtFinType2_BLQ', 'MSZoning_RM|Exterior2nd_Wd Shng', 'Foundation_CBlock|BsmtFinType2_Unf', 'BsmtQual_Fa|Neighborhood_Gilbert', 'HouseStyle_1Story|BsmtFinType2_GLQ', 'Neighborhood_Gilbert|FireplaceQu_TA', 'BsmtExposure_Tencode|Functional_Tencode', 'GarageFinish_Unf|Neighborhood_NWAmes', 'GarageCond_TA|PoolQC_Tencode', 'SaleType_Tencode|Fence_GdWo', 'ExterCond_Gd|OpenPorchSF', 'HouseStyle_1Story|SaleType_New', 'BsmtQual_Gd|ExterQual_Fa', 'LotShape_Reg|SaleCondition_Normal', 'GarageType_Detchd|HouseStyle_1.5Unf', 'Utilities_Tencode|MasVnrArea', 'BsmtFinType2_GLQ|PoolQC_Tencode', 'LotFrontage|Fireplaces', 'HeatingQC_TA|BsmtQual_TA', 'Exterior2nd_VinylSd|3SsnPorch', 'Neighborhood_CollgCr|Utilities_AllPub', 'Exterior1st_AsbShng|Condition1_Norm', 'GarageQual_Gd|Fence_GdPrv', 'GarageType_Attchd|Exterior1st_BrkComm', 'Exterior2nd_BrkFace|BsmtCond_Po', 'BsmtHalfBath|BsmtCond_TA', 'FireplaceQu_Gd|BsmtExposure_Mn', 'Condition2_Artery|MSZoning_Tencode', 'LandContour_Bnk|LotConfig_Tencode', 'GarageCond_Gd|RoofStyle_Gambrel', 'RoofStyle_Gambrel|ScreenPorch', 'TotalBsmtSF|Neighborhood_ClearCr', 'BsmtFinType1_LwQ|Exterior2nd_Brk Cmn', 'LotShape_Reg|BsmtFinSF2', 'Condition1_PosA|Exterior1st_CemntBd', 'Utilities_Tencode|Exterior1st_BrkComm', 'Functional_Typ|FireplaceQu_TA', 'Exterior2nd_MetalSd|MasVnrType_None', 'Fireplaces|BedroomAbvGr', 'RoofMatl_Tencode|GarageType_BuiltIn', 'HouseStyle_SFoyer|RoofMatl_CompShg', 'Foundation_CBlock|BsmtCond_Tencode', 'PavedDrive_P|BsmtFinSF1', 'LotFrontage|Foundation_Stone', 'GarageCond_TA|Alley_Tencode', 'BsmtFinType1_Rec|TotRmsAbvGrd', 'GarageFinish_Unf|ExterCond_Tencode', '1stFlrSF|ExterQual_Tencode', 'Electrical_Tencode|BsmtFinType2_Unf', 'KitchenAbvGr|Exterior2nd_HdBoard', 'GarageQual_TA|RoofStyle_Gambrel', 'Alley_Tencode|Heating_Grav', 'Exterior2nd_Stucco|LandSlope_Tencode', 'YearBuilt', 'MiscFeature_Shed|SaleCondition_Partial', 'Condition1_Feedr|SaleType_COD', 'Foundation_Slab|Exterior1st_Plywood', 'Functional_Typ|CentralAir_Tencode', '3SsnPorch|GarageQual_Po', 'BsmtCond_Tencode|Neighborhood_Gilbert', 'LotShape_Tencode|Neighborhood_SawyerW', 'Foundation_CBlock|Fence_MnPrv', 'BsmtQual_Tencode|GarageQual_Po', 'Alley_Grvl|Exterior1st_MetalSd', 'GarageFinish_RFn|Neighborhood_BrkSide', 'GarageType_BuiltIn|Street_Grvl', 'BldgType_TwnhsE|PoolArea', 'Neighborhood_SawyerW|Condition1_RRAn', 'RoofMatl_Tencode|GarageArea', 'Condition1_Artery|Exterior2nd_Tencode', 'ExterCond_Gd|BsmtExposure_Mn', 'MoSold|Exterior2nd_Brk Cmn', 'Condition1_PosN|GarageType_Attchd', 'SaleType_WD|BsmtFinType1_LwQ', 'HeatingQC_Tencode|GarageType_Basment', 'YearBuilt|Exterior1st_VinylSd', 'SaleCondition_Tencode|HouseStyle_2Story', 'Exterior2nd_BrkFace|MiscFeature_Gar2', 'GarageType_Tencode|Exterior1st_MetalSd', 'GarageType_Tencode|Condition1_RRAn', 'BsmtFinType1_BLQ|CentralAir_Tencode', 'BsmtExposure_Gd|WoodDeckSF', 'GarageFinish_Fin|RoofMatl_Tar&Grv', 'Condition1_Tencode|Foundation_Slab', 'Heating_GasW|Fence_GdPrv', 'OverallQual|BsmtFinType2_GLQ', 'SaleType_ConLD|PavedDrive_Y', 'Condition1_Norm|Neighborhood_Crawfor', '2ndFlrSF|MSSubClass', 'Electrical_Tencode|MoSold', 'SaleCondition_Tencode|Exterior2nd_AsphShn', 'Exterior2nd_CmentBd|HouseStyle_2.5Unf', 'Electrical_FuseP|GarageYrBlt', 'Fence_GdPrv|RoofStyle_Gambrel', 'Alley_Pave|Street_Pave', 'BldgType_2fmCon|PavedDrive_Tencode', 'ExterQual_Tencode|Exterior2nd_Wd Shng', 'RoofStyle_Hip|Neighborhood_SawyerW', 'Neighborhood_NridgHt|LotShape_IR1', 'Neighborhood_CollgCr|MasVnrType_None', 'MiscVal|RoofStyle_Gable', 'Exterior2nd_VinylSd|MiscFeature_Gar2', 'LotArea|Condition2_Tencode', 'BldgType_Duplex|BsmtFinType2_BLQ', 'Neighborhood_Veenker|Neighborhood_StoneBr', 'HeatingQC_Tencode|MSZoning_Tencode', 'GarageFinish_Unf|SaleType_WD', 'EnclosedPorch|LotConfig_Inside', 'SaleCondition_Tencode|LotShape_IR1', 'FireplaceQu_Ex|Condition2_Artery', 'BsmtFinType2_BLQ|LandSlope_Gtl', 'HeatingQC_Gd|Fence_GdPrv', 'BsmtFinType2_LwQ|MiscFeature_Tencode', 'BsmtExposure_Tencode|Fence_GdWo', 'LotFrontage|MasVnrType_BrkFace', 'Neighborhood_Somerst|Exterior1st_Tencode', 'LandContour_Lvl|SaleCondition_Normal', 'LotConfig_FR2|1stFlrSF', 'LandContour_HLS|MiscFeature_Gar2', 'KitchenAbvGr|LandContour_Tencode', 'GarageCond_Fa|BsmtFinType1_LwQ', 'Condition1_PosN|Alley_Grvl', 'Functional_Typ|Foundation_BrkTil', 'KitchenAbvGr|LotConfig_Corner', 'Functional_Typ|MSZoning_Tencode', 'OverallQual|Heating_Tencode', 'EnclosedPorch|SaleCondition_Partial', 'BsmtFinSF2|GarageType_BuiltIn', 'LotFrontage|Functional_Min2', 'Heating_Grav|CentralAir_N', 'HouseStyle_SFoyer|MSZoning_Tencode', 'Exterior2nd_VinylSd|Exterior1st_Plywood', 'Exterior2nd_Stone|BsmtFinType1_Tencode', 'GarageType_BuiltIn|GarageCond_Fa', 'Exterior1st_HdBoard|FullBath', 'LandContour_HLS|HouseStyle_SLvl', 'GarageType_CarPort|BldgType_TwnhsE', 'ExterQual_Ex|GarageType_CarPort', 'Neighborhood_BrDale|MasVnrType_Tencode', 'BsmtExposure_Av|BsmtExposure_Gd', 'Functional_Tencode|HouseStyle_SLvl', 'GrLivArea|HeatingQC_Fa', 'Exterior2nd_AsbShng|Alley_Tencode', 'Exterior2nd_AsbShng|Condition1_PosN', 'Exterior1st_BrkFace|Fence_MnPrv', 'CentralAir_Y|Exterior1st_Tencode', 'BsmtFinType1_Rec|Condition1_PosN', 'HeatingQC_Tencode|Alley_Grvl', 'Exterior2nd_HdBoard|MasVnrType_Tencode', 'Neighborhood_Somerst|Exterior2nd_Tencode', 'LotConfig_Tencode|MasVnrType_Tencode', 'Neighborhood_Gilbert|HouseStyle_2Story', 'Exterior2nd_AsbShng|SaleType_ConLw', 'Exterior1st_Tencode|MSZoning_RH', 'SaleType_Oth|MasVnrType_Stone', 'MSZoning_RL|BsmtExposure_Mn', 'Neighborhood_Blmngtn|GarageType_Basment', 'Alley_Tencode|HouseStyle_SLvl', 'HouseStyle_Tencode|MiscFeature_Gar2', 'YrSold|MasVnrType_Stone', 'Street_Tencode|BldgType_Tencode', 'Neighborhood_OldTown|BsmtExposure_No', 'SaleType_ConLI|1stFlrSF', 'Functional_Min1|Condition1_RRAn', 'ExterQual_Ex|Exterior2nd_AsphShn', 'RoofStyle_Hip|Exterior1st_BrkComm', 'LotConfig_Tencode|BldgType_1Fam', 'GarageType_Basment|RoofMatl_WdShngl', 'Electrical_Tencode|Neighborhood_Crawfor', 'LotFrontage|Electrical_FuseF', 'Heating_Tencode|Exterior1st_BrkComm', 'GarageFinish_Tencode|LowQualFinSF', 'RoofStyle_Hip|GarageCond_TA', 'OverallQual|Exterior1st_CemntBd', 'RoofMatl_Tar&Grv|Neighborhood_NAmes', 'RoofStyle_Hip|MasVnrType_BrkCmn', 'Neighborhood_Mitchel|BsmtQual_Fa', 'Alley_Tencode|Condition1_Feedr', 'Exterior1st_VinylSd|BldgType_1Fam', 'ExterCond_Tencode|ExterQual_Fa', 'HeatingQC_TA|Neighborhood_OldTown', 'PavedDrive_Y|Electrical_FuseF', 'MiscFeature_Shed|Alley_Grvl', 'GarageFinish_Fin|BsmtQual_Ex', 'GarageQual_Gd|BsmtHalfBath', 'Functional_Typ|Exterior2nd_VinylSd', 'FireplaceQu_Gd|HeatingQC_Fa', 'EnclosedPorch|Functional_Min2', 'Fence_Tencode|GarageType_2Types', 'SaleType_ConLD|Exterior1st_WdShing', 'FireplaceQu_Tencode|BsmtExposure_Gd', 'GarageQual_Fa|SaleCondition_Abnorml', 'Exterior2nd_Stucco|RoofMatl_CompShg', 'Exterior2nd_AsbShng|MiscFeature_Tencode', 'KitchenQual_Gd|MasVnrType_Tencode', 'BsmtFinType2_LwQ|Neighborhood_Crawfor', 'BsmtQual_TA|Fence_MnWw', 'Neighborhood_Edwards|MSZoning_Tencode', 'PoolQC_Tencode|SaleType_COD', 'LotConfig_CulDSac|MoSold', 'Functional_Mod|Fence_GdWo', 'RoofStyle_Flat|GarageCond_Gd', 'GarageCond_Gd|ExterQual_Fa', 'Foundation_PConc|BsmtCond_Tencode', 'GarageCond_Ex|BldgType_Tencode', 'LotShape_IR2|LotConfig_FR2', 'KitchenQual_Gd|PavedDrive_Y', 'ExterQual_TA|Functional_Min1', 'GarageCond_Fa|ExterQual_Gd', 'Exterior1st_MetalSd|MasVnrType_Stone', 'GarageType_BuiltIn|GarageType_Basment', 'Fence_MnWw|Utilities_AllPub', 'Exterior2nd_Tencode|KitchenQual_Fa', 'BldgType_Twnhs|HeatingQC_Ex', 'GarageCond_Gd|Exterior1st_Wd Sdng', 'MSZoning_RM|Exterior1st_WdShing', 'LandSlope_Tencode|MSZoning_RH', 'RoofStyle_Gable|BsmtCond_TA', 'SaleType_ConLD|LandContour_Tencode', 'LotShape_Reg|Heating_GasA', 'Foundation_BrkTil|ExterCond_Fa', 'GarageArea|Exterior1st_Wd Sdng', 'Neighborhood_Somerst|Neighborhood_Mitchel', 'LotConfig_FR2|Condition2_Tencode', 'Neighborhood_Tencode|Exterior2nd_AsphShn', 'MiscVal|GarageType_2Types', 'BsmtHalfBath|Functional_Mod', 'GarageCond_TA|SaleCondition_Normal', 'SaleType_ConLw|GarageFinish_RFn', 'Exterior2nd_Stone|GarageType_2Types', 'YrSold|WoodDeckSF', 'Exterior2nd_VinylSd|Condition1_Norm', 'Exterior1st_CemntBd|Exterior2nd_AsphShn', 'BldgType_Twnhs|Alley_Grvl', 'SaleType_ConLD|BsmtFinType1_LwQ', 'Neighborhood_OldTown|KitchenQual_Tencode', 'LotShape_IR2|Exterior1st_HdBoard', 'RoofStyle_Tencode|BldgType_1Fam', 'Condition1_RRAe|Exterior2nd_AsphShn', 'Utilities_Tencode|HouseStyle_Tencode', 'Neighborhood_OldTown|PavedDrive_Y', 'Neighborhood_Edwards|BsmtQual_Gd', 'MiscFeature_Othr|BldgType_TwnhsE', 'Foundation_PConc|Exterior1st_Plywood', 'RoofStyle_Tencode|Exterior2nd_HdBoard', 'HalfBath|ExterQual_Fa', 'LotConfig_CulDSac|Condition2_Tencode', 'BsmtFinType1_BLQ|MiscVal', 'TotalBsmtSF|Alley_Grvl', 'Neighborhood_NAmes|Exterior2nd_Wd Shng', 'ExterQual_TA|Neighborhood_Gilbert', 'Exterior2nd_AsbShng|ScreenPorch', 'FireplaceQu_Po|GarageQual_TA', 'SaleCondition_Alloca|BsmtCond_TA', 'HouseStyle_1.5Unf|Exterior1st_Plywood', 'HalfBath|1stFlrSF', 'Exterior2nd_AsbShng|SaleCondition_Alloca', 'BedroomAbvGr|BldgType_1Fam', 'LotArea|RoofStyle_Gable', 'Neighborhood_StoneBr|GarageType_2Types', 'Exterior1st_VinylSd|GarageType_2Types', 'Exterior2nd_Stone|SaleType_ConLI', 'Exterior1st_CemntBd|ExterQual_Fa', 'GarageQual_TA|Exterior1st_Plywood', 'Heating_GasW|ExterQual_Gd', 'Utilities_Tencode|CentralAir_Y', 'LotShape_Tencode|Condition2_Tencode', 'RoofMatl_Tar&Grv|Exterior1st_WdShing', 'Electrical_Tencode|Alley_Grvl', 'GarageType_Attchd|Neighborhood_SawyerW', 'SaleType_ConLw|LotConfig_FR2', 'SaleCondition_Family|MiscFeature_Gar2', 'BsmtFinType1_LwQ|Utilities_AllPub', 'GarageQual_TA|MSZoning_RM', 'BsmtFinType1_ALQ|MiscFeature_Tencode', 'LandSlope_Tencode|Alley_Grvl', 'SaleType_New|LotShape_IR3', 'RoofStyle_Flat|LandSlope_Sev', 'LandSlope_Sev|Exterior2nd_Brk Cmn', 'Fence_Tencode|BldgType_1Fam', 'Foundation_BrkTil|MasVnrType_BrkCmn', 'Neighborhood_Tencode|SaleType_Tencode', 'GrLivArea|HouseStyle_2Story', 'SaleCondition_Tencode|Fence_MnWw', 'GarageCond_Fa|LotShape_IR3', 'Exterior1st_BrkFace|KitchenQual_Ex', 'SaleCondition_Alloca|Condition1_RRAn', 'BsmtQual_TA|BsmtCond_Fa', 'LandContour_Lvl|Neighborhood_StoneBr', 'SaleCondition_Normal|OpenPorchSF', 'RoofMatl_Tar&Grv|GarageType_2Types', 'Condition1_Artery|KitchenQual_Ex', 'KitchenAbvGr|MasVnrType_BrkCmn', 'Foundation_BrkTil|SaleType_ConLI', 'GarageCond_Gd|Foundation_CBlock', 'RoofStyle_Gable|Neighborhood_NAmes', 'Condition1_RRAe|SaleType_New', 'Functional_Min1|MasVnrType_Stone', 'Neighborhood_CollgCr|GarageCond_Ex', 'Electrical_Tencode|Utilities_AllPub', 'GarageCond_Fa|Neighborhood_StoneBr', 'Condition1_RRAe|BsmtCond_Gd', 'LandContour_Bnk|MSSubClass', 'GarageQual_Gd|ExterQual_Tencode', 'Condition1_PosN|MasVnrType_Tencode', 'ExterQual_TA|Neighborhood_Mitchel', 'Alley_Grvl|Fence_MnWw', 'Functional_Maj2|Fence_MnWw', 'MasVnrType_None|BsmtFinType1_Unf', '1stFlrSF|RoofMatl_WdShngl', 'Foundation_Stone|LandContour_Bnk', 'KitchenQual_Fa|BsmtFinType1_GLQ', 'CentralAir_N|Neighborhood_SawyerW', 'MSZoning_C (all)|GarageQual_Tencode', 'Foundation_BrkTil|OpenPorchSF', 'BsmtFinType2_Tencode|Street_Pave', 'Neighborhood_NridgHt|Heating_Grav', 'Neighborhood_Tencode|Condition1_RRAe', 'Condition1_Artery|BsmtExposure_Gd', 'GarageCars|Exterior1st_BrkComm', 'BsmtHalfBath|Condition1_PosA', 'HeatingQC_Fa|BsmtHalfBath', 'Utilities_Tencode|Heating_GasW', 'Condition1_Artery|Exterior1st_Stucco', 'GarageType_Detchd|LotShape_IR3', 'RoofMatl_CompShg|HouseStyle_SLvl', 'GarageCond_Tencode|MiscFeature_Tencode', 'Exterior1st_AsbShng|Exterior2nd_Brk Cmn', 'BsmtFinType2_Tencode|Electrical_SBrkr', 'Neighborhood_NridgHt|Exterior1st_WdShing', 'FireplaceQu_Po|MasVnrArea', 'Neighborhood_NridgHt|LandContour_Bnk', 'GarageType_Tencode|ExterCond_Gd', 'KitchenAbvGr|ExterCond_TA', 'Exterior2nd_AsbShng|Neighborhood_NPkVill', 'PavedDrive_P|BsmtQual_Gd', 'PavedDrive_P|MSZoning_RL', 'Electrical_FuseA|BsmtExposure_No', 'Condition1_RRAe|GarageQual_Po', 'Neighborhood_SWISU|ExterQual_Tencode', 'HouseStyle_Tencode|Condition1_Norm', 'Neighborhood_BrDale|Neighborhood_Sawyer', 'KitchenAbvGr|FireplaceQu_Ex', 'HouseStyle_SFoyer|LotConfig_Corner', 'BsmtFinType1_Rec|Fence_MnWw', 'BsmtFinType2_Tencode|Heating_GasA', 'GarageCond_Po|PavedDrive_Tencode', 'SaleCondition_Alloca', 'Electrical_Tencode|Neighborhood_Tencode', 'FullBath|GarageType_BuiltIn', 'Condition1_Artery|Electrical_SBrkr', 'Neighborhood_Crawfor|Condition2_Norm', 'RoofStyle_Hip|Electrical_FuseF', 'BsmtCond_Tencode|Exterior2nd_Wd Shng', 'YearRemodAdd|LandContour_HLS', 'FireplaceQu_Tencode|GarageCond_Tencode', 'SaleCondition_Family|Neighborhood_Sawyer', 'Functional_Maj1|MSZoning_Tencode', 'Exterior1st_Stucco|BsmtCond_Tencode', 'HouseStyle_SFoyer|Functional_Typ', 'CentralAir_N|MSZoning_FV', 'BsmtQual_Tencode|Neighborhood_NWAmes', 'Neighborhood_CollgCr|Fence_MnPrv', 'LandSlope_Tencode|GarageQual_Fa', 'Functional_Tencode|ExterQual_Fa', 'HeatingQC_Gd|Exterior1st_VinylSd', 'GarageFinish_Fin|GarageCond_Ex', 'LotConfig_CulDSac|SaleType_New', 'GarageType_Tencode|GarageFinish_RFn', 'EnclosedPorch|MSZoning_RH', 'SaleType_COD|BsmtExposure_Mn', 'GarageCond_Po|MSZoning_FV', 'GarageType_Attchd|HouseStyle_SLvl', 'Exterior1st_WdShing|Fence_MnWw', 'BsmtFinSF1|Exterior2nd_AsphShn', 'HeatingQC_Fa|CentralAir_Y', 'Foundation_Tencode|Neighborhood_BrkSide', 'Condition1_PosN|MSSubClass', 'SaleType_Tencode|LandSlope_Tencode', 'KitchenQual_Gd|Exterior1st_Tencode', 'RoofStyle_Gable|BldgType_1Fam', 'GarageQual_Fa|Neighborhood_Gilbert', 'Functional_Mod|KitchenQual_Fa', 'LotConfig_CulDSac|Condition1_PosA', 'MiscFeature_Tencode|Fence_GdWo', 'Neighborhood_Gilbert|BsmtFinType1_GLQ', 'LotShape_IR2|MiscFeature_Shed', 'LotConfig_CulDSac|ScreenPorch', 'EnclosedPorch|GarageQual_Gd', 'Alley_Tencode|Neighborhood_NAmes', 'Neighborhood_NPkVill|Exterior2nd_MetalSd', 'LotConfig_CulDSac|Exterior2nd_Wd Shng', 'Exterior2nd_Tencode|Neighborhood_Edwards', 'MasVnrType_BrkCmn|GarageQual_Tencode', 'RoofMatl_CompShg|SaleCondition_Alloca', 'RoofMatl_Tencode|CentralAir_N', 'MasVnrArea|Fence_MnPrv', 'BsmtCond_Gd|HouseStyle_2Story', 'Exterior2nd_Stucco|RoofMatl_Tar&Grv', 'Heating_Tencode|Exterior1st_WdShing', 'HeatingQC_Ex|KitchenQual_TA', 'FireplaceQu_Ex|SaleCondition_Abnorml', 'Heating_Tencode|BldgType_1Fam', 'Foundation_CBlock|Exterior2nd_AsphShn', 'FireplaceQu_Fa|ExterCond_Tencode', 'BldgType_TwnhsE|MasVnrArea', 'Heating_GasW|BsmtFinSF1', 'Heating_GasW|MSSubClass', 'Neighborhood_Sawyer|Exterior1st_Plywood', 'Exterior1st_HdBoard|GarageCars', 'RoofStyle_Gambrel|Neighborhood_MeadowV', 'Neighborhood_SWISU|BldgType_TwnhsE', 'Neighborhood_SWISU|MSZoning_RH', 'CentralAir_Y|GarageCond_Ex', 'YrSold|HouseStyle_2Story', 'BldgType_2fmCon|FireplaceQu_TA', 'LandSlope_Mod|GarageType_2Types', 'GarageQual_Fa|Neighborhood_NWAmes', 'Neighborhood_NPkVill|BsmtQual_Tencode', 'Neighborhood_SWISU|WoodDeckSF', '2ndFlrSF|Exterior2nd_Wd Sdng', 'HeatingQC_Gd|SaleType_Tencode', 'LandSlope_Gtl|Foundation_Slab', 'KitchenQual_Ex|SaleCondition_Family', 'Exterior2nd_Stucco|PoolArea', 'Functional_Min1|GarageType_Basment', 'SaleCondition_Tencode|BsmtQual_Gd', 'BldgType_2fmCon|BsmtFinType1_LwQ', 'Exterior2nd_Stucco|Exterior2nd_Stone', 'SaleType_ConLD|1stFlrSF', 'Exterior1st_Tencode|Exterior1st_Plywood', 'KitchenQual_Gd|CentralAir_N', 'RoofMatl_Tar&Grv|BsmtFinType2_Rec', 'BsmtFinType1_Tencode|Heating_Grav', 'PavedDrive_Tencode|KitchenQual_TA', 'Exterior1st_HdBoard|BedroomAbvGr', 'Heating_Grav|BsmtCond_Fa', 'HouseStyle_SFoyer|Exterior2nd_Brk Cmn', 'Alley_Grvl|Functional_Min2', 'HouseStyle_2.5Unf|ExterQual_Tencode', 'Electrical_Tencode|Neighborhood_Timber', 'Neighborhood_Blmngtn|BsmtFinType2_Unf', 'SaleType_WD|PavedDrive_Tencode', 'BedroomAbvGr|BsmtQual_Fa', 'Exterior2nd_BrkFace|SaleType_ConLD', 'Neighborhood_BrDale|BsmtFinType1_ALQ', 'Exterior2nd_Brk Cmn', 'HalfBath|Condition1_RRAe', 'BsmtFinSF2|Condition1_PosN', 'SaleCondition_Alloca|Condition2_Norm', 'Heating_GasA|Neighborhood_NAmes', 'Street_Tencode|Utilities_AllPub', 'HeatingQC_Tencode|BsmtFinType2_Unf', 'PavedDrive_N|FireplaceQu_Fa', 'PavedDrive_Y|LandContour_Bnk', 'GarageCond_Fa|MasVnrType_Tencode', 'GarageQual_Fa|Functional_Maj1', 'LandContour_Low|HouseStyle_Tencode', 'Neighborhood_BrDale|Neighborhood_OldTown', 'Neighborhood_CollgCr|BsmtExposure_Mn', 'HouseStyle_1.5Unf|MasVnrType_BrkCmn', 'Neighborhood_NridgHt|GarageCond_Fa', 'Neighborhood_CollgCr|Fence_MnWw', 'ExterCond_TA|MasVnrType_Stone', 'Fireplaces|MasVnrType_None', 'HouseStyle_SLvl|BsmtExposure_Mn', 'HeatingQC_Gd|BsmtCond_Fa', 'Heating_GasA|FireplaceQu_Ex', 'Condition2_Tencode|ScreenPorch', 'FireplaceQu_Tencode|LotShape_Reg', 'Street_Tencode|RoofStyle_Hip', 'BsmtFinType2_GLQ|RoofStyle_Gambrel', 'LotShape_Reg|Neighborhood_Timber', 'Neighborhood_IDOTRR|Exterior2nd_Wd Shng', 'GarageCond_Po|BsmtCond_Fa', 'Exterior2nd_VinylSd|BsmtUnfSF', 'LotConfig_FR2|Electrical_SBrkr', 'Exterior1st_BrkFace|Condition1_PosN', 'HeatingQC_TA|Alley_Tencode', 'ExterQual_TA|OverallCond', 'Fence_GdPrv|MSZoning_C (all)', 'YearRemodAdd|SaleType_ConLI', 'Heating_Grav|LandContour_Bnk', 'GarageCond_Tencode|MSZoning_RL', 'MiscVal|BsmtFinType2_BLQ', 'FullBath|1stFlrSF', 'Exterior2nd_Wd Sdng|BsmtExposure_No', 'MiscVal|Neighborhood_SWISU', 'HouseStyle_SFoyer|Neighborhood_OldTown', 'Heating_Grav|Neighborhood_SWISU', 'Neighborhood_Somerst|LandSlope_Tencode', 'GarageType_BuiltIn|1stFlrSF', 'ExterCond_Gd|BsmtFinType1_Rec', 'BsmtFinType2_BLQ|SaleType_CWD', 'PavedDrive_P|Exterior2nd_HdBoard', 'Functional_Typ|Exterior1st_BrkComm', 'RoofStyle_Flat|PoolQC_Tencode', 'Functional_Maj1|OpenPorchSF', 'MasVnrType_BrkCmn|ExterCond_Fa', 'MiscVal|HalfBath', 'Heating_Tencode|FireplaceQu_Ex', 'LotConfig_CulDSac|Foundation_Slab', 'BsmtQual_Ex|Neighborhood_IDOTRR', 'Exterior2nd_Wd Sdng|SaleCondition_Partial', 'ExterCond_TA|BsmtCond_Fa', 'Neighborhood_NWAmes|BsmtFinType1_GLQ', 'YearRemodAdd|Exterior2nd_BrkFace', 'LandContour_HLS|BsmtQual_Fa', 'BsmtQual_Ex|SaleType_CWD', 'ExterQual_TA|Exterior1st_HdBoard', 'BsmtFinType1_BLQ|FireplaceQu_TA', 'Condition1_Norm|BsmtFinType1_Unf', 'Neighborhood_OldTown|BsmtExposure_Gd', 'HouseStyle_1.5Unf|Fence_MnPrv', 'Street_Tencode|BsmtFinType2_ALQ', 'Fence_Tencode|Neighborhood_Gilbert', 'Foundation_Stone|Electrical_FuseA', 'BsmtExposure_Tencode', 'BsmtFinType2_BLQ|PoolArea', 'Fireplaces|Exterior2nd_VinylSd', 'YearBuilt|MSSubClass', 'BedroomAbvGr|RoofMatl_Tar&Grv', 'YearBuilt|BsmtFinType2_Rec', 'LotShape_Tencode|Foundation_Tencode', 'Fireplaces|MSZoning_Tencode', 'GarageCond_Po|Fence_GdWo', 'BldgType_1Fam|Functional_Min2', 'Exterior2nd_Wd Sdng|ExterQual_Gd', 'Exterior2nd_VinylSd|GarageType_Attchd', 'Exterior2nd_VinylSd|HouseStyle_1.5Fin', 'BldgType_Duplex|Fence_GdWo', 'Neighborhood_CollgCr|GarageCond_Gd', 'Street_Tencode|GarageArea', 'GarageFinish_Unf|RoofStyle_Hip', 'Exterior2nd_Wd Sdng|BsmtCond_Gd', 'SaleCondition_Family|BsmtQual_TA', 'LotFrontage|KitchenQual_Tencode', 'MiscFeature_Shed|Exterior2nd_Wd Sdng', 'OverallQual|KitchenQual_Ex', 'HeatingQC_Tencode|Neighborhood_SawyerW', 'Exterior2nd_Wd Sdng|Exterior2nd_Brk Cmn', 'YearRemodAdd|KitchenQual_Tencode', 'BsmtQual_Ex|RoofMatl_WdShngl', 'Condition1_Artery|GarageCond_Ex', 'OverallCond|BsmtQual_Gd', 'Fireplaces|SaleType_Oth', 'HeatingQC_Gd|Exterior1st_Wd Sdng', 'ExterCond_Gd|PoolArea', 'LandContour_Bnk|BsmtExposure_Gd', 'LotShape_Tencode|MasVnrArea', 'BldgType_Duplex|RoofStyle_Flat', 'Exterior2nd_Wd Sdng|PoolArea', 'RoofStyle_Hip|GarageQual_Gd', '2ndFlrSF|GarageType_2Types', 'HeatingQC_TA|BsmtFinType2_BLQ', 'Neighborhood_NoRidge|Utilities_AllPub', 'RoofStyle_Hip|FireplaceQu_Fa', 'Neighborhood_Sawyer|ExterCond_Fa', 'Neighborhood_BrDale|Utilities_AllPub', 'SaleCondition_Abnorml|MSZoning_Tencode', 'PavedDrive_N|Exterior1st_BrkComm', 'Neighborhood_NAmes|Exterior2nd_AsphShn', 'Foundation_BrkTil|GarageType_2Types', 'HalfBath|BsmtUnfSF', 'SaleType_WD|RoofStyle_Gable', 'LotArea|LotConfig_Tencode', 'Alley_Pave|LotConfig_Inside', 'Alley_Pave|FireplaceQu_TA', 'HeatingQC_TA|LandSlope_Sev', 'Neighborhood_Crawfor|BsmtExposure_No', 'Alley_Grvl|MasVnrType_BrkFace', 'OverallQual|Functional_Min1', 'KitchenQual_Fa|Condition2_Norm', 'Electrical_FuseA|BsmtExposure_Av', 'BsmtFinType2_Tencode|BsmtCond_Po', 'LandContour_HLS|Fence_GdPrv', 'KitchenQual_Ex|LandContour_Bnk', 'GarageQual_Tencode|KitchenQual_TA', 'BsmtFinType1_Tencode|Condition1_PosA', 'SaleCondition_Family|SaleType_Oth', 'SaleCondition_Abnorml|Condition2_Norm', 'Functional_Maj2|SaleCondition_Partial', 'Exterior1st_HdBoard|GarageType_Basment', 'FireplaceQu_Ex|Exterior1st_BrkComm', 'HeatingQC_Fa|LowQualFinSF', 'Neighborhood_IDOTRR|WoodDeckSF', 'BldgType_Tencode|BsmtCond_TA', 'Heating_GasA|MoSold', 'BldgType_Twnhs|Foundation_CBlock', 'SaleType_COD|Neighborhood_BrkSide', 'KitchenQual_Ex|HouseStyle_2.5Unf', 'Neighborhood_StoneBr|HouseStyle_SLvl', 'Neighborhood_NPkVill|LotFrontage', 'LotConfig_CulDSac|Electrical_FuseF', 'Exterior2nd_AsbShng|MasVnrArea', 'Functional_Min1|Exterior2nd_Wd Sdng', 'BsmtFinType1_BLQ|Condition1_RRAe', 'Exterior2nd_Stucco|BsmtCond_Gd', 'ExterQual_TA|Condition2_Norm', 'Neighborhood_BrDale|GarageCond_Tencode', 'SaleType_ConLD|Neighborhood_NAmes', 'OpenPorchSF|LandSlope_Gtl', 'BsmtFinType1_ALQ|Condition1_RRAe', 'HouseStyle_Tencode|MasVnrType_Stone', 'Heating_GasA|Functional_Tencode', 'BldgType_Twnhs|FireplaceQu_TA', 'SaleType_ConLD|ExterQual_Gd', 'MSZoning_RM|PoolArea', 'SaleType_COD|Exterior2nd_AsphShn', 'BldgType_TwnhsE|Condition1_Tencode', 'GarageType_Detchd|BsmtCond_TA', 'SaleType_New|HouseStyle_1.5Fin', 'Condition1_Artery|Exterior1st_Plywood', 'FireplaceQu_Fa|RoofStyle_Gable', 'BsmtFinType1_BLQ|Neighborhood_Veenker', 'GarageType_Detchd|Neighborhood_Veenker', 'Electrical_FuseA|LotArea', 'HouseStyle_1Story|BsmtFinType1_ALQ', 'GarageCond_Tencode|BsmtQual_Gd', '3SsnPorch|BsmtFinType2_Rec', 'YearRemodAdd|HeatingQC_TA', 'Functional_Typ|BedroomAbvGr', 'TotRmsAbvGrd|Fence_GdWo', 'Street_Tencode|Neighborhood_BrkSide', 'LotConfig_CulDSac|KitchenQual_Fa', 'LandSlope_Mod|GarageCond_Fa', 'Functional_Maj1|GarageFinish_RFn', 'Fence_GdPrv|GarageType_Attchd', 'RoofStyle_Flat|ExterQual_Ex', 'Neighborhood_ClearCr|BsmtFullBath', 'GarageType_Detchd|Exterior1st_BrkFace', 'Exterior1st_BrkFace|Heating_GasW', 'Neighborhood_NridgHt|MSZoning_RM', 'Neighborhood_NAmes|BsmtUnfSF', 'Neighborhood_Veenker|BsmtExposure_Gd', 'YearBuilt|Condition1_Tencode', 'BsmtQual_Fa|SaleType_WD', 'Exterior2nd_BrkFace|KitchenQual_TA', 'HouseStyle_SFoyer|KitchenQual_Tencode', 'GarageCars|LowQualFinSF', 'Neighborhood_NPkVill|LandContour_Tencode', 'HouseStyle_1Story|KitchenQual_TA', 'HeatingQC_Ex|BsmtFinType1_Unf', 'Heating_Tencode|KitchenQual_Tencode', 'Foundation_CBlock|MSZoning_FV', 'Fireplaces|LotArea', 'Electrical_FuseP|Exterior1st_Wd Sdng', 'SaleType_ConLw|Exterior1st_Plywood', 'MiscVal|Exterior1st_WdShing', 'PavedDrive_Tencode|WoodDeckSF', 'Utilities_Tencode|GarageCond_Fa', 'MiscFeature_Othr|SaleType_COD', 'EnclosedPorch|MSSubClass', 'MSSubClass|BsmtExposure_No', 'YearBuilt|ExterCond_Tencode', 'TotRmsAbvGrd|Exterior1st_BrkComm', 'FireplaceQu_Ex|Utilities_AllPub', 'Neighborhood_Somerst|Condition2_Artery', 'FireplaceQu_Tencode|LowQualFinSF', 'MSZoning_RM|Fence_MnPrv', 'GarageType_Attchd|FireplaceQu_Ex', 'Neighborhood_Mitchel|BsmtFinType1_ALQ', 'Exterior2nd_Stucco|BldgType_Twnhs', 'BsmtHalfBath|BsmtFinType1_GLQ', 'HeatingQC_Gd|RoofStyle_Gambrel', 'Street_Tencode|TotalBsmtSF', 'LotConfig_Corner|RoofStyle_Gable', 'Neighborhood_Sawyer|CentralAir_N', 'BsmtQual_Tencode|RoofStyle_Shed', 'BsmtFinType2_Rec|RoofMatl_WdShngl', 'GarageCond_Tencode|Electrical_SBrkr', 'Heating_Tencode|BsmtFinType1_LwQ', 'GarageQual_TA|GarageType_Attchd', 'FireplaceQu_TA|Neighborhood_IDOTRR', 'Neighborhood_Somerst|Functional_Typ', 'MSZoning_RH|Street_Pave', 'Street_Grvl|SaleCondition_Abnorml', 'KitchenQual_Ex|MSZoning_RH', 'GarageYrBlt|BsmtCond_Fa', 'ExterCond_TA|MiscVal', 'Neighborhood_NPkVill|HouseStyle_SFoyer', 'Exterior1st_WdShing|Exterior1st_Tencode', 'Functional_Typ|Exterior1st_Wd Sdng', 'MoSold|LandSlope_Gtl', 'Fence_Tencode|Exterior2nd_VinylSd', 'LandContour_HLS|Exterior2nd_Wd Shng', 'LandSlope_Mod|RoofStyle_Gable', 'MoSold|SaleType_CWD', 'Electrical_FuseP|BsmtFinSF1', 'MSZoning_RM|Exterior1st_MetalSd', 'OverallQual|GarageFinish_Fin', 'Functional_Maj1|Neighborhood_BrkSide', 'RoofMatl_Tencode|RoofStyle_Flat', 'LandContour_Lvl|MoSold', 'Neighborhood_NPkVill|Functional_Min1', 'Condition2_Artery|MiscFeature_Gar2', 'Exterior1st_CemntBd|BsmtCond_Tencode', 'GarageCond_Po|GarageArea', 'BsmtFinType1_Rec|Functional_Mod', 'FireplaceQu_Gd|BsmtUnfSF', 'ExterQual_Tencode|Neighborhood_Timber', 'Electrical_SBrkr|ExterQual_Tencode', 'Neighborhood_Somerst|KitchenQual_Gd', 'BldgType_1Fam|Fence_MnPrv', 'GarageType_BuiltIn|SaleType_CWD', 'Electrical_FuseF|Exterior1st_VinylSd', 'KitchenQual_Fa|MSZoning_Tencode', '1stFlrSF|BldgType_Tencode', 'Utilities_AllPub|ExterQual_Fa', 'Exterior1st_WdShing|Exterior2nd_HdBoard', 'FireplaceQu_Gd|Functional_Min2', 'Exterior1st_HdBoard|BsmtHalfBath', 'MSZoning_Tencode|MasVnrType_Tencode', 'Exterior2nd_VinylSd|Foundation_Tencode', 'ExterQual_Gd|MasVnrType_Tencode', 'LotShape_IR1|Functional_Mod', 'Neighborhood_NoRidge|Alley_Grvl', 'FireplaceQu_Gd|BsmtCond_Tencode', 'Fence_GdPrv|CentralAir_Tencode', 'OverallCond|HouseStyle_SLvl', 'LandContour_Lvl|MiscFeature_Shed', 'GarageType_BuiltIn|MiscFeature_Shed', 'SaleCondition_Family|ExterCond_Fa', 'SaleCondition_Alloca|SaleCondition_Partial', 'SaleType_CWD|MSZoning_RH', 'BsmtFinType2_Rec|Neighborhood_Crawfor', 'Heating_Grav|HouseStyle_SLvl', 'Foundation_BrkTil|ExterQual_Ex', 'LandSlope_Sev|GarageFinish_RFn', 'BsmtFinType2_ALQ|Condition1_PosA', 'Exterior2nd_AsbShng|Electrical_FuseA', 'PoolQC_Tencode|ExterQual_Tencode', 'Functional_Typ|Condition1_RRAn', 'Electrical_SBrkr|Condition1_Norm', 'HouseStyle_2Story|ExterCond_Fa', 'KitchenQual_Tencode|BsmtCond_Po', 'Exterior2nd_Stone|GarageQual_Po', 'SaleType_New|SaleType_COD', 'SaleType_ConLD|BsmtUnfSF', 'Street_Tencode|HeatingQC_Gd', 'Alley_Pave|LotShape_IR1', 'GarageQual_Fa|CentralAir_Y', 'BsmtFinType1_ALQ|BsmtQual_TA', 'MSZoning_Tencode|GarageType_2Types', 'MiscVal|PavedDrive_Y', 'Neighborhood_Blmngtn|MSZoning_RM', 'YrSold|SaleType_ConLD', 'LandContour_Tencode|LotConfig_Tencode', 'Exterior2nd_Brk Cmn|KitchenQual_TA', 'Functional_Tencode|Neighborhood_NAmes', 'BsmtExposure_Tencode|SaleType_COD', 'Neighborhood_Blmngtn|GarageQual_Fa', 'Functional_Maj1|SaleCondition_Partial', 'KitchenAbvGr|BsmtFinType2_Unf', 'GarageType_Tencode|RoofStyle_Shed', 'LandSlope_Sev|CentralAir_N', 'LotShape_Tencode|BsmtFinType1_Unf', 'SaleType_WD|HalfBath', 'BsmtFullBath|MiscFeature_Gar2', 'GarageType_Tencode|Functional_Min2', 'FireplaceQu_Tencode|HouseStyle_2.5Unf', 'Condition1_Artery|ExterQual_Fa', 'LotConfig_FR2|LandSlope_Sev', '2ndFlrSF|Exterior2nd_Brk Cmn', 'Foundation_Stone|LandContour_Tencode', 'BldgType_2fmCon|Fence_GdWo', 'HeatingQC_Fa|PoolQC_Tencode', 'Heating_GasW|BsmtFinType2_LwQ', 'ExterQual_Gd|Exterior2nd_Plywood', 'EnclosedPorch|Exterior1st_MetalSd', 'SaleType_Oth|Fence_MnPrv', 'Fence_GdPrv|GarageQual_Tencode', 'SaleType_Tencode|GarageType_Tencode', 'SaleCondition_Normal|Alley_Grvl', 'FullBath|FireplaceQu_TA', 'PoolQC_Tencode|MSZoning_RH', 'ExterQual_Gd|OverallCond', 'Electrical_SBrkr|BsmtExposure_Mn', 'Fence_Tencode|Exterior1st_BrkComm', 'Foundation_Tencode|LandContour_Bnk', 'ExterQual_TA|GarageType_Attchd', 'TotRmsAbvGrd|BsmtCond_TA', 'ExterCond_Gd|BsmtFinType1_GLQ', 'HeatingQC_Tencode|BsmtFullBath', 'LandSlope_Mod|Electrical_FuseF', 'ExterQual_Tencode|LotConfig_Inside', 'BsmtExposure_Mn|LotConfig_Inside', 'GarageCond_Fa|FireplaceQu_Ex', 'FireplaceQu_Gd|Exterior2nd_Brk Cmn', 'BsmtFinType2_LwQ|LotConfig_Tencode', 'GarageCond_TA|KitchenQual_Fa', 'ExterCond_Tencode|BsmtExposure_Gd', 'Neighborhood_NPkVill|BldgType_TwnhsE', 'MiscFeature_Othr|Electrical_SBrkr', 'MiscFeature_Othr|Exterior1st_Wd Sdng', 'Functional_Typ|BsmtFinSF2', 'GarageCond_TA|KitchenQual_Gd', 'YearRemodAdd|MasVnrType_BrkFace', 'YrSold|Heating_GasW', 'LotShape_IR3|BsmtExposure_Mn', 'Electrical_SBrkr|Fence_MnWw', 'BsmtExposure_Tencode|BldgType_Duplex', 'Exterior2nd_Stone|Neighborhood_Gilbert', 'Neighborhood_Veenker|Exterior1st_Tencode', 'BsmtFinType1_BLQ|SaleType_CWD', 'Foundation_CBlock|BldgType_Tencode', 'RoofMatl_CompShg|Condition1_PosN', 'BsmtFinType2_BLQ|BsmtFinType2_Rec', 'Exterior1st_BrkFace|CentralAir_N', 'Fireplaces|SaleType_Tencode', 'MiscVal|LandSlope_Tencode', 'Exterior2nd_Stone|Neighborhood_BrkSide', 'Electrical_Tencode|GarageCond_Ex', 'Electrical_SBrkr|LotShape_IR3', 'MiscFeature_Shed|MSSubClass', 'Neighborhood_NWAmes|KitchenQual_Fa', 'PavedDrive_P|BsmtCond_Fa', 'Heating_GasW|KitchenQual_Fa', 'Electrical_SBrkr|BsmtCond_Tencode', 'RoofMatl_Tar&Grv|ExterQual_Ex', 'Foundation_Slab|Exterior1st_MetalSd', 'Neighborhood_Blmngtn|HouseStyle_1.5Fin', 'GarageCond_Po|GarageCond_Ex', 'Exterior1st_CemntBd|HouseStyle_2Story', 'Neighborhood_Blmngtn|Neighborhood_SWISU', 'Neighborhood_NAmes|BsmtCond_Fa', 'GarageQual_Gd|GarageQual_Tencode', 'Neighborhood_BrDale|MSZoning_FV', 'HouseStyle_2.5Unf|ExterCond_Fa', 'LandSlope_Gtl|MiscFeature_Gar2', 'GarageCond_Gd|BsmtFinType2_LwQ', 'Utilities_Tencode|Electrical_FuseA', 'GarageFinish_Tencode|Condition1_Norm', 'SaleCondition_Tencode|LandContour_Low', 'LandSlope_Tencode|GarageCond_Ex', 'GarageCond_Po|Neighborhood_Edwards', 'SaleType_ConLD|Exterior1st_Tencode', 'OverallQual|GrLivArea', 'SaleCondition_Family|GarageQual_Fa', 'MiscFeature_Othr|Condition1_RRAn', 'Neighborhood_Tencode|ExterCond_Tencode', 'Neighborhood_IDOTRR|BsmtExposure_No', 'LotShape_IR1|MiscFeature_Shed', 'MSSubClass|BsmtFinType1_LwQ', 'Functional_Typ|LandSlope_Sev', 'Exterior2nd_Brk Cmn|Functional_Min2', 'BsmtFullBath|Neighborhood_NWAmes', 'GarageQual_Po|Neighborhood_StoneBr', 'HalfBath|BsmtFinType2_Rec', 'BsmtFinType2_BLQ|Functional_Min2', 'HeatingQC_Gd|HouseStyle_SLvl', 'OverallQual|LotShape_Tencode', 'Functional_Typ|GarageFinish_Tencode', 'Heating_Grav|3SsnPorch', 'MasVnrType_BrkFace|Exterior1st_Plywood', 'Neighborhood_Gilbert|Neighborhood_BrkSide', 'Foundation_Stone|Exterior1st_BrkComm', 'BsmtFinType2_Tencode|GarageType_BuiltIn', 'Exterior1st_Stucco|GarageYrBlt', 'Foundation_Tencode|OpenPorchSF', 'ExterQual_TA|BsmtExposure_Gd', 'HeatingQC_Fa|YearBuilt', 'BsmtExposure_Av|RoofMatl_WdShngl', 'GarageType_Attchd|Neighborhood_IDOTRR', 'HalfBath|Condition1_PosN', 'GarageFinish_RFn|Exterior1st_MetalSd', 'BsmtExposure_Tencode|RoofStyle_Hip', 'YearRemodAdd|MasVnrType_BrkCmn', 'Exterior1st_Stucco|Exterior1st_VinylSd', 'RoofStyle_Shed|SaleType_CWD', 'FireplaceQu_Fa|MasVnrArea', 'Condition1_Norm|MSZoning_Tencode', 'Exterior1st_BrkComm|KitchenQual_TA', 'LotConfig_FR2|MiscFeature_Tencode', 'GarageCond_Fa|BsmtFinSF1', 'Electrical_FuseA|BsmtQual_Fa', 'LotShape_Tencode|GarageType_Tencode', 'EnclosedPorch|Exterior2nd_Wd Sdng', 'Neighborhood_Edwards|MSZoning_C (all)', 'YrSold|BsmtQual_Fa', 'Exterior2nd_MetalSd|BsmtFinSF1', 'LotArea|MiscFeature_Shed', 'PoolQC_Tencode|MSZoning_Tencode', 'Neighborhood_NridgHt|PavedDrive_Y', 'PoolQC_Tencode|ExterQual_Ex', 'SaleCondition_Normal|BsmtFinType2_LwQ', 'LandSlope_Gtl|MSZoning_RM', 'ExterCond_Gd|Exterior1st_MetalSd', 'LandSlope_Sev|Condition2_Tencode', 'BsmtHalfBath|HouseStyle_1.5Unf', 'Alley_Tencode|BsmtFinType1_ALQ', 'MiscVal|Neighborhood_OldTown', 'HeatingQC_TA|LandSlope_Gtl', 'Neighborhood_Blmngtn|SaleCondition_Family', 'Neighborhood_NWAmes|MSZoning_RL', 'BsmtQual_Gd|Fence_MnPrv', 'HouseStyle_SFoyer|Condition1_RRAn', 'HouseStyle_1.5Unf|BsmtCond_Po', 'Exterior1st_Stucco|Functional_Maj2', 'PavedDrive_Y|GarageQual_TA', 'HouseStyle_1Story|RoofStyle_Flat', 'Neighborhood_Edwards|Neighborhood_IDOTRR', 'GarageType_Tencode|SaleCondition_Family', 'Electrical_FuseP|OverallCond', 'FireplaceQu_Po|MasVnrType_Tencode', 'MasVnrType_BrkCmn|CentralAir_N', 'BsmtFinType2_ALQ|Foundation_Slab', 'Foundation_Stone|Exterior1st_WdShing', 'Alley_Pave|Exterior1st_Stucco', 'Exterior1st_AsbShng|2ndFlrSF', 'LandContour_HLS|MasVnrArea', 'LotConfig_Corner|YearBuilt', 'LotShape_Tencode|Neighborhood_IDOTRR', 'HeatingQC_Fa|Electrical_FuseF', 'SaleType_WD|Neighborhood_Crawfor', 'GarageFinish_Fin|GarageArea', 'LotConfig_CulDSac|KitchenQual_Tencode', 'Alley_Pave|BsmtCond_Po', 'Functional_Tencode|SaleType_CWD', 'LotShape_IR2|Exterior2nd_HdBoard', 'LotShape_Reg|Neighborhood_Gilbert', 'Heating_Tencode|BsmtFinType1_Rec', 'Condition1_RRAe|Exterior2nd_Wd Shng', 'Neighborhood_Veenker|BsmtFinType2_Unf', 'BldgType_TwnhsE|SaleCondition_Partial', 'FireplaceQu_Po|GarageType_2Types', 'LandSlope_Sev|Neighborhood_SawyerW', 'Exterior2nd_Stone|KitchenQual_Gd', 'HeatingQC_TA|Neighborhood_SWISU', 'GarageCond_Fa|SaleCondition_Normal', 'LandSlope_Sev|BsmtQual_Fa', 'Functional_Typ|Neighborhood_IDOTRR', 'RoofStyle_Gable|MasVnrType_BrkFace', 'Neighborhood_CollgCr|ScreenPorch', 'PavedDrive_N|Neighborhood_NAmes', 'BsmtQual_TA|FireplaceQu_Ex', 'Exterior1st_AsbShng|GarageType_Basment', 'ExterCond_Tencode|Foundation_Slab', 'GarageType_Basment|Street_Pave', 'LotShape_IR1|MasVnrType_Stone', 'ExterQual_TA|YearRemodAdd', 'Electrical_FuseA|BsmtFinType1_Rec', 'BsmtQual_Gd|Exterior2nd_AsphShn', 'LandSlope_Gtl|BsmtCond_Fa', 'Foundation_Stone|Exterior2nd_AsphShn', 'ExterQual_TA|Exterior1st_WdShing', 'PoolArea|BldgType_Tencode', 'BsmtExposure_Av|Exterior1st_Plywood', 'GarageFinish_Unf|MSSubClass', 'LotShape_IR2|Neighborhood_StoneBr', 'PavedDrive_Y|PavedDrive_P', 'SaleType_WD|GarageCond_Ex', 'GarageType_Tencode|BsmtExposure_Mn', 'Condition2_Norm|SaleType_CWD', 'Neighborhood_Sawyer|Foundation_Slab', 'Heating_GasA|GarageYrBlt', 'HouseStyle_Tencode|HeatingQC_Tencode', 'GarageFinish_Unf|Exterior1st_CemntBd', 'GarageCars|BsmtFullBath', 'Exterior1st_AsbShng|Exterior1st_MetalSd', 'YearBuilt|LotConfig_Tencode', 'BsmtFinType1_BLQ|BsmtExposure_Mn', 'HeatingQC_Ex|Functional_Min1', 'Functional_Maj2|BldgType_Tencode', 'FireplaceQu_Po|GarageFinish_RFn', 'GarageQual_Gd|ScreenPorch', 'HouseStyle_1Story|Exterior1st_Plywood', 'GarageType_Detchd|MiscFeature_Tencode', 'Alley_Tencode|BsmtFinType2_ALQ', 'Neighborhood_SWISU|Exterior1st_Wd Sdng', 'Functional_Maj2|GarageFinish_RFn', 'FireplaceQu_Po|BsmtCond_Tencode', 'BsmtExposure_Gd|Exterior1st_MetalSd', 'BsmtFinType1_ALQ|BsmtExposure_No', 'Fence_GdPrv|MasVnrType_BrkCmn', 'PavedDrive_N|Exterior1st_Wd Sdng', 'YearRemodAdd|HalfBath', 'Exterior1st_CemntBd|BldgType_TwnhsE', 'PavedDrive_N|Alley_Pave', 'HouseStyle_1.5Unf|GarageCond_Fa', 'Exterior2nd_MetalSd|OpenPorchSF', 'LotConfig_FR2|HouseStyle_2.5Unf', 'LandContour_Tencode|BsmtQual_Ex', 'Heating_Grav|PavedDrive_Y', 'Exterior2nd_Stucco|Heating_Grav', 'HouseStyle_Tencode|MasVnrType_None', 'PavedDrive_N|RoofStyle_Gable', 'Neighborhood_Blmngtn|GarageType_2Types', 'RoofMatl_Tencode|Heating_GasW', 'PavedDrive_N|GarageCond_Po', 'FullBath|BldgType_Tencode', 'SaleCondition_Tencode|SaleType_ConLI', 'MSZoning_RH|BsmtCond_TA', 'Exterior2nd_Stucco|GarageQual_Fa', 'SaleType_Oth|Exterior2nd_Plywood', 'GarageFinish_Unf|KitchenQual_Gd', 'LandContour_Tencode|Neighborhood_NAmes', 'SaleType_Oth|Neighborhood_MeadowV', 'LandSlope_Sev|BsmtFinType2_BLQ', 'Condition1_PosN|SaleType_CWD', 'FireplaceQu_TA|Exterior1st_Tencode', 'Neighborhood_NPkVill|Exterior1st_Wd Sdng', 'LotShape_Tencode|BsmtCond_Fa', 'Electrical_FuseF|FireplaceQu_Ex', 'BsmtFinType2_ALQ|Condition2_Norm', 'Exterior2nd_CmentBd|Exterior2nd_AsphShn', 'OpenPorchSF|MiscFeature_Tencode', 'RoofStyle_Gable|GarageType_2Types', 'Electrical_FuseA|LandContour_HLS', 'LandSlope_Sev|MasVnrArea', 'KitchenQual_Tencode|Condition1_PosN', 'Neighborhood_OldTown|BsmtFinType2_LwQ', 'Neighborhood_BrDale|SaleType_ConLD', 'ExterCond_Tencode|Neighborhood_NAmes', 'Exterior2nd_Stone|BsmtFinType2_Rec', 'OverallQual|BsmtUnfSF', 'BldgType_2fmCon|Exterior2nd_Brk Cmn', 'ExterCond_Tencode|Fence_GdWo', 'Condition2_Tencode|ExterQual_Fa', 'Electrical_FuseP|Heating_Grav', 'Exterior1st_BrkFace|BsmtQual_Ex', 'LandContour_Tencode|BsmtFinType2_BLQ', 'Exterior2nd_Stucco|Functional_Min1', 'LandSlope_Gtl|Exterior2nd_Brk Cmn', 'BsmtUnfSF|Neighborhood_StoneBr', 'GrLivArea|Condition2_Norm', 'Neighborhood_Veenker|MasVnrType_None', 'LandContour_HLS|LotConfig_Inside', 'Exterior1st_MetalSd|ExterQual_Fa', 'LotShape_Tencode|BsmtFinType2_ALQ', 'YrSold|RoofStyle_Gambrel', 'LandContour_Lvl|SaleType_CWD', 'Neighborhood_NPkVill|ExterQual_Fa', 'Exterior2nd_Stone|ExterQual_Ex', 'Functional_Maj1|HouseStyle_1.5Fin', 'BsmtQual_Ex|Neighborhood_StoneBr', 'SaleType_ConLI|Exterior2nd_CmentBd', 'LandSlope_Tencode|Neighborhood_MeadowV', 'YrSold|RoofStyle_Flat', 'KitchenQual_Gd|Neighborhood_OldTown', 'OpenPorchSF|MSZoning_RL', 'Alley_Pave|LandSlope_Tencode', '2ndFlrSF|MSZoning_RL', 'BldgType_Duplex|BldgType_1Fam', 'Foundation_Tencode|Exterior2nd_Wd Shng', 'KitchenQual_Gd|ExterCond_TA', 'LotConfig_Corner|Condition1_Tencode', 'CentralAir_Tencode|Exterior1st_Tencode', 'GarageQual_Po', 'Foundation_BrkTil|HouseStyle_2.5Unf', 'LotShape_Reg|BsmtCond_Gd', 'Foundation_PConc|BsmtCond_Gd', 'YrSold|MasVnrType_BrkFace', 'FullBath|LandSlope_Mod', 'Exterior1st_Stucco|MasVnrType_BrkCmn', 'Exterior2nd_Stucco|LotFrontage', 'Neighborhood_ClearCr|KitchenQual_Ex', 'FireplaceQu_Po|Neighborhood_Sawyer', 'Functional_Maj1|BsmtFinType2_Rec', 'FireplaceQu_Gd|MoSold', 'PavedDrive_P|OverallCond', 'PavedDrive_N|BsmtUnfSF', 'Exterior2nd_Stucco|SaleCondition_Alloca', 'MiscVal|Fence_GdPrv', 'LandSlope_Mod|Functional_Min2', 'Exterior2nd_BrkFace|RoofMatl_CompShg', 'FullBath|Fence_MnPrv', 'LotConfig_Corner|SaleCondition_Family', 'LotShape_Reg|Foundation_Slab', 'GarageQual_Fa|Neighborhood_Timber', 'OverallQual|HeatingQC_Fa', 'RoofMatl_WdShngl|Fence_MnPrv', 'Exterior1st_VinylSd|BsmtExposure_Mn', 'ExterQual_Tencode|CentralAir_N', 'Exterior2nd_Tencode|FireplaceQu_TA', 'HeatingQC_TA|Neighborhood_Somerst', 'GarageFinish_Tencode|MasVnrType_None', 'LotConfig_FR2|Foundation_CBlock', 'BsmtQual_Tencode|MasVnrType_BrkFace', 'GarageCond_TA|SaleType_COD', 'MiscFeature_Gar2|Exterior1st_MetalSd', 'BsmtFinType2_Tencode|Exterior2nd_HdBoard', 'Exterior2nd_AsbShng|LandSlope_Tencode', 'Neighborhood_Edwards|MasVnrArea', 'RoofMatl_Tar&Grv|Exterior2nd_Wd Sdng', 'LandContour_Bnk|SaleCondition_Abnorml', 'Exterior2nd_Wd Shng|HouseStyle_1.5Fin', 'BedroomAbvGr|BsmtQual_TA', 'GarageQual_TA|BsmtExposure_No', 'FireplaceQu_Tencode|Condition1_RRAn', 'RoofStyle_Flat|CentralAir_N', 'BsmtExposure_No|BsmtExposure_Mn', 'MasVnrType_BrkCmn|Neighborhood_IDOTRR', 'BsmtFinType1_BLQ|GarageType_Basment', 'Condition1_Artery|SaleType_ConLw', 'BsmtQual_Tencode|BsmtExposure_Gd', 'LowQualFinSF|Functional_Maj1', 'Condition1_Feedr|MasVnrType_BrkFace', 'LotShape_IR2|MiscVal', 'Neighborhood_BrDale|Alley_Grvl', 'RoofStyle_Shed|Neighborhood_Timber', 'BedroomAbvGr|SaleType_COD', 'GarageType_Detchd|BsmtFinType2_BLQ', 'Functional_Maj2|BsmtCond_Fa', 'EnclosedPorch|HouseStyle_1.5Fin', 'BedroomAbvGr|ExterCond_Gd', 'Foundation_Stone|SaleType_ConLI', 'ExterQual_TA|Neighborhood_NPkVill', 'Functional_Typ|SaleCondition_Abnorml', 'YearBuilt|SaleType_COD', 'Neighborhood_BrDale|BsmtCond_TA', 'Neighborhood_Somerst|LotConfig_Corner', 'LotFrontage|FireplaceQu_TA', 'Street_Grvl|Condition2_Norm', 'Neighborhood_NoRidge|HalfBath', 'Heating_GasW|Exterior1st_VinylSd', 'SaleType_ConLI|Neighborhood_Gilbert', 'Neighborhood_NridgHt|BsmtExposure_No', 'MiscFeature_Tencode|BsmtFinType1_Unf', 'Neighborhood_Mitchel|Neighborhood_NoRidge', 'GarageCars|GarageQual_Po', 'LandContour_HLS|BsmtFullBath', 'EnclosedPorch|BsmtUnfSF', 'HeatingQC_Fa|Alley_Grvl', 'Electrical_SBrkr|HalfBath', 'BsmtUnfSF|Street_Grvl', 'SaleType_WD|SaleCondition_Alloca', 'Exterior2nd_VinylSd|BsmtFinType1_Rec', 'BldgType_Tencode|MSZoning_Tencode', 'RoofStyle_Tencode|BsmtExposure_Gd', 'Functional_Maj2|GarageQual_Po', 'HouseStyle_1.5Unf|HouseStyle_2Story', 'LotShape_IR2|SaleCondition_Family', 'LandContour_Low|Heating_Tencode', 'GarageType_Detchd|CentralAir_Y', 'Exterior2nd_CmentBd|HouseStyle_1.5Fin', 'RoofMatl_Tencode|BsmtQual_Gd', 'SaleType_WD|Street_Pave', 'Alley_Pave|Exterior1st_Wd Sdng', 'MSZoning_C (all)|Exterior2nd_HdBoard', 'Exterior2nd_Stone|Exterior2nd_VinylSd', 'OverallQual|RoofMatl_Tencode', 'KitchenQual_Ex|SaleCondition_Partial', 'Heating_GasA|RoofMatl_Tar&Grv', 'RoofMatl_Tencode|SaleType_Tencode', 'Street_Tencode|MSZoning_RL', 'BsmtFinType1_GLQ|Exterior2nd_HdBoard', 'OpenPorchSF|CentralAir_Y', 'BsmtCond_Gd|FireplaceQu_TA', 'RoofStyle_Flat|Fence_GdPrv', 'FullBath|SaleType_Tencode', 'LotShape_IR2|BldgType_Tencode', 'SaleCondition_Normal|OverallCond', 'MSZoning_C (all)|BsmtExposure_No', 'Heating_GasA|Electrical_SBrkr', 'TotalBsmtSF|RoofStyle_Hip', 'LotConfig_Corner|GarageQual_TA', 'Neighborhood_NPkVill|Alley_Grvl', 'PavedDrive_Tencode|GarageQual_Po', 'FireplaceQu_Po|HeatingQC_Ex', 'CentralAir_Tencode|Neighborhood_BrkSide', 'Exterior2nd_Tencode|SaleCondition_Alloca', 'GarageType_CarPort|BsmtFinType2_Unf', 'LotArea|Exterior1st_Tencode', 'KitchenQual_Gd|BedroomAbvGr', 'GarageCond_Gd|LowQualFinSF', 'HouseStyle_1.5Unf|Street_Pave', 'Street_Tencode|Exterior2nd_Tencode', 'Neighborhood_Somerst|Exterior1st_BrkComm', 'BsmtExposure_Tencode|Functional_Maj2', 'MasVnrArea|Exterior1st_Tencode', 'SaleCondition_Abnorml|MiscFeature_Gar2', 'Exterior1st_CemntBd|ExterQual_Tencode', 'LotFrontage|RoofMatl_CompShg', 'BsmtCond_Po|Exterior1st_BrkComm', 'MiscVal|KitchenQual_TA', 'BsmtFinType1_BLQ|BsmtQual_Fa', 'GarageCars|Exterior2nd_AsphShn', 'HouseStyle_2.5Unf|Exterior1st_Wd Sdng', 'OverallQual|HeatingQC_Tencode', 'Foundation_BrkTil|Utilities_AllPub', 'LotConfig_CulDSac|LotShape_IR3', 'BldgType_2fmCon|Neighborhood_Mitchel', '1stFlrSF|MasVnrType_BrkFace', 'BldgType_Duplex|MiscFeature_Gar2', 'LandContour_Low|LotConfig_FR2', 'SaleCondition_Normal|LandSlope_Gtl', 'HeatingQC_Fa|Exterior2nd_MetalSd', 'OverallQual|BldgType_TwnhsE', 'Foundation_BrkTil|SaleCondition_Abnorml', 'Utilities_Tencode|RoofMatl_Tar&Grv', 'LandSlope_Gtl|ScreenPorch', 'BsmtUnfSF|HouseStyle_2Story', 'CentralAir_Tencode|Condition1_RRAn', 'BsmtFinType1_Tencode|Exterior1st_AsbShng', 'GarageFinish_Unf', 'Fireplaces|KitchenQual_TA', 'LandContour_Tencode|HouseStyle_2.5Unf', 'Alley_Pave|Exterior1st_VinylSd', '1stFlrSF|KitchenQual_Fa', 'LandContour_Low|Neighborhood_Sawyer', 'LotArea|BsmtFinType2_Rec', 'Neighborhood_Tencode|SaleType_New', 'HalfBath|Condition1_PosA', 'KitchenQual_Gd|Exterior1st_MetalSd', 'FireplaceQu_Tencode|HalfBath', 'HouseStyle_1Story|Fireplaces', 'Exterior1st_HdBoard|LandSlope_Sev', 'Functional_Tencode|BsmtCond_Po', 'BsmtFinType1_Rec|2ndFlrSF', 'Neighborhood_ClearCr|Condition1_PosA', 'Functional_Maj1|SaleCondition_Normal', 'Exterior2nd_AsbShng|BsmtFinType2_ALQ', 'Exterior1st_AsbShng|BsmtCond_Po', 'BsmtFinType2_GLQ|LandContour_Tencode', 'Neighborhood_BrDale|ExterQual_Ex', 'LandSlope_Tencode|HouseStyle_1.5Unf', 'BsmtQual_TA|LotConfig_Tencode', 'BsmtFinType2_LwQ|GarageArea', 'Condition1_Norm|GarageQual_Tencode', 'HouseStyle_1.5Fin|MasVnrType_Tencode', 'OverallQual|KitchenQual_Gd', 'LotShape_IR2|BsmtFinType1_Tencode', 'Alley_Tencode|Fence_MnPrv', 'YrSold|MSZoning_Tencode', 'SaleCondition_Abnorml|BsmtFinType1_GLQ', 'EnclosedPorch|SaleType_WD', 'Functional_Tencode|Neighborhood_Edwards', 'Exterior2nd_BrkFace|BsmtFullBath', 'Neighborhood_Tencode|BsmtFinType2_BLQ', 'LandContour_Low|LotShape_Reg', 'Neighborhood_Somerst|BsmtFinType2_GLQ', 'BsmtExposure_Tencode|GarageCond_Fa', 'Exterior2nd_CmentBd|Functional_Min1', 'Exterior2nd_AsbShng|HeatingQC_Fa', 'Condition1_Norm|SaleType_CWD', 'TotalBsmtSF|LandSlope_Tencode', 'HouseStyle_1.5Unf|GarageQual_Tencode', 'Functional_Min1|Utilities_AllPub', 'MasVnrType_None|GarageFinish_RFn', 'YrSold|Neighborhood_ClearCr', 'BsmtHalfBath|BsmtFinType1_Rec', 'BsmtFinType1_Unf|Exterior2nd_Wd Shng', 'Condition1_RRAn|Exterior2nd_Plywood', 'Heating_Grav|GarageType_2Types', 'Condition1_RRAn|Exterior1st_Wd Sdng', 'TotalBsmtSF|Exterior1st_VinylSd', 'RoofStyle_Gambrel|HouseStyle_SLvl', 'Neighborhood_NoRidge|SaleType_COD', 'Exterior2nd_Stone|Exterior1st_AsbShng', 'Electrical_FuseP|PavedDrive_Y', 'Exterior2nd_Stone|LandSlope_Sev', 'LandSlope_Mod|MasVnrArea', 'LotShape_Tencode|Functional_Maj2', 'PavedDrive_Tencode|BsmtFinType1_GLQ', 'LotConfig_Corner|BsmtExposure_No', 'Street_Tencode|MasVnrArea', 'BsmtQual_Fa|Neighborhood_StoneBr', 'RoofMatl_Tar&Grv|BsmtQual_TA', 'Exterior2nd_Stucco|SaleType_ConLD', 'HeatingQC_Ex|MasVnrType_Tencode', 'BsmtCond_Tencode|MSZoning_Tencode', 'GarageFinish_Tencode|PavedDrive_P', 'BsmtFullBath|SaleCondition_Alloca', 'TotRmsAbvGrd|BsmtCond_Fa', 'Functional_Maj1|GarageType_Basment', 'PavedDrive_Tencode|FireplaceQu_Fa', 'Fireplaces|SaleType_ConLD', 'MiscVal|Functional_Min2', 'BldgType_Duplex|Neighborhood_NPkVill', 'Neighborhood_NridgHt|Electrical_FuseP', 'MiscFeature_Shed|GarageType_2Types', 'Alley_Pave|LandSlope_Gtl', 'SaleType_Tencode|SaleType_ConLD', 'LandContour_Low|BldgType_Tencode', 'RoofMatl_Tar&Grv|HouseStyle_1.5Unf', 'MiscFeature_Tencode|BsmtCond_TA', 'GarageType_Attchd|Condition1_Feedr', 'Neighborhood_StoneBr|MiscFeature_Gar2', 'SaleType_ConLD|Condition1_PosA', 'LotArea|RoofStyle_Shed', 'LotConfig_CulDSac|BsmtCond_Tencode', 'KitchenQual_Ex|GarageFinish_Tencode', 'LandContour_Tencode|Condition2_Norm', 'FireplaceQu_TA|Neighborhood_SawyerW', 'RoofMatl_CompShg|Exterior1st_WdShing', 'Exterior1st_AsbShng|Exterior2nd_HdBoard', 'GarageCond_Tencode|KitchenQual_Tencode', 'BldgType_Tencode|Street_Pave', '3SsnPorch|Fence_GdWo', 'BsmtFinType2_Tencode|BsmtCond_Gd', 'SaleType_WD|MasVnrType_Tencode', 'LandContour_Bnk|SaleType_COD', 'LotConfig_FR2|GarageType_2Types', 'GarageType_CarPort|BsmtExposure_No', 'Electrical_SBrkr|BsmtFinType2_Unf', 'BsmtCond_Po|Fence_MnWw', 'Functional_Mod|Neighborhood_SawyerW', 'BsmtFinType2_BLQ|SaleCondition_Normal', 'Condition1_Norm|Functional_Min1', 'Fence_GdPrv|Neighborhood_Sawyer', 'Neighborhood_IDOTRR|Foundation_Slab', 'LotConfig_FR2|LandContour_Lvl', 'Electrical_FuseP|SaleType_ConLw', 'Foundation_Stone|LotShape_IR3', 'KitchenQual_TA|MSZoning_RL', 'RoofStyle_Gable|SaleCondition_Partial', 'YrSold|MiscFeature_Tencode', 'GarageYrBlt|BsmtQual_Gd', 'Condition1_PosA|Exterior1st_MetalSd', 'OverallCond|Neighborhood_Timber', 'CentralAir_N|MSZoning_RL', 'Neighborhood_NridgHt|SaleType_COD', 'TotRmsAbvGrd|SaleType_COD', 'BsmtHalfBath|BsmtFinType1_ALQ', 'GarageType_BuiltIn|LotConfig_Tencode', 'PoolQC_Tencode|BsmtQual_Gd', 'GarageCond_Tencode|Exterior1st_CemntBd', 'LandContour_Low|GarageQual_Fa', 'Electrical_FuseF|Fence_MnPrv', 'LotArea|Neighborhood_Tencode', 'BsmtExposure_Tencode|Exterior2nd_VinylSd', 'HeatingQC_TA|BldgType_Tencode', 'Foundation_BrkTil|CentralAir_N', 'Utilities_Tencode|Fireplaces', 'BsmtFinType1_Unf|WoodDeckSF', 'Exterior1st_HdBoard|Exterior2nd_VinylSd', 'GarageQual_TA|GarageType_CarPort', 'BsmtCond_TA|Utilities_AllPub', 'RoofStyle_Gambrel|Exterior1st_WdShing', 'Utilities_Tencode|Neighborhood_Blmngtn', 'GarageCars|GarageType_Tencode', 'Neighborhood_SawyerW|Neighborhood_Timber', 'MiscFeature_Othr|BsmtQual_Fa', 'Exterior2nd_Stone|Exterior1st_MetalSd', 'HeatingQC_Tencode|LotConfig_Inside', 'FireplaceQu_Po|MiscFeature_Shed', 'OpenPorchSF|ExterQual_Gd', 'Foundation_Tencode|BsmtExposure_No', 'FireplaceQu_TA|GarageType_2Types', 'LotShape_IR2|RoofStyle_Tencode', 'GarageCond_Fa|Neighborhood_NAmes', 'HouseStyle_2.5Unf|Fence_MnWw', '1stFlrSF|MSSubClass', 'TotRmsAbvGrd|GarageFinish_RFn', 'Exterior2nd_BrkFace|LotConfig_Tencode', 'Neighborhood_Tencode|BsmtFinType1_Rec', 'Foundation_BrkTil|Neighborhood_StoneBr', 'Exterior2nd_Brk Cmn|Exterior2nd_Plywood', 'BsmtFinSF2|Condition1_PosA', 'BldgType_Duplex|BsmtFinType1_Unf', 'BsmtFullBath|MiscFeature_Tencode', 'Exterior1st_Stucco|Functional_Min1', 'SaleType_ConLD|SaleCondition_Partial', 'GarageCond_Po|ScreenPorch', 'BsmtExposure_Mn|Neighborhood_MeadowV', 'Fence_GdPrv|BsmtExposure_No', 'HeatingQC_TA|Exterior1st_Plywood', 'BsmtExposure_Tencode|BsmtQual_Gd', 'BsmtQual_Tencode|Neighborhood_Edwards', 'Neighborhood_Tencode|Neighborhood_StoneBr', 'HeatingQC_Gd|BsmtFinSF2', 'GarageCond_Po|Foundation_PConc', 'BsmtFinType1_Tencode|SaleType_WD', 'LandSlope_Tencode|KitchenQual_Tencode', 'BedroomAbvGr|PoolQC_Tencode', 'Electrical_FuseA|HouseStyle_2Story', 'Fireplaces|Street_Grvl', 'HeatingQC_TA|Fence_GdPrv', 'KitchenQual_Fa|HouseStyle_2.5Unf', 'Exterior1st_AsbShng|ExterCond_Tencode', 'GrLivArea|Condition1_PosN', 'YearRemodAdd|Electrical_FuseF', 'LotConfig_FR2|Neighborhood_Crawfor', 'Neighborhood_ClearCr|Neighborhood_CollgCr', 'ExterCond_Gd|Exterior2nd_MetalSd', 'TotalBsmtSF|Fireplaces', 'Foundation_PConc|HouseStyle_2Story', 'OpenPorchSF|Exterior1st_WdShing', 'Alley_Tencode|FireplaceQu_Ex', 'Neighborhood_ClearCr|LandContour_Tencode', 'GarageQual_Gd|BsmtFinType1_Rec', 'SaleCondition_Tencode|PavedDrive_P', 'Neighborhood_CollgCr|Exterior1st_CemntBd', 'BsmtFullBath|MSZoning_Tencode', 'Functional_Tencode|Neighborhood_NWAmes', 'BsmtFinType1_Tencode|GrLivArea', 'Foundation_PConc|LotConfig_Tencode', 'BsmtQual_Fa|Foundation_CBlock', 'SaleCondition_Partial|MSZoning_RH', 'BsmtFinType2_ALQ|Neighborhood_OldTown', 'LotShape_IR2|HouseStyle_2Story', 'BsmtFinType2_Rec|Exterior2nd_Plywood', 'LotFrontage|ExterQual_Ex', 'LotArea|KitchenQual_Ex', 'SaleCondition_Alloca|MSZoning_RH', 'HeatingQC_TA|MoSold', 'Exterior2nd_Stucco|MSSubClass', 'Neighborhood_NAmes|BldgType_Tencode', 'LotConfig_FR2|PavedDrive_Tencode', 'BsmtFinType2_Unf|Condition2_Norm', 'GarageCars|HouseStyle_Tencode', 'Exterior2nd_BrkFace|Functional_Min2', 'RoofStyle_Flat|3SsnPorch', 'BsmtCond_Po|MSZoning_FV', 'RoofStyle_Hip|Alley_Tencode', 'Alley_Pave|ScreenPorch', '1stFlrSF|SaleType_Oth', 'LandContour_Lvl|Street_Grvl', 'LandSlope_Gtl|Condition1_RRAn', 'BldgType_Duplex|SaleCondition_Family', 'BsmtHalfBath|Exterior1st_Tencode', 'Functional_Maj1|RoofMatl_WdShngl', 'Neighborhood_Tencode|MasVnrType_BrkCmn', 'Neighborhood_NoRidge|LandContour_Tencode', 'Neighborhood_Sawyer|Neighborhood_Timber', 'BsmtFinType2_GLQ|Functional_Min2', 'Neighborhood_Somerst|Fence_GdPrv', 'FullBath|Exterior2nd_Wd Sdng', 'Neighborhood_ClearCr|Electrical_FuseF', 'LandSlope_Sev|Fence_MnWw', 'ExterCond_TA|HouseStyle_1.5Unf', 'HouseStyle_1Story|KitchenQual_Gd', 'BsmtFinType1_BLQ|Exterior2nd_Wd Shng', 'SaleCondition_Normal|Exterior1st_Tencode', 'KitchenQual_TA|LotShape_IR3', 'Functional_Typ|MSZoning_C (all)', 'ScreenPorch|BsmtCond_Fa', 'Neighborhood_ClearCr|Foundation_CBlock', 'Heating_Tencode|MasVnrType_Stone', 'FullBath|GarageFinish_RFn', 'Heating_Tencode|Exterior1st_Tencode', 'MSZoning_Tencode|ExterCond_Fa', 'Neighborhood_Tencode|Condition1_Tencode', 'SaleType_Tencode|RoofStyle_Shed', 'BldgType_Duplex|BsmtFinSF2', 'GarageCond_Fa|BsmtUnfSF', 'KitchenAbvGr|BsmtFinType1_GLQ', 'Condition2_Artery|Fence_GdWo', 'HeatingQC_Ex|Exterior1st_WdShing', 'MiscFeature_Othr|Exterior1st_CemntBd', 'SaleCondition_Tencode|GarageQual_Fa', 'GarageCond_Tencode|RoofMatl_Tar&Grv', 'HouseStyle_1Story|Fence_GdWo', 'LandContour_Bnk|GarageType_CarPort', 'BldgType_Duplex|MasVnrType_Tencode', 'ExterCond_Gd|ExterCond_Tencode', 'Foundation_Tencode|Electrical_FuseF', 'FireplaceQu_Ex|BsmtQual_Gd', 'GarageCars|LandContour_Bnk', 'Neighborhood_OldTown|3SsnPorch', 'LandContour_HLS|LotConfig_CulDSac', 'PavedDrive_N|Functional_Min1', 'GarageQual_Gd|Exterior2nd_Tencode', 'Neighborhood_Somerst|RoofStyle_Gambrel', 'Neighborhood_Sawyer|Neighborhood_Crawfor', 'Functional_Tencode|Condition2_Norm', '3SsnPorch|ExterQual_Ex', 'MiscFeature_Tencode|Neighborhood_Gilbert', 'Neighborhood_ClearCr|ExterCond_Gd', 'SaleType_WD|LotConfig_CulDSac', 'Exterior2nd_Tencode|MiscVal', 'HouseStyle_Tencode|LotConfig_Inside', 'BsmtFinSF2|OpenPorchSF', 'BsmtFinType1_BLQ|Neighborhood_Mitchel', 'BsmtFinType2_GLQ|PoolArea', 'Neighborhood_Somerst|HouseStyle_2.5Unf', 'KitchenAbvGr|Exterior1st_Wd Sdng', 'Condition2_Tencode|LotShape_IR3', 'TotalBsmtSF|BsmtFinType1_BLQ', 'LandContour_HLS|Neighborhood_StoneBr', 'SaleType_WD|MSSubClass', 'SaleCondition_Family|GarageCond_Ex', 'HeatingQC_Fa|Fireplaces', 'RoofMatl_Tencode|Exterior2nd_Wd Shng', 'BsmtFinSF2|MasVnrType_Tencode', 'MiscFeature_Shed|BldgType_Tencode', 'Neighborhood_Blmngtn|KitchenQual_Ex', 'HouseStyle_Tencode|BsmtCond_Gd', 'MasVnrType_None|Neighborhood_Crawfor', 'MasVnrType_None|BsmtFinSF1', 'HeatingQC_Tencode|Neighborhood_IDOTRR', 'Alley_Grvl|BsmtFinType1_Unf', 'BsmtFinSF2|ExterCond_Tencode', '3SsnPorch|Condition1_Tencode', 'HouseStyle_1.5Unf|Fence_MnWw', 'YearBuilt|MiscFeature_Tencode', 'YearBuilt|BsmtQual_Gd', 'RoofMatl_Tar&Grv|Exterior2nd_HdBoard', 'KitchenQual_TA|Exterior2nd_AsphShn', 'Foundation_CBlock|Street_Pave', 'GarageQual_Gd|RoofMatl_WdShngl', 'Exterior1st_AsbShng|BsmtUnfSF', 'Heating_GasW|Neighborhood_NWAmes', 'Neighborhood_BrDale|BsmtQual_Ex', 'Neighborhood_Crawfor|RoofMatl_WdShngl', 'Exterior2nd_Stone|EnclosedPorch', 'Condition1_Norm|SaleCondition_Partial', 'FireplaceQu_Tencode|GarageCond_Ex', 'MasVnrArea', 'Functional_Typ|Exterior2nd_Plywood', 'BsmtFullBath|BldgType_Tencode', 'LotConfig_Corner|HeatingQC_Ex', 'GarageCond_Po|Condition1_Tencode', 'CentralAir_Y|MasVnrType_Tencode', 'GarageFinish_RFn|SaleCondition_Abnorml', 'HeatingQC_Fa|Neighborhood_Timber', 'HouseStyle_SLvl|Exterior2nd_AsphShn', 'Street_Tencode|Exterior1st_WdShing', 'LandContour_Bnk|MasVnrType_None', 'BsmtFinType1_Tencode|BsmtQual_TA', 'BsmtFinType2_ALQ|Exterior2nd_Brk Cmn', 'Functional_Min1|GarageFinish_RFn', 'MSZoning_C (all)|Neighborhood_StoneBr', 'Exterior2nd_Brk Cmn|MSZoning_Tencode', 'Exterior2nd_VinylSd|LotShape_IR3', 'BsmtFinType1_ALQ|GarageType_2Types', 'BsmtFinSF2|BsmtFinType1_GLQ', 'Alley_Pave|LandContour_Lvl', 'Neighborhood_CollgCr|Neighborhood_Tencode', 'GarageCond_Tencode|BsmtCond_Po', 'KitchenQual_Fa|MSZoning_RL', 'FireplaceQu_Gd|LotShape_IR3', 'GarageType_CarPort|MasVnrType_BrkFace', 'Neighborhood_SWISU|BsmtFinType2_Unf', 'Condition2_Tencode|GarageType_Basment', 'Exterior2nd_Stucco|FireplaceQu_TA', 'GarageCond_TA|GarageFinish_Tencode', 'Neighborhood_NridgHt|Alley_Pave', 'KitchenQual_Fa|Exterior2nd_Plywood', 'SaleType_ConLI|GarageArea', 'BsmtQual_TA|MiscFeature_Gar2', 'Exterior1st_BrkFace|Alley_Pave', 'BsmtQual_Fa|Condition2_Artery', 'SaleType_ConLw|Functional_Min1', 'BldgType_Twnhs|BldgType_1Fam', '1stFlrSF|Functional_Min1', 'BedroomAbvGr|PavedDrive_Tencode', 'Neighborhood_Edwards|HouseStyle_2Story', 'SaleType_ConLw|ScreenPorch', 'Alley_Pave|HeatingQC_Tencode', 'BsmtFinType2_Rec|Exterior1st_MetalSd', 'Condition1_Norm|BsmtCond_Gd', 'GarageType_Detchd|SaleType_Oth', 'Foundation_Stone|Exterior2nd_VinylSd', 'OverallQual|MSZoning_C (all)', 'Exterior2nd_CmentBd|ExterQual_Ex', 'GarageCond_TA|BsmtFinType1_ALQ', 'Electrical_FuseP|LandContour_HLS', 'Neighborhood_NoRidge|MSZoning_RH', 'BldgType_Duplex|GarageType_BuiltIn', 'HeatingQC_Fa|Condition1_RRAe', 'Heating_Grav|Fence_MnWw', 'Neighborhood_Tencode|Exterior1st_CemntBd', 'Alley_Tencode', 'LotConfig_FR2|BsmtFinSF1', 'Exterior2nd_BrkFace|Exterior2nd_Plywood', 'Exterior2nd_Stucco', 'PavedDrive_Y|Exterior2nd_MetalSd', 'GarageType_Attchd|BsmtQual_Gd', 'BsmtFinType2_LwQ|Neighborhood_IDOTRR', 'SaleType_ConLD|Condition1_PosN', 'PavedDrive_Y|Foundation_Slab', 'LotConfig_CulDSac|Neighborhood_NAmes', 'BsmtFinType1_Rec|GarageType_CarPort', 'MoSold|MasVnrType_None', 'Neighborhood_Blmngtn|MSZoning_RL', 'Exterior1st_BrkFace|Exterior1st_WdShing', 'BsmtFinType1_BLQ|Neighborhood_StoneBr', 'BsmtQual_TA|BsmtFinType2_Rec', 'GarageQual_Tencode|LotConfig_Inside', 'Neighborhood_Mitchel|BsmtFinType2_LwQ', 'LandSlope_Sev|GarageType_2Types', 'HouseStyle_1.5Unf|TotRmsAbvGrd', 'Exterior2nd_CmentBd|Fence_MnPrv', 'GarageQual_Po|Exterior1st_BrkComm', 'Foundation_Tencode|Condition2_Artery', 'Neighborhood_StoneBr|MasVnrType_Stone', 'Exterior2nd_Stone|BsmtExposure_Mn', 'Exterior1st_BrkFace|MiscFeature_Othr', 'GarageQual_Gd|ExterCond_Fa', 'Fence_GdPrv|MasVnrArea', 'BsmtFullBath|Foundation_CBlock', 'Exterior1st_HdBoard|SaleType_CWD', 'BsmtExposure_Tencode|YearRemodAdd', 'Neighborhood_CollgCr|HouseStyle_Tencode', 'LandContour_Low|Neighborhood_SWISU', 'HouseStyle_SFoyer|Exterior1st_Stucco', 'Neighborhood_Veenker|Neighborhood_IDOTRR', 'GarageType_Detchd|Foundation_Stone', 'ScreenPorch|RoofMatl_WdShngl', 'Neighborhood_CollgCr|MSZoning_FV', 'GrLivArea|MiscFeature_Shed', 'Exterior1st_BrkFace|Exterior2nd_MetalSd', 'HouseStyle_SFoyer|Exterior2nd_CmentBd', 'BsmtQual_Tencode|GarageCond_Tencode', 'LandContour_Low|HeatingQC_Gd', 'GarageType_Basment|Fence_MnWw', 'MSZoning_FV|Fence_MnWw', 'Exterior2nd_AsbShng|Condition2_Artery', 'Exterior2nd_VinylSd|Street_Pave', 'HouseStyle_1.5Unf|MSZoning_RH', 'BsmtQual_TA|RoofMatl_WdShngl', 'MSZoning_RM|ExterQual_Tencode', 'BsmtQual_TA|LotShape_IR3', 'BsmtFullBath|Neighborhood_BrkSide', 'Neighborhood_NoRidge|BsmtCond_TA', 'GarageQual_TA|MSZoning_RL', 'LotShape_IR2|HouseStyle_SFoyer', 'SaleType_CWD|MSZoning_RL', 'MSZoning_RM|ExterQual_Fa', 'RoofMatl_Tar&Grv|SaleType_New', 'MasVnrType_BrkCmn|LotConfig_Tencode', 'ExterCond_Gd|Neighborhood_NAmes', 'TotRmsAbvGrd|BsmtExposure_Gd', 'LotShape_Tencode|MSSubClass', 'ExterCond_Gd|Neighborhood_Timber', 'Neighborhood_SWISU|GarageFinish_Tencode', 'KitchenQual_Ex|RoofStyle_Gable', 'HeatingQC_Fa|BsmtCond_TA', 'Condition1_Artery|PoolArea', 'GarageQual_Fa|BsmtFinSF1', 'Neighborhood_NPkVill|Exterior2nd_VinylSd', 'BsmtCond_Po|GarageCond_Ex', 'Neighborhood_Blmngtn|LandSlope_Sev', 'PavedDrive_N|BsmtFinType2_LwQ', 'LowQualFinSF|BsmtCond_Gd', 'YearRemodAdd|BsmtFinType2_Unf', 'Foundation_Tencode|ExterCond_Fa', 'Foundation_PConc|Fireplaces', 'Neighborhood_NWAmes|GarageQual_Tencode', 'Heating_Grav|BsmtCond_Po', 'RoofMatl_Tencode|Exterior2nd_MetalSd', 'TotRmsAbvGrd|HouseStyle_SLvl', 'Exterior2nd_HdBoard|MSZoning_RL', 'GarageCond_TA|LotConfig_CulDSac', 'Exterior1st_Stucco|Exterior2nd_Wd Sdng', 'Condition2_Tencode|BsmtFinType1_Unf', 'Electrical_Tencode|RoofMatl_Tar&Grv', 'GarageType_Detchd|LowQualFinSF', 'Foundation_PConc|Neighborhood_NPkVill', 'GarageType_Detchd|BsmtFinType1_LwQ', 'HeatingQC_Tencode|Foundation_Slab', 'GarageArea|BsmtUnfSF', 'Heating_Tencode|Exterior2nd_Wd Sdng', 'Neighborhood_BrDale|Neighborhood_IDOTRR', 'ExterQual_TA|HeatingQC_Fa', 'GarageCond_Gd|Condition1_RRAe', 'GarageCond_Fa|HouseStyle_2.5Unf', 'LandContour_Bnk|CentralAir_N', 'BsmtQual_Ex|Functional_Mod', 'BsmtFinType2_Tencode|SaleType_COD', 'Electrical_Tencode|BldgType_Tencode', 'GarageFinish_RFn|MSZoning_Tencode', 'BsmtFinType1_ALQ|BldgType_TwnhsE', 'Exterior1st_HdBoard|Condition1_Tencode', 'Exterior2nd_Stucco|LotShape_IR1', 'Fence_Tencode|KitchenQual_TA', 'YearBuilt|Condition2_Artery', 'BsmtFinType1_BLQ|Foundation_Tencode', 'BsmtQual_TA|MSZoning_Tencode', 'Neighborhood_ClearCr|MSSubClass', 'BsmtFinType1_BLQ|OpenPorchSF', 'RoofStyle_Gambrel|BsmtCond_Fa', 'Neighborhood_OldTown|Fence_GdPrv', 'LotFrontage|RoofStyle_Gable', 'Neighborhood_Veenker|Functional_Min2', 'ExterCond_Tencode|GarageCond_Ex', 'FullBath|SaleType_ConLI', 'Neighborhood_Blmngtn|LotShape_Reg', 'BsmtFinType1_Rec|GarageType_Basment', 'Neighborhood_ClearCr|GarageFinish_Fin', 'SaleType_ConLI|Exterior2nd_Wd Shng', 'BsmtQual_Ex|Neighborhood_NAmes', 'BldgType_Twnhs|GarageQual_Tencode', 'LowQualFinSF|BsmtQual_Gd', 'Neighborhood_SawyerW|BsmtExposure_No', 'GarageType_Attchd|Neighborhood_Timber', 'BsmtFinSF2|Exterior2nd_CmentBd', 'Foundation_BrkTil|Neighborhood_Sawyer', 'GarageCond_TA|GarageCond_Ex', 'Neighborhood_OldTown|HeatingQC_Ex', 'SaleType_ConLD|BsmtQual_Ex', 'YrSold|Alley_Grvl', 'GarageCond_TA|Neighborhood_Crawfor', 'Functional_Min1|HouseStyle_1.5Fin', 'Exterior2nd_AsbShng|Exterior1st_CemntBd', 'Exterior2nd_Stucco|Neighborhood_Tencode', 'Street_Tencode|LotArea', 'Electrical_FuseP|ExterQual_Gd', 'BsmtUnfSF|ExterQual_Fa', 'Foundation_CBlock|BsmtFinType1_Unf', 'Exterior2nd_Stucco|MSZoning_C (all)', 'Neighborhood_NWAmes', 'Exterior1st_CemntBd|SaleCondition_Partial', 'HeatingQC_Fa|LotShape_IR3', 'RoofStyle_Flat|Exterior1st_VinylSd', 'YearRemodAdd|LandContour_Lvl', 'Neighborhood_NridgHt|Neighborhood_Somerst', 'Street_Grvl|HouseStyle_2Story', 'Alley_Pave|CentralAir_N', 'KitchenQual_Fa|Alley_Grvl', 'Heating_Grav|Heating_Tencode', 'Exterior1st_HdBoard|Utilities_AllPub', 'Functional_Mod|MiscFeature_Gar2', 'GarageType_Detchd|LotArea', 'OverallCond|MSZoning_RL', 'GarageType_Basment|SaleCondition_Partial', 'HeatingQC_Tencode|Condition1_PosN', 'BsmtFinType2_Rec|BsmtCond_Gd', '1stFlrSF|Exterior1st_Wd Sdng', 'Fireplaces|Heating_GasW', 'RoofMatl_Tar&Grv|MSZoning_FV', 'SaleType_ConLD|Electrical_FuseF', 'GrLivArea|BsmtFinType2_ALQ', 'BsmtFinType1_Rec|Alley_Grvl', 'BsmtFinType1_LwQ|MasVnrType_BrkFace', 'GarageQual_Gd|MiscVal', 'YrSold|BsmtFinType2_Rec', 'Exterior1st_MetalSd|GarageType_2Types', '3SsnPorch|BsmtFinType1_LwQ', 'Heating_Grav|Functional_Maj2', 'LandContour_Bnk|Exterior2nd_AsphShn', 'LandSlope_Gtl|MSZoning_Tencode', 'BsmtQual_Tencode|BsmtCond_TA', 'LotConfig_CulDSac|GarageCond_Fa', 'OverallQual|GarageQual_TA', 'HeatingQC_Fa|BsmtQual_Tencode', 'Neighborhood_OldTown|Alley_Grvl', 'MiscFeature_Shed|WoodDeckSF', 'Utilities_Tencode|Exterior1st_MetalSd', 'SaleType_ConLD|GarageType_Attchd', 'BsmtQual_TA|Exterior2nd_Wd Sdng', 'GarageQual_Fa|HouseStyle_2.5Unf', 'BsmtCond_Tencode|GarageYrBlt', 'LotShape_Reg|LotArea', 'Fireplaces|Street_Pave', 'HeatingQC_Fa|HouseStyle_1.5Unf', 'KitchenAbvGr|GarageType_2Types', 'Foundation_PConc|Neighborhood_ClearCr', 'TotRmsAbvGrd|BldgType_Tencode', 'BsmtCond_Gd|Exterior1st_VinylSd', 'GarageCond_Po|BsmtCond_Po', 'Electrical_Tencode|PavedDrive_Y', 'CentralAir_Tencode|SaleType_COD', 'LandSlope_Tencode|BedroomAbvGr', 'BsmtFinType2_GLQ|Exterior1st_Plywood', 'GarageType_Basment|Foundation_Slab', 'Condition2_Norm|LotConfig_Inside', 'HeatingQC_Gd|GarageCond_Ex', 'FullBath|Electrical_FuseF', 'YearRemodAdd|Exterior2nd_VinylSd', 'EnclosedPorch|GarageYrBlt', 'BldgType_Twnhs|GarageCond_Fa', 'GarageArea|Functional_Mod', 'Alley_Pave|WoodDeckSF', 'BsmtQual_Tencode|PoolArea', 'BsmtFinType1_BLQ|PavedDrive_Y', 'LotShape_Tencode|BsmtFinType1_GLQ', 'BsmtFinType1_Tencode|SaleCondition_Partial', 'HouseStyle_SLvl|HouseStyle_2Story', 'BsmtFinType2_ALQ|PoolQC_Tencode', 'ExterQual_TA|BsmtCond_Gd', 'GarageCond_TA|ExterCond_TA', 'Neighborhood_BrDale|BsmtCond_Tencode', 'RoofStyle_Gambrel|Alley_Grvl', 'BsmtFinType2_Tencode|SaleCondition_Abnorml', 'GarageCond_Fa|Exterior2nd_Plywood', 'ExterCond_Gd|Exterior1st_Plywood', 'GarageCond_TA|BsmtCond_Gd', 'Neighborhood_Veenker|Alley_Grvl', '2ndFlrSF|BsmtCond_Po', 'Exterior1st_Stucco|MoSold', 'BsmtFinType2_LwQ|Condition1_Tencode', 'Foundation_Tencode|RoofStyle_Gambrel', 'Neighborhood_Mitchel|Exterior1st_AsbShng', 'HeatingQC_TA|BsmtFinType1_Rec', 'FireplaceQu_Tencode|Exterior1st_BrkFace', 'PoolQC_Tencode|LotConfig_Tencode', 'PavedDrive_Tencode|BsmtCond_TA', 'Functional_Min1|2ndFlrSF', 'LandContour_Bnk|CentralAir_Y', 'HeatingQC_Ex|BsmtFinType2_LwQ', 'MiscVal|Neighborhood_NWAmes', 'RoofMatl_Tar&Grv|Condition2_Norm', 'HeatingQC_TA|Functional_Min1', 'KitchenAbvGr|GarageType_Basment', 'LotShape_IR2|BsmtFinType2_Tencode', 'FullBath|SaleCondition_Partial', 'BsmtExposure_Tencode|BsmtFinType1_Unf', 'PavedDrive_P|Functional_Min2', 'ExterQual_Ex|Fence_GdWo', 'GarageCond_Ex|Exterior1st_Tencode', 'GarageCond_Gd|BsmtFinType1_LwQ', 'Foundation_Tencode|MSZoning_RM', 'FireplaceQu_Fa|BsmtCond_Po', 'BsmtQual_TA|HouseStyle_SLvl', 'GarageType_2Types|LotConfig_Inside', 'BsmtFinType2_Rec|SaleCondition_Abnorml', 'BsmtQual_Ex|MiscFeature_Tencode', 'BsmtFinType2_Unf|Street_Pave', 'HeatingQC_Fa|LandSlope_Gtl', 'Exterior2nd_Stone|FireplaceQu_Fa', 'ExterQual_Gd|Exterior2nd_Wd Shng', 'GarageQual_TA|Condition2_Tencode', 'RoofStyle_Gambrel|BldgType_TwnhsE', 'Exterior1st_Stucco|BsmtExposure_Mn', 'Heating_GasW|BsmtExposure_Av', 'Condition1_Artery|ExterQual_Ex', 'GarageQual_Fa|BsmtFinType1_GLQ', 'Exterior1st_CemntBd|FireplaceQu_TA', 'SaleType_ConLI|LowQualFinSF', 'FireplaceQu_Tencode|Exterior1st_BrkComm', 'GarageQual_Fa|CentralAir_N', 'BsmtCond_Po|CentralAir_N', 'BsmtFinType1_BLQ|RoofStyle_Gambrel', 'LandContour_Low|BsmtExposure_No', 'Condition1_Tencode|HouseStyle_1.5Fin', 'Exterior2nd_Wd Sdng|KitchenQual_TA', 'GarageQual_Fa|Street_Grvl', 'GarageFinish_RFn|CentralAir_N', 'FireplaceQu_TA|KitchenQual_TA', 'Electrical_Tencode|MSZoning_RL', 'YrSold|2ndFlrSF', 'Heating_Tencode|MiscFeature_Gar2', 'MiscFeature_Tencode|PoolArea', 'FireplaceQu_TA|LotConfig_Inside', 'Neighborhood_BrkSide|MasVnrType_Stone', 'MiscFeature_Othr|GarageFinish_Tencode', 'GarageCond_Gd|MasVnrType_Tencode', 'RoofMatl_Tencode|SaleCondition_Family', 'Exterior2nd_Stone|Exterior1st_VinylSd', 'Neighborhood_SWISU|BsmtFinType1_GLQ', 'LandSlope_Tencode|SaleCondition_Family', 'PavedDrive_Tencode|Exterior1st_CemntBd', 'SaleType_WD|Neighborhood_Gilbert', 'FireplaceQu_Fa|BsmtFinType2_LwQ', 'GarageCond_TA|BsmtCond_Tencode', 'LotShape_Reg|Exterior1st_AsbShng', 'Condition2_Tencode|Neighborhood_NWAmes', 'SaleCondition_Family|Condition1_RRAn', 'BldgType_Duplex|Neighborhood_SWISU', 'HouseStyle_1.5Unf|MSSubClass', 'Exterior2nd_Wd Sdng|Neighborhood_Crawfor', 'Exterior1st_BrkFace|Condition1_Tencode', 'GarageCond_Tencode|BsmtFinType1_Unf', 'CentralAir_Y|Neighborhood_BrkSide', 'MSZoning_RM|Exterior2nd_HdBoard', 'Neighborhood_OldTown|KitchenQual_Fa', 'HouseStyle_1Story|GarageQual_TA', 'GarageCond_TA|MasVnrType_Stone', 'BldgType_2fmCon|LandSlope_Mod', 'Exterior2nd_Stone|FireplaceQu_Ex', 'LandContour_HLS|LotConfig_Tencode', 'BsmtFinType1_Tencode|PavedDrive_P', 'Fence_GdWo|HouseStyle_1.5Fin', 'LotShape_IR1|Exterior1st_WdShing', 'HeatingQC_Ex|MSZoning_RH', 'Condition1_PosN|BsmtCond_Gd', 'OverallQual|SaleCondition_Normal', 'RoofStyle_Gambrel|BsmtCond_Gd', 'Utilities_Tencode|Functional_Tencode', 'GarageCond_Po|CentralAir_N', 'PavedDrive_Y|GarageType_2Types', 'Exterior1st_HdBoard|CentralAir_Tencode', 'BsmtFinSF2|Functional_Maj2', 'RoofMatl_CompShg|BsmtQual_Gd', 'Exterior2nd_Stone|HouseStyle_2Story', 'Neighborhood_Crawfor|WoodDeckSF', 'Street_Tencode|LandSlope_Sev', '3SsnPorch|ScreenPorch', 'ExterCond_Gd|MasVnrType_Tencode', 'Neighborhood_Edwards|PavedDrive_Y', 'LandContour_Lvl|FireplaceQu_TA', 'Functional_Tencode|Street_Pave', 'BsmtFinType2_ALQ|OverallCond', 'Utilities_Tencode|SaleType_COD', 'BsmtQual_Tencode|SaleType_WD', 'RoofMatl_Tar&Grv|GarageType_CarPort', 'MiscVal|BsmtQual_Fa', 'MSZoning_RM|Foundation_Slab', 'ExterQual_TA|Fence_GdPrv', 'MiscVal|FireplaceQu_Fa', 'RoofMatl_WdShngl|MSZoning_RL', 'BsmtExposure_Gd|Exterior1st_Plywood', 'SaleType_Tencode|Exterior2nd_MetalSd', 'SaleCondition_Tencode|Foundation_Tencode', 'BldgType_Duplex|Exterior2nd_Stone', 'Alley_Grvl|MasVnrArea', 'Neighborhood_SWISU|Condition1_Tencode', 'Exterior1st_BrkFace|Utilities_AllPub', 'GarageType_Detchd|Exterior1st_MetalSd', 'YearBuilt|Fence_MnWw', 'BldgType_Duplex|Condition2_Artery', 'LowQualFinSF|Functional_Min1', 'FireplaceQu_Po|KitchenQual_TA', 'Fireplaces|LandContour_HLS', 'SaleType_ConLw|GarageType_2Types', 'FullBath|GarageYrBlt', 'Foundation_BrkTil|Exterior1st_Wd Sdng', 'SaleType_Tencode|BsmtQual_Gd', 'Neighborhood_Tencode|GarageCond_Fa', 'Heating_Grav|LotConfig_Corner', 'KitchenQual_Ex|KitchenQual_Fa', 'HouseStyle_1.5Unf|BsmtCond_Fa', 'Neighborhood_SWISU|BsmtQual_TA', 'KitchenQual_Fa|Street_Pave', 'PavedDrive_N|BsmtQual_TA', 'BsmtExposure_Tencode|BsmtFinType1_GLQ', 'BsmtFinSF1|Exterior1st_MetalSd', 'GarageType_Attchd|BldgType_TwnhsE', 'Electrical_Tencode|MasVnrArea', 'Functional_Typ|Condition2_Tencode', 'LandContour_Lvl|MSSubClass', 'PoolQC_Tencode|GarageQual_Po', 'CentralAir_Y|BsmtExposure_Mn', 'RoofMatl_Tar&Grv|LotConfig_CulDSac', 'GarageQual_TA|GarageCond_Fa', 'Neighborhood_Timber|Exterior1st_Wd Sdng', 'MiscFeature_Othr|ExterCond_Gd', 'LotArea|Condition1_PosN', 'GarageType_Detchd|FireplaceQu_TA', 'MSZoning_RL|MSZoning_RH', 'BsmtFinSF1|BsmtExposure_Mn', 'Neighborhood_Edwards|Exterior1st_Plywood', 'Street_Tencode|Condition2_Tencode', 'BsmtExposure_Tencode|HouseStyle_1.5Fin', 'Neighborhood_Mitchel|LowQualFinSF', 'GarageType_Tencode|BsmtFinType1_Rec', 'FireplaceQu_Ex|Exterior2nd_Brk Cmn', 'HalfBath|Exterior1st_Wd Sdng', 'BsmtFinType1_LwQ|ExterCond_Fa', 'LotShape_IR1|ScreenPorch', 'SaleType_New|ExterQual_Ex', 'ExterQual_Gd|Foundation_Slab', 'Exterior2nd_BrkFace|BsmtExposure_Gd', 'Neighborhood_BrDale|SaleCondition_Abnorml', 'Neighborhood_Mitchel|LandSlope_Mod', 'Neighborhood_CollgCr|PoolArea', 'Neighborhood_SWISU|Functional_Maj1', 'Fence_GdWo|Exterior2nd_Brk Cmn', 'SaleType_Tencode|Neighborhood_BrkSide', 'PavedDrive_Tencode|RoofStyle_Gambrel', 'ExterCond_TA|SaleType_Oth', 'Electrical_FuseF|GarageType_Basment', 'EnclosedPorch|Exterior2nd_AsphShn', 'GarageType_CarPort|MSZoning_RH', 'SaleType_New|MSZoning_FV', 'OverallQual|LotConfig_CulDSac', 'KitchenQual_Ex|MSZoning_FV', 'LandSlope_Mod|Neighborhood_StoneBr', 'BsmtQual_Tencode|LandContour_Lvl', 'HeatingQC_Ex|FireplaceQu_Fa', 'Exterior2nd_MetalSd|Functional_Min1', 'HeatingQC_Tencode|ExterQual_Fa', 'GrLivArea|GarageCond_Tencode', 'PavedDrive_P|Foundation_Slab', 'Electrical_SBrkr|SaleCondition_Partial', 'LandContour_Tencode|Fence_GdPrv', 'HeatingQC_TA|GarageType_Basment', 'Fence_Tencode|Condition2_Artery', 'PavedDrive_Tencode|GarageType_Attchd', 'GrLivArea|MSZoning_RM', 'ScreenPorch|BsmtExposure_Mn', 'SaleType_ConLw|RoofMatl_Tar&Grv', 'Exterior2nd_VinylSd|TotRmsAbvGrd', 'Neighborhood_NridgHt|MSZoning_Tencode', 'YrSold|EnclosedPorch', 'LandSlope_Sev|Foundation_Tencode', 'HeatingQC_Tencode|MasVnrType_BrkCmn', 'LotConfig_Corner|LandSlope_Gtl', 'KitchenQual_Ex|Exterior2nd_Wd Shng', 'BsmtFinType1_Rec|RoofStyle_Tencode', 'Functional_Typ|RoofMatl_WdShngl', 'GarageCond_Tencode|Exterior2nd_HdBoard', 'BsmtHalfBath|GarageQual_Fa', 'LandSlope_Sev|Neighborhood_MeadowV', 'LandContour_Tencode|ExterQual_Fa', 'RoofStyle_Tencode|Fence_MnPrv', 'Exterior1st_Tencode|BsmtExposure_Mn', 'TotalBsmtSF|Neighborhood_NoRidge', 'Street_Tencode|Heating_GasA', 'HeatingQC_TA|Neighborhood_NoRidge', 'BsmtExposure_Av|Exterior2nd_Wd Shng', 'GarageCond_Gd|MasVnrType_None', 'Exterior2nd_Stone|LandSlope_Tencode', 'BsmtCond_Gd|LotConfig_Inside', 'SaleType_ConLD|Exterior1st_VinylSd', 'LotConfig_FR2|ExterCond_Fa', 'BsmtExposure_Tencode|Fence_GdPrv', 'Alley_Pave|OpenPorchSF', 'BsmtQual_Gd|MasVnrType_Stone', 'Condition1_Artery|Exterior2nd_BrkFace', 'Exterior1st_BrkComm|Condition2_Norm', 'KitchenAbvGr|PavedDrive_P', 'Electrical_FuseP|SaleType_COD', 'ExterQual_TA|HouseStyle_1Story', 'BsmtFinSF2|Exterior2nd_VinylSd', 'Neighborhood_Blmngtn|Neighborhood_StoneBr', 'Exterior2nd_VinylSd|MasVnrType_None', 'MasVnrType_None|SaleCondition_Abnorml', 'MoSold|HouseStyle_1.5Fin', 'Condition1_Feedr|Exterior2nd_Wd Sdng', 'SaleCondition_Family|BsmtQual_Gd', 'BsmtFinType2_BLQ|Fence_GdPrv', 'LandContour_Bnk|MasVnrType_Stone', 'BsmtFinType1_Unf|Exterior1st_Tencode', 'MiscFeature_Tencode|Street_Pave', 'Utilities_Tencode|TotalBsmtSF', 'ExterCond_TA|BedroomAbvGr', 'Neighborhood_ClearCr|ScreenPorch', 'BsmtFinType1_Tencode|BsmtFullBath', 'LandSlope_Mod|SaleType_New', 'ExterQual_TA|Condition2_Artery', 'FireplaceQu_Ex|Exterior2nd_AsphShn', 'ExterCond_Fa|GarageType_2Types', 'Condition1_Tencode|SaleCondition_Abnorml', 'Street_Grvl|Foundation_Slab', 'BsmtFinType1_ALQ|BsmtFullBath', 'LandContour_Bnk|MiscFeature_Gar2', 'BsmtCond_Tencode|BldgType_1Fam', 'Neighborhood_SWISU|Exterior1st_WdShing', 'BsmtExposure_Av|2ndFlrSF', 'OverallQual|Electrical_Tencode', 'LotShape_Reg|Neighborhood_NoRidge', 'Exterior2nd_Brk Cmn|Neighborhood_SawyerW', 'Neighborhood_NAmes|GarageType_Basment', 'LotConfig_CulDSac|MiscFeature_Tencode', 'LotFrontage|GarageType_Basment', 'Exterior2nd_MetalSd|HouseStyle_SLvl', 'GarageCond_Gd|Exterior2nd_CmentBd', 'SaleCondition_Partial|Exterior2nd_Plywood', 'Neighborhood_NWAmes|CentralAir_Tencode', 'HalfBath|Street_Grvl', 'RoofMatl_CompShg|CentralAir_N', 'EnclosedPorch|MasVnrType_None', 'MasVnrArea|BsmtQual_Gd', 'SaleType_New|GarageType_2Types', 'LandSlope_Mod|MSSubClass', 'PavedDrive_Tencode|KitchenQual_Tencode', 'SaleCondition_Alloca|Functional_Mod', 'BsmtQual_Tencode|Alley_Grvl', 'BldgType_Twnhs|BsmtFinSF1', 'BsmtFinSF1|OverallCond', 'BsmtFinType2_Tencode|Foundation_BrkTil', 'GarageFinish_Fin|Exterior2nd_AsphShn', 'LotConfig_CulDSac|Neighborhood_Sawyer', 'LotFrontage|Foundation_Slab', 'LotShape_IR2|SaleType_Tencode', 'KitchenQual_Gd|BsmtExposure_Gd', 'BsmtExposure_Tencode|RoofMatl_Tencode', 'HeatingQC_TA|Exterior1st_Tencode', 'LotShape_IR2|BsmtExposure_No', 'GarageType_Basment|Exterior1st_Tencode', 'TotRmsAbvGrd|BsmtUnfSF', 'GarageType_Detchd|Street_Grvl', 'BsmtQual_Ex|HeatingQC_Tencode', 'BsmtFinType1_Rec|Exterior1st_WdShing', 'RoofMatl_Tar&Grv|Neighborhood_StoneBr', 'Neighborhood_ClearCr|Alley_Tencode', 'BsmtQual_Gd|Fence_MnWw', 'FireplaceQu_Tencode|BsmtQual_Gd', 'RoofStyle_Tencode|Utilities_AllPub', 'Exterior2nd_VinylSd|ExterQual_Gd', 'RoofStyle_Gable|GarageType_BuiltIn', 'BsmtFinType2_GLQ|Exterior1st_Stucco', 'KitchenAbvGr|RoofStyle_Hip', 'Heating_Tencode|ExterCond_Tencode', 'Electrical_FuseP|FireplaceQu_Ex', 'Exterior2nd_Stucco|KitchenQual_Fa', 'Exterior2nd_AsbShng|BldgType_TwnhsE', 'YearRemodAdd|Neighborhood_MeadowV', 'Neighborhood_Somerst|LotConfig_Inside', 'FireplaceQu_Gd|LotFrontage', 'BsmtQual_Tencode|Functional_Mod', 'LowQualFinSF|BldgType_1Fam', 'RoofStyle_Flat|ExterCond_TA', 'SaleType_WD|GarageType_BuiltIn', 'FireplaceQu_Fa|CentralAir_Y', 'OverallQual|BedroomAbvGr', 'TotRmsAbvGrd|ExterQual_Gd', '1stFlrSF|Exterior1st_BrkComm', 'Functional_Min1|Alley_Grvl', 'CentralAir_Y|Fence_MnWw', 'Alley_Grvl|SaleType_CWD', 'SaleType_ConLI|Exterior1st_Tencode', 'GarageCond_TA|Exterior2nd_Wd Sdng', 'Exterior1st_Stucco|Functional_Mod', 'Neighborhood_OldTown|GarageCond_Ex', 'GarageCond_Po|Heating_GasW', 'KitchenAbvGr|BsmtFinType1_Tencode', 'GarageType_Detchd|Condition1_PosA', 'FullBath|Fireplaces', 'PavedDrive_Tencode|MasVnrType_None', 'BsmtQual_Ex|BsmtCond_TA', 'Fence_Tencode|ExterQual_Tencode', 'Heating_Grav|PavedDrive_Tencode', 'Exterior1st_WdShing|MasVnrType_BrkFace', 'Exterior1st_BrkFace|Foundation_Slab', 'FireplaceQu_Fa|Functional_Min2', 'LandSlope_Mod|PoolQC_Tencode', 'LotShape_Tencode|GarageCond_Tencode', 'GarageCond_Fa|Foundation_CBlock', 'Electrical_FuseF|LotConfig_Inside', 'BsmtHalfBath|SaleCondition_Family', 'Condition1_Norm|Exterior2nd_AsphShn', 'HeatingQC_Gd|SaleType_WD', 'Utilities_Tencode|BsmtExposure_No', 'Neighborhood_StoneBr|BsmtFinType1_Unf', 'GarageCond_Po|HouseStyle_Tencode', 'SaleType_COD|MasVnrType_Tencode', 'ExterCond_Gd|GarageQual_Tencode', 'BsmtFinType1_Unf|LotShape_IR3', 'LotShape_Reg|HouseStyle_1.5Unf', 'Functional_Maj2|HouseStyle_SLvl', 'ExterCond_Tencode|GarageType_Basment', '2ndFlrSF|Neighborhood_Crawfor', 'EnclosedPorch|Neighborhood_OldTown', 'Exterior2nd_Plywood|MasVnrType_Stone', 'EnclosedPorch|BsmtFullBath', 'Electrical_FuseP|HouseStyle_2Story', 'Exterior1st_Stucco|GarageCond_Gd', 'Electrical_FuseF|KitchenQual_TA', 'LotConfig_Corner|GarageYrBlt', 'BedroomAbvGr|BsmtCond_TA', 'LotConfig_Corner|BsmtFinType1_ALQ', 'Street_Tencode|Neighborhood_ClearCr', 'BldgType_2fmCon|3SsnPorch', 'LandSlope_Sev|Foundation_Slab', 'BsmtQual_Fa|BsmtFinType1_Rec', 'Street_Tencode|HouseStyle_Tencode', 'Neighborhood_Somerst|GarageFinish_Tencode', 'MSZoning_C (all)|ExterQual_Fa', 'TotRmsAbvGrd|ExterCond_Fa', 'PavedDrive_Tencode|Exterior1st_WdShing', 'Neighborhood_NPkVill|1stFlrSF', 'CentralAir_N|RoofMatl_WdShngl', 'Street_Pave|LotConfig_Inside', 'ExterCond_TA|FullBath', 'PoolQC_Tencode|MSZoning_FV', 'SaleType_WD|MiscFeature_Gar2', 'Exterior2nd_VinylSd|BsmtFinType1_ALQ', 'BsmtCond_Gd|CentralAir_Tencode', 'BldgType_Twnhs|BsmtCond_Gd', 'MSZoning_FV|Neighborhood_Timber', 'GrLivArea|GarageFinish_Fin', 'HeatingQC_TA|GarageType_BuiltIn', 'GarageArea|BsmtFinType2_Unf', 'BsmtFinType2_Unf|PoolArea', 'GarageCond_TA|HalfBath', 'SaleCondition_Partial|MiscFeature_Gar2', 'ExterCond_Tencode|MiscFeature_Gar2', 'TotRmsAbvGrd|Fence_MnWw', 'GarageType_Detchd|Foundation_Tencode', 'KitchenQual_Fa|Foundation_CBlock', 'LandContour_Bnk|HouseStyle_2Story', 'GarageFinish_Tencode|Condition2_Artery', 'BsmtExposure_Tencode|LandContour_Bnk', 'HeatingQC_Fa|BsmtExposure_Mn', 'HeatingQC_Gd|LandContour_Tencode', 'Fireplaces|LandContour_Lvl', 'BsmtFinType1_Unf|Exterior2nd_Plywood', 'Neighborhood_BrDale|BsmtFullBath', 'BsmtExposure_Av|HouseStyle_1.5Fin', 'Condition1_Artery|FireplaceQu_Po', 'MoSold|ExterQual_Gd', 'LotConfig_FR2|KitchenQual_Fa', 'BldgType_1Fam|RoofMatl_WdShngl', 'Neighborhood_Tencode|Foundation_Tencode', 'BldgType_Twnhs|BsmtFinType2_Rec', 'FireplaceQu_Po|SaleCondition_Alloca', 'GarageFinish_Fin|SaleCondition_Partial', 'Functional_Tencode|Neighborhood_Tencode', 'MiscFeature_Othr|GarageCond_Fa', 'Condition1_PosN|RoofStyle_Tencode', 'SaleCondition_Tencode|GarageCond_Po', 'Exterior1st_HdBoard|RoofMatl_Tar&Grv', 'BldgType_Twnhs|BsmtFinType1_GLQ', 'OpenPorchSF|CentralAir_Tencode', 'BsmtFinType1_LwQ|MasVnrArea', 'LotArea|Exterior2nd_Brk Cmn', 'SaleType_ConLw|BsmtExposure_No', 'Neighborhood_Veenker|Fence_MnPrv', 'SaleCondition_Family|Neighborhood_BrkSide', 'LandSlope_Mod|Neighborhood_IDOTRR', 'HeatingQC_Ex|Neighborhood_SawyerW', 'GarageCond_Ex|Exterior1st_MetalSd', 'Neighborhood_BrkSide|Exterior1st_Tencode', 'Fireplaces|Condition2_Norm', 'LandContour_Low|MasVnrType_BrkCmn', 'Exterior1st_Stucco|GarageType_CarPort', 'YrSold|GarageArea', 'LandContour_HLS|MasVnrType_Stone', 'SaleType_WD|SaleCondition_Normal', 'LandContour_Bnk|BldgType_TwnhsE', 'PoolQC_Tencode|BsmtCond_TA', 'FireplaceQu_Ex|SaleType_Oth', 'HouseStyle_1.5Unf|Utilities_AllPub', 'LandSlope_Sev|BsmtCond_Po', 'BsmtFinType2_Tencode|Neighborhood_OldTown', 'Condition1_Tencode|BsmtExposure_Mn', 'FireplaceQu_Fa|Exterior2nd_HdBoard', 'GarageQual_Po|Exterior2nd_Plywood', 'GarageQual_TA|ExterQual_Tencode', 'Alley_Tencode|Condition2_Norm', 'BsmtFinType2_GLQ|GarageFinish_Tencode', 'HeatingQC_Fa|GarageFinish_Fin', 'Foundation_CBlock|ExterQual_Tencode', 'Neighborhood_BrDale|SaleType_WD', 'BsmtHalfBath|Functional_Min1', 'GarageFinish_Fin|FireplaceQu_TA', 'Exterior2nd_Stucco|Exterior2nd_HdBoard', 'GarageCond_Gd|TotRmsAbvGrd', 'HouseStyle_Tencode|Functional_Maj2', 'KitchenQual_Fa|MSZoning_RH', 'Fence_GdPrv|SaleCondition_Partial', 'SaleType_WD|2ndFlrSF', 'Fence_Tencode|Neighborhood_Crawfor', 'HouseStyle_Tencode|SaleType_ConLD', 'PavedDrive_Y|ScreenPorch', 'LotShape_IR2|GarageCond_Tencode', 'ExterCond_TA|PoolQC_Tencode', 'Functional_Min1|GarageYrBlt', 'YrSold|Exterior2nd_Wd Sdng', 'Neighborhood_BrDale|Exterior1st_Wd Sdng', 'FireplaceQu_Gd|Neighborhood_NAmes', 'LandContour_Low|MasVnrType_Stone', 'BsmtUnfSF|SaleType_CWD', 'Neighborhood_NWAmes|BldgType_1Fam', 'GrLivArea|LotConfig_Inside', 'KitchenQual_Tencode|MSZoning_Tencode', 'SaleType_ConLI|PoolQC_Tencode', 'SaleCondition_Normal|Exterior2nd_Wd Shng', 'BsmtQual_TA|Neighborhood_NWAmes', 'HouseStyle_SFoyer|Exterior1st_BrkComm', 'Exterior1st_HdBoard|Condition2_Artery', 'Fireplaces|BsmtFinType2_ALQ', 'GarageFinish_Fin|LotConfig_CulDSac', 'MiscVal|WoodDeckSF', 'Condition1_Artery|Functional_Mod', 'Foundation_PConc|BsmtExposure_Av', 'ExterCond_TA|GarageQual_TA', 'LandSlope_Sev|BldgType_TwnhsE', 'Neighborhood_BrDale|Exterior1st_VinylSd', 'LandContour_Bnk|GarageCond_Ex', 'LotShape_Tencode|LowQualFinSF', 'KitchenQual_TA|Exterior2nd_Plywood', 'GarageType_CarPort|BsmtExposure_Gd', 'Functional_Maj1|KitchenQual_TA', 'RoofStyle_Hip|Exterior1st_MetalSd', 'GarageType_Attchd|Condition1_Norm', 'ExterQual_Gd|MSZoning_RL', 'Neighborhood_OldTown|Neighborhood_MeadowV', 'Neighborhood_ClearCr|GarageCars', 'Condition2_Tencode|SaleType_Oth', 'Fireplaces|ExterQual_Fa', 'Functional_Maj1|CentralAir_Tencode', 'Exterior2nd_VinylSd|MasVnrType_Stone', 'MiscFeature_Shed|Neighborhood_BrkSide', 'LowQualFinSF|GarageType_CarPort', 'LandContour_Low|ExterCond_Gd', 'HouseStyle_1Story|MSZoning_Tencode', 'ExterCond_TA|BsmtQual_Gd', 'SaleCondition_Family|Exterior1st_Tencode', 'HalfBath|HouseStyle_2Story', 'PoolQC_Tencode|SaleType_WD', 'LandContour_Low|Exterior2nd_Brk Cmn', 'HouseStyle_2.5Unf|Exterior1st_Plywood', 'CentralAir_Y|CentralAir_Tencode', 'RoofStyle_Flat|GarageFinish_Tencode', 'Neighborhood_NWAmes|Street_Pave', 'GarageType_Tencode|Foundation_CBlock', 'Neighborhood_OldTown|Neighborhood_SWISU', 'Neighborhood_ClearCr|Electrical_Tencode', 'Foundation_Stone|RoofMatl_CompShg', 'KitchenAbvGr|Exterior1st_AsbShng', 'Neighborhood_SWISU|MSSubClass', 'SaleType_COD|FireplaceQu_TA', 'BsmtQual_Fa|BsmtExposure_No', 'Condition1_Norm|ExterCond_Fa', 'KitchenQual_Tencode|HouseStyle_SLvl', 'FullBath|MSZoning_C (all)', 'Fireplaces|HouseStyle_1.5Unf', 'RoofMatl_Tencode|Functional_Maj2', 'BsmtUnfSF|Neighborhood_SawyerW', 'Exterior2nd_CmentBd|SaleType_COD', 'Neighborhood_BrDale|Condition2_Artery', 'Neighborhood_SawyerW|ExterQual_Fa', 'KitchenAbvGr|Neighborhood_NPkVill', 'GarageFinish_Fin|MSZoning_C (all)', 'Neighborhood_Edwards|Foundation_Slab', 'PavedDrive_Tencode|Neighborhood_NAmes', 'BsmtQual_TA|MiscFeature_Shed', 'BldgType_TwnhsE|BldgType_1Fam', 'BsmtExposure_Av|BldgType_TwnhsE', 'BsmtFinType1_Rec|Utilities_AllPub', 'KitchenQual_Tencode|BsmtExposure_Mn', 'Exterior1st_BrkFace|SaleType_COD', 'Heating_GasW|GarageType_Attchd', 'KitchenQual_Ex|Exterior2nd_HdBoard', 'Exterior2nd_Stone|Neighborhood_IDOTRR', 'Neighborhood_Crawfor|BsmtExposure_Mn', 'Condition1_Norm|Exterior2nd_Wd Sdng', 'GarageCars|MiscFeature_Shed', 'BsmtQual_Tencode|Neighborhood_Gilbert', 'Neighborhood_NoRidge', 'Neighborhood_NoRidge|Exterior2nd_Plywood', 'HeatingQC_Ex|GarageFinish_RFn', 'LandSlope_Mod|MSZoning_RH', 'Neighborhood_Sawyer|BsmtCond_TA', 'Neighborhood_ClearCr|FireplaceQu_Po', 'MiscVal|Neighborhood_StoneBr', 'LotConfig_Tencode|Exterior1st_Wd Sdng', 'SaleType_Tencode|MSZoning_C (all)', 'MiscVal|GarageFinish_RFn', 'GarageCond_Tencode|Street_Pave', 'Exterior2nd_AsbShng|TotalBsmtSF', 'Neighborhood_Somerst|Street_Pave', 'LotConfig_Tencode|MSZoning_FV', 'Exterior1st_BrkFace|GarageQual_Tencode', 'BsmtExposure_No|Neighborhood_Timber', 'MSZoning_C (all)|MSZoning_FV', 'LotConfig_CulDSac|BsmtUnfSF', 'BsmtFinType2_Rec|MasVnrType_Tencode', 'Neighborhood_NridgHt|Neighborhood_ClearCr', 'SaleType_COD|Exterior2nd_HdBoard', 'KitchenQual_Ex|LotShape_IR3', 'Alley_Tencode|GarageYrBlt', 'LotFrontage|MasVnrType_None', 'GarageType_Detchd|Neighborhood_Blmngtn', 'Heating_Grav|GarageQual_Tencode', 'Electrical_Tencode|Condition1_RRAe', 'Exterior1st_Stucco|Neighborhood_Veenker', 'MasVnrType_BrkCmn|SaleCondition_Normal', 'Neighborhood_OldTown|BsmtFinSF1', 'FireplaceQu_Gd|BsmtFinType1_Unf', 'RoofStyle_Flat|Neighborhood_NoRidge', 'Electrical_SBrkr|BsmtFinType1_LwQ', 'RoofMatl_Tencode|Neighborhood_MeadowV', 'BedroomAbvGr|Exterior2nd_Plywood', 'BedroomAbvGr|HouseStyle_SLvl', 'FullBath|HeatingQC_Tencode', 'LandContour_Lvl|Neighborhood_Sawyer', 'BedroomAbvGr|LandSlope_Gtl', 'Neighborhood_Veenker|Condition1_Norm', 'Exterior2nd_Stucco|Functional_Maj2', 'Exterior2nd_BrkFace|GarageType_BuiltIn', 'Functional_Typ|MiscFeature_Shed', 'Neighborhood_ClearCr|Condition1_RRAn', 'SaleType_Tencode|SaleType_WD', 'BsmtFinType2_BLQ|BldgType_TwnhsE', 'Fence_GdPrv|BsmtCond_TA', 'HalfBath|Exterior1st_VinylSd', 'GarageCond_Gd|BsmtExposure_No', 'LandSlope_Mod|Exterior1st_Wd Sdng', 'Fence_GdPrv|Neighborhood_IDOTRR', 'Functional_Maj1|BsmtExposure_No', 'Neighborhood_Sawyer|Neighborhood_BrkSide', 'PoolQC_Tencode|Exterior1st_Plywood', 'Condition1_PosA|BsmtFinType2_LwQ', 'HouseStyle_1Story|SaleType_Tencode', 'Utilities_Tencode|BsmtCond_Fa', 'BsmtQual_TA|PoolArea', 'SaleCondition_Tencode|Neighborhood_Veenker', 'HalfBath|ExterCond_Fa', 'Electrical_FuseA|BsmtFinType2_BLQ', 'Heating_Grav|SaleType_New', 'PavedDrive_Tencode|FireplaceQu_Ex', 'BsmtExposure_Tencode|Neighborhood_NWAmes', 'LotFrontage|LandSlope_Tencode', 'Neighborhood_ClearCr|BsmtExposure_Gd', 'Exterior1st_BrkFace|BsmtFinSF1', 'ExterCond_TA|Neighborhood_IDOTRR', 'GarageCond_TA|RoofStyle_Gambrel', 'Functional_Min2|GarageType_2Types', 'BsmtFinType2_BLQ|Neighborhood_Sawyer', 'GarageFinish_Unf|Neighborhood_Blmngtn', 'Neighborhood_ClearCr|Neighborhood_Gilbert', 'Neighborhood_Edwards|Exterior2nd_CmentBd', 'LotShape_IR2|CentralAir_Tencode', 'GarageCond_TA|Functional_Mod', 'BldgType_Twnhs|Condition1_Feedr', 'LandSlope_Mod|Fence_MnPrv', 'BsmtExposure_Av|Fence_MnPrv', 'HeatingQC_Ex|Exterior2nd_Plywood', 'HouseStyle_Tencode|LowQualFinSF', 'Exterior2nd_Stone|RoofStyle_Hip', 'ScreenPorch|Neighborhood_BrkSide', 'LandContour_Tencode|TotRmsAbvGrd', 'Fence_Tencode|OverallCond', 'PavedDrive_N|GarageQual_Po', 'Neighborhood_CollgCr|LandContour_HLS', 'Foundation_CBlock|LotConfig_Inside', 'SaleType_ConLD|GarageQual_TA', 'KitchenAbvGr|FireplaceQu_TA', 'BsmtFinType2_Rec|Functional_Min2', 'GarageType_Tencode|3SsnPorch', 'TotalBsmtSF|Neighborhood_Gilbert', 'BsmtFinType1_BLQ|Neighborhood_SawyerW', 'Exterior2nd_AsbShng|MSZoning_RH', 'Exterior2nd_MetalSd|MasVnrArea', 'FireplaceQu_Gd|PavedDrive_Y', 'BsmtFullBath|Street_Grvl', 'MiscFeature_Tencode|CentralAir_Tencode', '1stFlrSF|SaleType_CWD', 'Neighborhood_CollgCr|SaleCondition_Alloca', 'GarageArea|Condition2_Artery', 'RoofStyle_Hip|Exterior2nd_CmentBd', 'Neighborhood_Tencode|PoolQC_Tencode', 'FullBath|SaleType_New', '2ndFlrSF|BsmtCond_Gd', '2ndFlrSF|HouseStyle_2Story', 'BldgType_Twnhs|Foundation_Tencode', 'Exterior2nd_AsbShng|BedroomAbvGr', 'Alley_Pave|LotConfig_CulDSac', 'Electrical_SBrkr|GarageQual_Po', 'Electrical_FuseP|PoolQC_Tencode', 'Exterior2nd_MetalSd|MSZoning_RM', 'Electrical_SBrkr|BsmtQual_Fa', 'Condition1_Tencode|Street_Pave', 'OverallQual|Neighborhood_SWISU', 'GarageCond_TA|Neighborhood_CollgCr', 'BsmtExposure_Tencode|EnclosedPorch', '2ndFlrSF|MasVnrType_None', 'BsmtFinType2_GLQ|SaleType_Tencode', 'SaleCondition_Family|Neighborhood_StoneBr', 'SaleType_New|Neighborhood_MeadowV', 'Neighborhood_BrDale|SaleType_Oth', 'BsmtFullBath|Exterior2nd_HdBoard', 'Condition2_Norm|Exterior1st_Tencode', 'Fence_GdWo|Exterior1st_Tencode', 'Condition1_Artery|Neighborhood_NWAmes', 'Electrical_Tencode|Fence_Tencode', 'GarageQual_Po|MSZoning_Tencode', 'Exterior1st_VinylSd|Exterior1st_Wd Sdng', 'SaleCondition_Tencode|Functional_Tencode', 'BsmtFinType1_Rec|Street_Grvl', 'Heating_Tencode|ExterQual_Ex', 'FireplaceQu_Po|Condition1_PosN', 'Foundation_Tencode|Fence_MnPrv', 'GarageQual_TA|ExterCond_Tencode', 'MiscFeature_Othr|HeatingQC_Tencode', 'GarageType_BuiltIn|BsmtCond_TA', 'Exterior2nd_Stucco|RoofStyle_Shed', 'KitchenQual_Gd|LowQualFinSF', 'Exterior2nd_Tencode|BsmtExposure_Mn', 'Exterior1st_BrkFace|Foundation_CBlock', 'KitchenQual_TA|Fence_MnPrv', 'Condition1_RRAe|Neighborhood_NWAmes', 'Condition1_RRAe|Exterior2nd_Plywood', 'Electrical_FuseA|FireplaceQu_Ex', 'GarageType_BuiltIn|MSZoning_RM', 'SaleType_Oth|Alley_Grvl', 'LotShape_IR2|HouseStyle_Tencode', 'Functional_Tencode|FullBath', 'RoofStyle_Hip|HeatingQC_Gd', 'EnclosedPorch|FireplaceQu_Gd', 'Functional_Mod|MSZoning_FV', 'ExterQual_TA|BsmtFinSF2', 'Alley_Grvl|Neighborhood_Timber', 'Exterior1st_BrkFace|MiscFeature_Shed', 'Exterior1st_CemntBd|BsmtFinType1_GLQ', 'Alley_Grvl|Exterior1st_Plywood', 'Neighborhood_NoRidge|Neighborhood_Timber', 'Fence_GdWo|Exterior1st_MetalSd', 'Exterior2nd_MetalSd|Exterior1st_VinylSd', 'LandContour_HLS|Street_Grvl', 'Foundation_PConc|LotConfig_Inside', 'ExterCond_TA|BsmtFinType2_GLQ', 'TotalBsmtSF|RoofStyle_Tencode', 'Functional_Maj2|BsmtCond_TA', 'Exterior2nd_MetalSd|BsmtCond_Fa', 'BsmtExposure_Tencode|Electrical_SBrkr', 'Electrical_FuseP|LandContour_Lvl', 'BsmtHalfBath|KitchenQual_Tencode', 'GarageArea|Exterior2nd_Wd Shng', 'MiscFeature_Shed|BsmtFinType1_GLQ', 'Electrical_SBrkr|Condition2_Norm', 'MSZoning_RL|GarageType_2Types', 'LotConfig_Corner|MasVnrType_BrkCmn', 'Neighborhood_NridgHt|LotShape_Reg', 'Utilities_Tencode|Neighborhood_Sawyer', 'Foundation_Tencode|KitchenQual_Tencode', 'SaleType_ConLD|Exterior1st_Wd Sdng', 'SaleType_New|KitchenQual_Fa', 'KitchenQual_Ex|BldgType_TwnhsE', 'LandSlope_Tencode|GarageType_CarPort', 'KitchenAbvGr|HouseStyle_2.5Unf', 'RoofMatl_Tar&Grv|Foundation_Slab', 'Condition1_RRAn|Neighborhood_MeadowV', 'KitchenQual_Ex|BldgType_Tencode', 'Electrical_FuseF|GarageType_CarPort', 'Neighborhood_OldTown|BsmtQual_Fa', 'Exterior1st_Stucco|BsmtFinSF2', 'GarageCond_Gd|ExterQual_Tencode', 'Exterior1st_BrkFace|Exterior1st_VinylSd', 'Neighborhood_OldTown|MiscFeature_Gar2', 'Foundation_PConc|BsmtExposure_Gd', 'GarageCond_Tencode|GarageQual_Tencode', 'GarageType_Tencode|MiscFeature_Shed', 'BldgType_TwnhsE|BsmtExposure_Mn', '3SsnPorch|SaleType_New', 'Exterior1st_Plywood|GarageType_2Types', 'BsmtFullBath|FireplaceQu_Fa', 'Neighborhood_IDOTRR|HouseStyle_SLvl', 'GarageFinish_RFn|Fence_MnPrv', 'ExterQual_Gd|ExterQual_Fa', 'Neighborhood_NridgHt|Functional_Min1', 'Neighborhood_ClearCr|Neighborhood_BrkSide', 'Exterior2nd_Brk Cmn|Foundation_Slab', 'KitchenQual_Fa|ExterQual_Fa', 'LotShape_IR2|OverallCond', 'FireplaceQu_Tencode|RoofStyle_Shed', 'MiscFeature_Othr|Alley_Grvl', 'KitchenQual_Ex|HouseStyle_1.5Fin', 'GarageType_Detchd|KitchenQual_Tencode', 'FireplaceQu_Tencode|2ndFlrSF', 'ExterQual_TA|3SsnPorch', 'MSSubClass|BldgType_Tencode', 'MSZoning_Tencode|Functional_Min2', 'Exterior2nd_HdBoard|Exterior1st_MetalSd', 'BsmtQual_TA|Fence_MnPrv', 'YrSold|PavedDrive_P', 'KitchenQual_Tencode|LowQualFinSF', 'FireplaceQu_Tencode|GarageFinish_RFn', 'Utilities_AllPub|ExterCond_Fa', 'BldgType_Twnhs|Condition1_PosN', 'FireplaceQu_Gd|GarageType_Tencode', 'Exterior2nd_MetalSd|BldgType_TwnhsE', 'Utilities_Tencode|LandSlope_Tencode', 'KitchenQual_TA|RoofMatl_WdShngl', 'BsmtUnfSF|ScreenPorch', 'KitchenQual_Gd|GarageType_CarPort', 'Condition1_PosA|MSZoning_RM', '3SsnPorch|GarageType_CarPort', 'Neighborhood_BrDale|GarageType_Basment', 'Exterior2nd_AsbShng|Functional_Maj2', 'LotShape_Reg|Neighborhood_Edwards', 'Electrical_FuseA|Neighborhood_Tencode', 'BsmtFinType2_Tencode|BsmtFinType2_BLQ', 'PavedDrive_Y|BsmtExposure_Gd', 'LotShape_Tencode|RoofMatl_Tar&Grv', 'HouseStyle_Tencode|CentralAir_Y', 'Neighborhood_ClearCr|BsmtCond_Tencode', 'MiscFeature_Othr|Foundation_Tencode', 'LotArea|PavedDrive_Tencode', 'HouseStyle_1Story|Condition2_Tencode', 'Exterior2nd_MetalSd|RoofMatl_WdShngl', 'SaleType_WD|MasVnrType_BrkCmn', 'SaleCondition_Tencode|RoofStyle_Flat', 'ExterQual_Ex|Neighborhood_MeadowV', 'Exterior1st_Tencode|Street_Pave', 'BldgType_2fmCon|Functional_Mod', 'BsmtCond_Gd|SaleType_Oth', 'OverallQual|MSZoning_RL', 'SaleType_ConLD|LotShape_IR3', 'BsmtFinType2_Tencode|MiscFeature_Shed', 'Exterior2nd_BrkFace|CentralAir_Tencode', 'GarageFinish_Tencode|FireplaceQu_Ex', 'GarageCond_Gd|MSZoning_RH', 'BsmtFinType2_LwQ|BsmtExposure_No', 'SaleType_ConLD|Condition2_Tencode', 'Functional_Tencode|MasVnrType_None', 'Neighborhood_Mitchel|LotArea', 'RoofMatl_Tencode|SaleType_New', 'LandSlope_Sev|GarageQual_Tencode', 'ExterCond_TA|BsmtUnfSF', 'FireplaceQu_Fa|Condition1_Norm', 'GarageQual_Po|BsmtFinType1_GLQ', 'BedroomAbvGr|MasVnrArea', 'Foundation_PConc|MasVnrType_Tencode', 'SaleCondition_Family|MasVnrType_None', 'Alley_Tencode|BsmtQual_Gd', 'Condition1_Norm|CentralAir_N', 'Heating_GasA|PavedDrive_P', 'HeatingQC_Ex|LowQualFinSF', 'Neighborhood_Crawfor|Street_Pave', 'Exterior2nd_Stucco|BsmtFinType1_Rec', 'BsmtExposure_Tencode|GarageType_Basment', 'Neighborhood_StoneBr|Neighborhood_MeadowV', 'Exterior2nd_Wd Sdng|Condition1_Tencode', 'MiscVal|Neighborhood_NAmes', 'Condition2_Tencode|Street_Grvl', 'GarageCond_Po|SaleType_WD', 'PoolQC_Tencode|Exterior2nd_MetalSd', 'Functional_Mod|Foundation_CBlock', 'Neighborhood_Edwards|Functional_Mod', 'SaleType_COD|Exterior2nd_Plywood', 'FireplaceQu_Fa|BsmtUnfSF', 'MiscVal|YearBuilt', 'GarageCond_Po|Neighborhood_Crawfor', 'FireplaceQu_Tencode|Condition1_Feedr', 'GarageType_Tencode|Utilities_AllPub', 'KitchenAbvGr|ExterQual_Tencode', 'Exterior2nd_Stone|GarageCars', 'HouseStyle_Tencode|BsmtFinType1_Unf', 'GarageCond_Tencode|Alley_Grvl', 'HouseStyle_Tencode|MiscFeature_Tencode', 'Exterior2nd_Stone', 'Condition1_Artery|SaleCondition_Normal', 'FireplaceQu_Po|HouseStyle_1.5Fin', 'LandSlope_Mod|BldgType_1Fam', 'HouseStyle_2.5Unf|ScreenPorch', 'GarageFinish_Unf|Neighborhood_Veenker', 'GarageType_BuiltIn|RoofStyle_Shed', 'LotFrontage|LotConfig_Corner', 'GarageFinish_RFn|Exterior1st_BrkComm', 'GarageCond_Fa|MiscFeature_Shed', 'Neighborhood_Tencode|MiscFeature_Gar2', 'BldgType_Twnhs|3SsnPorch', 'GarageType_Tencode|BsmtQual_Ex', 'MoSold|MiscFeature_Tencode', 'Condition1_PosA|GarageType_Attchd', 'RoofStyle_Shed|Condition1_Feedr', 'Exterior2nd_CmentBd|HouseStyle_2Story', 'GarageQual_Fa|Alley_Grvl', 'Exterior1st_CemntBd|Functional_Min1', 'BsmtFinType2_GLQ|MSSubClass', 'BsmtFinType1_ALQ|Exterior2nd_CmentBd', 'HeatingQC_Gd|Functional_Maj1', 'LandContour_Low|Neighborhood_NPkVill', 'HouseStyle_1.5Unf|Electrical_FuseF', 'Street_Tencode|BsmtCond_Tencode', 'KitchenQual_Tencode|Fence_MnWw', 'BsmtQual_Tencode|ExterCond_Gd', 'GarageCond_TA', 'Heating_GasW|MSZoning_C (all)', 'Exterior2nd_AsbShng|GarageQual_Po', 'Condition2_Tencode|SaleCondition_Normal', 'HeatingQC_Gd|BsmtQual_Tencode', 'SaleCondition_Family|BsmtFinSF1', 'Foundation_Tencode|BsmtQual_TA', 'ExterCond_Tencode|Exterior1st_MetalSd', 'LotArea|SaleCondition_Family', 'Condition1_Artery|Neighborhood_Veenker', 'Functional_Maj2|Neighborhood_MeadowV', 'KitchenQual_Ex|2ndFlrSF', 'RoofStyle_Gable|Neighborhood_BrkSide', 'Exterior1st_CemntBd|Utilities_AllPub', 'GarageType_BuiltIn|Foundation_CBlock', 'Functional_Maj2|FireplaceQu_Fa', 'Exterior2nd_Stucco|GarageType_BuiltIn', 'GarageQual_Gd|LotArea', 'TotRmsAbvGrd|BsmtFinType1_Unf', 'Neighborhood_Mitchel|GarageFinish_Tencode', 'BsmtFinType2_Unf|MiscFeature_Gar2', 'Street_Grvl|BldgType_Tencode', 'Exterior2nd_Stucco|Exterior2nd_Brk Cmn', 'Neighborhood_NridgHt|Neighborhood_IDOTRR', 'FireplaceQu_Po|BsmtUnfSF', 'GarageCond_Gd|KitchenQual_Fa', 'SaleType_COD|HouseStyle_1.5Fin', 'GarageType_CarPort|BsmtFinType1_Unf', 'Exterior1st_Stucco|MasVnrType_Tencode', 'Exterior1st_VinylSd|FireplaceQu_TA', 'BldgType_Duplex|Exterior2nd_Plywood', 'Exterior1st_Stucco|RoofMatl_Tar&Grv', 'Functional_Maj1|Street_Pave', 'HeatingQC_Ex|OpenPorchSF', 'SaleCondition_Abnorml|KitchenQual_TA', 'Foundation_Stone|BldgType_TwnhsE', 'Neighborhood_CollgCr|ExterQual_Gd', 'GarageFinish_Fin|BsmtCond_Tencode', 'RoofStyle_Tencode|Exterior1st_Tencode', 'Exterior1st_HdBoard|BsmtFinSF2', 'RoofStyle_Shed|CentralAir_Y', 'BsmtFinType2_BLQ|Exterior2nd_Brk Cmn', 'BsmtCond_Po|MSZoning_RL', 'Exterior1st_BrkFace|BsmtFinType1_Tencode', 'Neighborhood_NoRidge|Exterior2nd_VinylSd', 'RoofStyle_Flat|MSSubClass', 'RoofStyle_Tencode|WoodDeckSF', 'Electrical_FuseF|LotConfig_Tencode', 'RoofMatl_Tencode|Street_Grvl', 'Functional_Min1|Fence_GdWo', 'Neighborhood_NWAmes|PoolArea', 'Neighborhood_NAmes|Exterior1st_Tencode', 'LotShape_Tencode|ExterQual_Ex', 'GarageType_Detchd|Condition2_Artery', 'Exterior2nd_CmentBd|BldgType_1Fam', 'BsmtCond_Tencode|Exterior2nd_AsphShn', 'Neighborhood_NridgHt|Street_Pave', 'Exterior1st_AsbShng|Exterior1st_VinylSd', 'BsmtUnfSF|Exterior1st_MetalSd', '3SsnPorch|BsmtCond_Tencode', 'GarageCond_Po|LandSlope_Mod', 'OverallQual|Neighborhood_Gilbert', 'Exterior1st_Stucco|GarageType_Tencode', 'HeatingQC_Tencode|SaleCondition_Alloca', 'SaleCondition_Family|MSSubClass', 'LandContour_Lvl|Neighborhood_SawyerW', 'Neighborhood_Gilbert|Functional_Min2', 'Heating_GasW|GarageType_2Types', 'ExterQual_TA|LandContour_Low', 'BsmtFinType2_BLQ|MSZoning_RL', 'LotShape_IR1|RoofStyle_Tencode', 'KitchenAbvGr|Exterior2nd_Brk Cmn', 'HouseStyle_2.5Unf|Neighborhood_MeadowV', 'ExterCond_Tencode|SaleCondition_Abnorml', 'Neighborhood_Veenker|MiscFeature_Shed', 'LotConfig_CulDSac|1stFlrSF', 'PavedDrive_Y|Exterior1st_Wd Sdng', 'BldgType_Duplex|HeatingQC_TA', '2ndFlrSF|BsmtFinType1_LwQ', 'CentralAir_Tencode|Utilities_AllPub', 'Heating_GasA|BsmtFinType2_ALQ', 'MSZoning_RL|LotConfig_Inside', 'GarageCond_Ex|MSZoning_FV', 'LotShape_Reg|Neighborhood_Mitchel', 'Exterior2nd_Brk Cmn|Neighborhood_BrkSide', 'Functional_Maj1|Foundation_Slab', 'Electrical_SBrkr|KitchenQual_Fa', 'Exterior1st_BrkFace|Foundation_BrkTil', 'LowQualFinSF|GarageFinish_RFn', 'BsmtCond_Po|Alley_Grvl', 'OverallQual|YearRemodAdd', 'Neighborhood_CollgCr|CentralAir_N', 'EnclosedPorch|SaleCondition_Abnorml', 'BsmtUnfSF|Exterior2nd_AsphShn', 'Condition1_Tencode|BsmtQual_Gd', 'Exterior2nd_Stone|HouseStyle_SFoyer', 'MiscVal|Foundation_Slab', 'PavedDrive_N|BsmtFinType2_Unf', 'Functional_Maj1|HouseStyle_SLvl', 'Exterior2nd_MetalSd|Functional_Maj1', 'BsmtQual_Ex|BsmtCond_Fa', 'BsmtFinType2_GLQ|BsmtFullBath', 'BsmtExposure_No|HouseStyle_1.5Fin', 'SaleCondition_Alloca|Exterior2nd_Wd Shng', 'Alley_Tencode|SaleType_New', 'BsmtFinType1_Rec|RoofStyle_Shed', 'Street_Tencode|CentralAir_Y', 'Condition2_Tencode|MasVnrArea', 'HeatingQC_TA|MSZoning_FV', 'HouseStyle_2Story|Exterior2nd_AsphShn', 'RoofStyle_Gable|ExterQual_Tencode', 'Alley_Tencode|Neighborhood_IDOTRR', 'HeatingQC_TA|BsmtCond_Po', 'YearBuilt|BsmtFinType2_BLQ', 'BsmtFinType1_Rec|HouseStyle_SLvl', 'GarageFinish_Unf|ExterQual_Ex', 'BsmtFinType1_Tencode|Neighborhood_SawyerW', 'TotalBsmtSF|Heating_Tencode', 'BsmtExposure_Tencode|Neighborhood_NAmes', 'GarageCond_TA|RoofStyle_Tencode', 'BldgType_TwnhsE|Exterior1st_WdShing', 'HouseStyle_SFoyer|Exterior2nd_Plywood', 'BsmtFinType2_Tencode|LotConfig_Tencode', 'GarageQual_Po|BsmtCond_TA', 'GarageType_Tencode|Neighborhood_SawyerW', 'BsmtQual_TA|GarageFinish_RFn', 'GarageType_Tencode|HouseStyle_SLvl', 'HouseStyle_SFoyer|BsmtCond_TA', 'Exterior2nd_AsbShng|HeatingQC_Gd', 'Functional_Min1|Neighborhood_IDOTRR', 'Condition1_Norm|MSZoning_RM', 'Condition1_PosN|LotShape_IR3', '1stFlrSF|PavedDrive_P', 'BsmtFullBath|Neighborhood_NAmes', 'Heating_GasW|Alley_Grvl', 'RoofStyle_Flat|Exterior2nd_AsphShn', 'LandSlope_Sev|Foundation_CBlock', 'MoSold|Neighborhood_BrkSide', 'BsmtQual_TA|CentralAir_Y', 'ExterQual_TA|Neighborhood_BrkSide', 'Exterior2nd_AsbShng|Foundation_PConc', 'SaleCondition_Alloca|Condition1_Feedr', 'Exterior2nd_AsbShng|MiscFeature_Shed', 'SaleCondition_Alloca|1stFlrSF', 'Neighborhood_StoneBr|LotShape_IR3', 'Exterior2nd_AsbShng|GarageCond_Ex', 'GarageCars|BsmtCond_Po', 'Functional_Maj1|Alley_Grvl', 'GarageType_Attchd|SaleType_CWD', 'BsmtFinType2_BLQ|Fence_GdWo', 'BsmtFinType2_ALQ|Street_Grvl', 'LotConfig_FR2|OverallCond', 'Exterior2nd_AsbShng|SaleType_Tencode', 'GarageQual_Po|MSZoning_RM', 'LowQualFinSF|GarageType_2Types', 'SaleCondition_Tencode|Neighborhood_Blmngtn', 'Neighborhood_NWAmes|2ndFlrSF', 'RoofMatl_Tar&Grv|Fence_MnWw', 'MiscVal|RoofStyle_Gambrel', 'Functional_Tencode|FireplaceQu_TA', 'SaleCondition_Normal|Street_Pave', 'Utilities_Tencode|LandContour_Lvl', 'HouseStyle_1.5Unf|LotConfig_Inside', 'Fireplaces|GarageType_2Types', 'Exterior2nd_CmentBd|Neighborhood_MeadowV', 'Neighborhood_Edwards|ExterCond_Fa', 'RoofStyle_Hip|MiscVal', 'LandSlope_Tencode|HouseStyle_2.5Unf', 'FullBath|LandContour_Lvl', 'BsmtFinType2_Tencode|Exterior2nd_VinylSd', 'Neighborhood_BrDale|YearRemodAdd', 'PavedDrive_Y|SaleType_Oth', '3SsnPorch|MasVnrType_None', 'BsmtExposure_Av|BsmtCond_Fa', 'ExterCond_Gd|BsmtFinType1_LwQ', 'KitchenQual_Fa|ScreenPorch', 'Exterior2nd_CmentBd|Neighborhood_SawyerW', 'Neighborhood_Tencode|PavedDrive_Tencode', 'Neighborhood_BrDale|MiscVal', 'Neighborhood_SWISU|Functional_Min1', 'HeatingQC_Gd|GarageCond_Tencode', 'GarageCars|RoofMatl_CompShg', 'PavedDrive_N|LotConfig_Tencode', 'KitchenAbvGr|GarageCond_Tencode', 'Neighborhood_CollgCr|BsmtHalfBath', 'BsmtFinType1_Unf|Exterior1st_WdShing', 'Alley_Pave|Condition1_Feedr', 'LowQualFinSF|BsmtFinSF1', 'Exterior1st_VinylSd|Street_Pave', 'Exterior2nd_Stone|BsmtFinType1_GLQ', 'KitchenQual_Fa|Neighborhood_MeadowV', 'LandContour_HLS|Fence_MnPrv', 'Electrical_FuseA|BsmtFinType2_Unf', 'FireplaceQu_Po|GarageType_Attchd', 'Functional_Maj2|MiscFeature_Tencode', 'GarageType_CarPort|Exterior2nd_Plywood', 'RoofMatl_Tencode|Exterior1st_CemntBd', 'PavedDrive_P|PoolArea', 'Neighborhood_BrDale|HouseStyle_Tencode', 'Foundation_Stone|FireplaceQu_Fa', 'SaleType_WD|GarageYrBlt', 'LotShape_IR2|BsmtFinType1_BLQ', 'MSZoning_RM|SaleCondition_Abnorml', 'MSZoning_C (all)|Condition1_PosN', 'Neighborhood_Somerst|Functional_Min2', 'BsmtQual_Fa|SaleType_COD', 'GarageQual_Fa|RoofStyle_Gambrel', 'Alley_Tencode|SaleCondition_Normal', 'Street_Tencode|HouseStyle_SLvl', 'FullBath|Functional_Maj1', 'Neighborhood_IDOTRR|MSZoning_RL', 'YearBuilt|BldgType_1Fam', 'Electrical_FuseF|Neighborhood_Timber', 'Street_Tencode|HouseStyle_2Story', 'Alley_Tencode|Condition1_RRAe', 'Foundation_PConc|BsmtUnfSF', 'Fence_MnWw|ExterQual_Fa', 'BsmtFinType2_Tencode|MasVnrType_Stone', 'Condition2_Tencode|Fence_GdWo', 'BsmtFinType2_BLQ|BsmtCond_Fa', 'CentralAir_Y|PoolArea', 'RoofStyle_Shed|Exterior1st_BrkComm', 'Exterior1st_AsbShng|Neighborhood_MeadowV', 'Neighborhood_BrDale|GarageArea', 'GarageQual_TA|Neighborhood_Gilbert', 'YearBuilt|BsmtQual_TA', 'BsmtCond_Gd|Neighborhood_Timber', 'HeatingQC_Fa|HouseStyle_SLvl', 'Fence_GdWo|MiscFeature_Gar2', 'LotShape_IR2|SaleType_WD', 'MasVnrType_BrkFace|Utilities_AllPub', 'HeatingQC_Ex|Neighborhood_Gilbert', 'FullBath|Neighborhood_NoRidge', 'GarageCars|BsmtQual_Tencode', 'Street_Tencode|Fireplaces', 'BsmtQual_TA|Neighborhood_MeadowV', 'Neighborhood_Somerst|TotRmsAbvGrd', 'SaleType_CWD', 'LandSlope_Tencode|LotConfig_Inside', 'GarageFinish_Unf|BsmtFinType2_GLQ', 'RoofStyle_Shed|SaleCondition_Partial', 'Condition1_RRAe|BsmtCond_Po', 'KitchenQual_Ex|SaleType_Tencode', 'BldgType_Duplex|Exterior1st_Plywood', 'LotShape_Reg|Condition1_PosA', 'Functional_Min1|BldgType_Tencode', 'GarageType_BuiltIn|BsmtExposure_Av', 'KitchenQual_Ex|BsmtQual_Ex', 'RoofMatl_Tencode|BldgType_TwnhsE', 'ExterCond_Gd|ExterQual_Fa', 'YrSold|GarageYrBlt', 'Neighborhood_Blmngtn|OverallCond', 'Condition2_Tencode|Neighborhood_Sawyer', 'Foundation_BrkTil|LandSlope_Tencode', 'PavedDrive_Tencode|MSZoning_RM', 'GrLivArea|Functional_Maj2', 'Exterior1st_AsbShng|PavedDrive_Tencode', 'OverallQual|Exterior1st_BrkFace', 'SaleCondition_Alloca|BsmtFinType1_Rec', 'BsmtFinType1_GLQ', 'BldgType_Duplex|BsmtUnfSF', 'OverallQual|Functional_Min2', 'Exterior2nd_MetalSd|OverallCond', 'LandContour_HLS|Exterior1st_Plywood', 'Exterior2nd_MetalSd|BsmtFinType1_Unf', 'Neighborhood_NPkVill|Neighborhood_StoneBr', 'Foundation_PConc|Neighborhood_Somerst', 'HouseStyle_Tencode|BsmtFinSF2', 'BsmtExposure_Gd|MasVnrType_Stone', 'FireplaceQu_Tencode|MasVnrType_None', 'KitchenQual_Fa|FireplaceQu_TA', 'Electrical_FuseP|SaleCondition_Partial', 'Neighborhood_OldTown|Exterior2nd_Wd Shng', 'OverallQual|Exterior2nd_Wd Sdng', 'Exterior1st_HdBoard|Fence_Tencode', 'Foundation_Stone|Neighborhood_Gilbert', 'BsmtQual_Tencode|KitchenQual_Ex', 'Exterior2nd_CmentBd|HouseStyle_SLvl', 'Neighborhood_Tencode|BsmtFinType1_GLQ', 'BsmtCond_Gd|GarageYrBlt', 'BsmtFinType1_Tencode|Functional_Tencode', 'Condition1_Tencode|MSZoning_Tencode', 'TotalBsmtSF|BsmtFinType1_GLQ', 'Electrical_SBrkr|SaleType_New', 'HouseStyle_Tencode|SaleType_Oth', 'ExterQual_Gd|BldgType_1Fam', 'Functional_Min1|PavedDrive_P', 'LotShape_Tencode|Functional_Maj1', 'Electrical_FuseA|BsmtQual_Ex', 'Neighborhood_NridgHt|Functional_Typ', 'Neighborhood_StoneBr|MSZoning_RH', 'Exterior1st_Stucco|Heating_Tencode', 'GarageCond_Tencode|BsmtExposure_Av', 'Condition1_PosN|Fence_MnPrv', 'Condition1_Artery|BsmtExposure_No', 'ExterQual_Gd|Condition1_Tencode', 'SaleCondition_Abnorml|BsmtExposure_Gd', 'Heating_Grav|GarageType_Basment', 'EnclosedPorch|SaleType_Oth', 'HalfBath|FireplaceQu_Fa', 'Functional_Typ|Foundation_Slab', 'GarageType_Attchd|Street_Grvl', 'BsmtFinType2_BLQ|SaleCondition_Partial', 'SaleType_ConLD|Neighborhood_Crawfor', 'Neighborhood_CollgCr|Exterior1st_Plywood', 'Foundation_PConc|BsmtFinType1_BLQ', 'BsmtFinType1_LwQ|GarageType_2Types', 'Utilities_Tencode|3SsnPorch', 'Exterior1st_AsbShng|Fence_GdWo', 'Exterior1st_CemntBd|Neighborhood_Timber', 'Neighborhood_Tencode|HouseStyle_1.5Unf', 'BsmtFinType2_ALQ|LandSlope_Sev', 'BsmtQual_Fa|Condition1_Norm', 'SaleType_Tencode|Condition1_Tencode', 'SaleType_ConLw|Street_Pave', 'Neighborhood_ClearCr|BsmtFinType1_GLQ', 'Neighborhood_Blmngtn|Alley_Tencode', 'LandContour_Bnk|GarageQual_Tencode', 'Utilities_Tencode|Exterior2nd_VinylSd', 'SaleType_ConLI|ExterQual_Ex', 'GarageCars|LotConfig_Corner', 'Foundation_PConc|HeatingQC_Tencode', 'Exterior2nd_Brk Cmn|Exterior1st_Plywood', 'LotShape_Tencode|BsmtQual_TA', 'SaleCondition_Family|MasVnrArea', 'Functional_Tencode|Foundation_Slab', 'BsmtFinType2_BLQ|ExterQual_Ex', 'SaleType_COD|CentralAir_N', 'Heating_Grav|ExterQual_Tencode', 'KitchenQual_TA|Exterior1st_WdShing', 'Neighborhood_NridgHt|Neighborhood_SWISU', 'LotConfig_Tencode|Neighborhood_MeadowV', 'LotConfig_Corner|BsmtFullBath', 'Functional_Maj1|Condition2_Norm', 'Neighborhood_NPkVill|GarageType_BuiltIn', 'SaleType_ConLw|GarageType_BuiltIn', 'Condition2_Tencode|Electrical_FuseF', 'Neighborhood_NridgHt|Neighborhood_BrkSide', 'Exterior2nd_VinylSd|RoofStyle_Gable', 'GarageCond_Tencode|KitchenQual_TA', 'SaleType_ConLD|MSZoning_C (all)', 'Fence_GdWo|MSZoning_RH', 'Alley_Pave|BsmtCond_TA', 'BldgType_Tencode|Exterior2nd_Plywood', 'Condition1_PosN|RoofStyle_Gable', 'Functional_Mod|ExterQual_Fa', 'TotalBsmtSF|GarageType_Attchd', 'HeatingQC_Gd|BsmtFinSF1', 'Exterior2nd_Brk Cmn|BsmtQual_Gd', 'HeatingQC_Tencode|Exterior2nd_MetalSd', 'Exterior1st_BrkFace|ExterQual_Gd', 'MSZoning_Tencode|Foundation_Slab', 'HouseStyle_1.5Unf|BsmtExposure_Mn', 'BsmtCond_TA|MasVnrType_Tencode', 'BedroomAbvGr|CentralAir_N', 'YearRemodAdd|OverallCond', 'MSSubClass|Condition1_Tencode', 'FullBath|BsmtQual_Tencode', 'Heating_GasA|Neighborhood_NWAmes', 'LandContour_HLS|RoofStyle_Shed', 'ExterCond_Tencode|Fence_MnWw', 'Neighborhood_NAmes|MSZoning_RH', 'GarageCond_Fa|BsmtCond_Tencode', 'MiscVal|MasVnrType_Stone', 'Exterior2nd_BrkFace|SaleCondition_Abnorml', 'BldgType_TwnhsE|BsmtCond_Fa', 'Fireplaces|Condition1_Norm', 'BsmtFullBath|BsmtCond_Gd', 'LotShape_Reg|Heating_Grav', 'BedroomAbvGr|SaleType_New', 'Foundation_Stone|Neighborhood_Crawfor', 'MSZoning_C (all)|MiscFeature_Shed', 'BsmtQual_TA|MasVnrType_BrkFace', 'Condition1_Norm|Neighborhood_BrkSide', 'Exterior2nd_BrkFace|GarageType_2Types', 'HalfBath|Functional_Maj2', 'FireplaceQu_Tencode|LandContour_Low', 'Exterior2nd_CmentBd|Fence_MnWw', 'Foundation_Tencode|GarageQual_Fa', 'Electrical_Tencode|Exterior1st_AsbShng', 'Neighborhood_Sawyer|Alley_Grvl', 'MiscVal|SaleCondition_Abnorml', 'GarageCond_TA|Condition1_Norm', 'GarageFinish_Fin|Exterior2nd_Wd Shng', 'Heating_GasA|GarageQual_Tencode', 'Neighborhood_SWISU|GarageYrBlt', 'GarageArea|GarageQual_Tencode', 'Exterior2nd_VinylSd|GarageType_Basment', 'HouseStyle_1.5Unf|Condition1_RRAe', 'KitchenQual_Ex|Neighborhood_SWISU', 'Neighborhood_NridgHt|GarageFinish_Tencode', 'Neighborhood_Crawfor|Condition2_Artery', 'Neighborhood_Mitchel|KitchenQual_TA', 'Fence_Tencode|BsmtQual_Fa', 'PavedDrive_P|Neighborhood_IDOTRR', 'SaleType_WD|GarageCond_Gd', 'Neighborhood_Somerst|BsmtFullBath', 'ExterQual_TA|CentralAir_N', 'Functional_Min1|Exterior1st_Tencode', 'GarageType_BuiltIn|SaleCondition_Abnorml', 'Neighborhood_Edwards|Exterior1st_BrkComm', 'Foundation_BrkTil|SaleType_WD', 'CentralAir_Y|Exterior1st_MetalSd', 'LotArea|MSZoning_C (all)', 'LandContour_HLS|MSZoning_Tencode', 'ExterQual_TA|HouseStyle_1.5Unf', 'BedroomAbvGr|BsmtCond_Fa', 'HeatingQC_Gd|Neighborhood_BrkSide', 'GarageType_CarPort|GarageType_Basment', 'Condition1_RRAn|MasVnrType_Stone', '2ndFlrSF|FireplaceQu_TA', 'MasVnrType_None|Neighborhood_BrkSide', 'Alley_Tencode|Electrical_FuseA', 'LandSlope_Tencode|Neighborhood_SawyerW', 'Alley_Tencode|SaleType_WD', 'OverallQual|LandContour_Lvl', 'Fence_GdWo|Condition1_RRAn', 'Neighborhood_Tencode|LandSlope_Gtl', 'GarageCars|Exterior1st_AsbShng', 'Foundation_Slab|Utilities_AllPub', 'Foundation_Tencode|MSZoning_RL', 'Exterior2nd_BrkFace|BsmtCond_Gd', 'Heating_GasA|MSZoning_FV', 'LotShape_IR1|Exterior2nd_Plywood', 'GarageType_Basment|Neighborhood_IDOTRR', 'KitchenQual_Tencode|GarageType_2Types', 'HeatingQC_Gd|MasVnrArea', 'FullBath|Neighborhood_NAmes', 'MSZoning_Tencode|SaleType_CWD', 'OverallQual|GarageCond_TA', 'Exterior1st_VinylSd|Neighborhood_IDOTRR', 'LandContour_Low|LotConfig_Tencode', 'Exterior2nd_VinylSd|GarageQual_Po', 'RoofStyle_Gambrel|BsmtFinType1_GLQ', 'Fence_Tencode|FireplaceQu_Fa', 'Neighborhood_ClearCr|MiscFeature_Shed', 'GarageYrBlt|Utilities_AllPub', 'Alley_Tencode|LotConfig_CulDSac', 'Condition1_Artery|LotConfig_Inside', 'Functional_Min1|Foundation_Slab', 'Electrical_FuseA|Exterior2nd_Plywood', 'Neighborhood_NridgHt|Neighborhood_StoneBr', 'BsmtFinType1_Unf|GarageType_2Types', 'HeatingQC_Tencode|MSZoning_FV', 'RoofStyle_Flat|LandContour_Bnk', 'FireplaceQu_Po|Exterior1st_Stucco', 'MSZoning_C (all)|MasVnrType_BrkFace', 'GarageQual_Gd|BsmtFinType1_ALQ', 'Exterior1st_HdBoard|Alley_Tencode', 'Exterior2nd_AsbShng|BsmtFinType1_Unf', 'Fence_Tencode|HeatingQC_Tencode', 'BsmtExposure_Gd|MiscFeature_Gar2', 'Exterior2nd_Stone|GarageQual_Tencode', 'BsmtFinType1_BLQ|BsmtFinType1_Rec', 'Electrical_FuseF|GarageCond_Ex', 'LandContour_Lvl|Exterior1st_Plywood', 'Foundation_CBlock|PavedDrive_P', 'GarageCond_Gd|HouseStyle_2.5Unf', 'LandContour_HLS|Condition1_Feedr', 'SaleType_ConLD|KitchenQual_Tencode', 'HeatingQC_Tencode|1stFlrSF', 'KitchenAbvGr|Condition1_RRAe', 'HouseStyle_1.5Unf|WoodDeckSF', 'Neighborhood_OldTown|SaleType_Tencode', 'BsmtFinType1_ALQ|Exterior2nd_Brk Cmn', 'BsmtFinType2_Tencode|ExterQual_Ex', 'GarageFinish_RFn|ExterQual_Fa', 'GarageQual_Fa|BldgType_TwnhsE', 'FireplaceQu_Fa|MSZoning_Tencode', 'Neighborhood_NoRidge|BsmtExposure_Gd', 'BldgType_2fmCon|LandContour_Tencode', 'OverallQual|HeatingQC_TA', 'ExterCond_TA|BsmtHalfBath', 'ExterCond_Gd|RoofStyle_Gable', 'SaleCondition_Alloca|Foundation_CBlock', 'LotShape_IR1|Functional_Min1', 'GarageType_Basment|Neighborhood_Gilbert', 'SaleType_ConLD|BsmtExposure_Av', 'MiscFeature_Shed|BsmtUnfSF', 'Foundation_PConc|Condition1_Feedr', 'EnclosedPorch|Condition2_Norm', 'BsmtCond_Po|MasVnrType_Stone', 'Exterior2nd_Stucco|Fence_MnWw', 'Neighborhood_CollgCr|CentralAir_Tencode', 'PavedDrive_Y|Fence_GdPrv', 'PavedDrive_N|GarageFinish_RFn', 'LotFrontage|LandSlope_Mod', 'Neighborhood_IDOTRR|SaleType_CWD', 'Electrical_FuseP|SaleType_WD', 'OverallCond|Fence_MnPrv', 'SaleCondition_Tencode|GarageQual_Gd', 'Exterior1st_HdBoard|HouseStyle_1.5Unf', 'HeatingQC_Tencode|GarageCond_Ex', 'LotShape_IR3|Exterior1st_MetalSd', 'Exterior2nd_BrkFace|Functional_Maj2', 'GarageFinish_RFn|Functional_Min2', 'HeatingQC_Fa|MSZoning_Tencode', 'Fence_MnWw|Fence_MnPrv', 'BldgType_Duplex|CentralAir_N', 'KitchenQual_Ex|MasVnrArea', 'LotConfig_Tencode|BsmtUnfSF', 'BsmtFinType1_BLQ|RoofStyle_Gable', 'GarageQual_Po|BsmtUnfSF', 'FireplaceQu_Fa|Alley_Grvl', 'GarageCond_Po|GarageCond_Tencode', 'Alley_Pave|Functional_Tencode', 'Utilities_Tencode|LandSlope_Gtl', 'Neighborhood_Edwards|BsmtFinType1_ALQ', 'MSZoning_C (all)|MasVnrType_Tencode', 'BsmtFinType2_GLQ|GarageFinish_Fin', 'HeatingQC_Ex|RoofStyle_Shed', 'BsmtFinType2_ALQ|LandSlope_Tencode', 'Foundation_Tencode|Exterior1st_CemntBd', 'FireplaceQu_Tencode|ExterCond_Gd', 'Functional_Tencode|MSZoning_RL', 'OverallQual|MasVnrType_BrkFace', 'BsmtExposure_Tencode|1stFlrSF', 'Neighborhood_BrkSide|Exterior2nd_Plywood', 'Alley_Tencode|Foundation_Stone', 'BsmtFinType2_BLQ|Condition1_RRAn', 'GarageCond_Tencode|Functional_Mod', 'BsmtFinType1_BLQ|ExterCond_TA', 'LandSlope_Mod|ExterCond_Gd', 'HeatingQC_Gd|BsmtFullBath', 'BsmtFinType1_ALQ|ExterQual_Fa', 'LotConfig_Corner|MasVnrType_None', 'Neighborhood_NridgHt|1stFlrSF', 'Neighborhood_BrDale|Exterior1st_CemntBd', 'SaleType_ConLw|MasVnrType_BrkFace', 'FireplaceQu_Po|ExterCond_Tencode', 'HalfBath|Functional_Min2', 'GarageType_CarPort|GarageYrBlt', 'SaleType_New|Exterior2nd_CmentBd', 'Foundation_BrkTil|Exterior1st_VinylSd', 'KitchenQual_Fa|SaleCondition_Abnorml', 'GarageArea|2ndFlrSF', 'HouseStyle_SFoyer|BsmtFinSF2', 'FireplaceQu_Ex|Neighborhood_IDOTRR', 'HeatingQC_Fa|HeatingQC_Ex', 'BsmtFinSF2|MSZoning_RH', 'Exterior1st_AsbShng|Exterior2nd_Tencode', 'TotalBsmtSF|HeatingQC_Tencode', 'Fence_Tencode|SaleCondition_Abnorml', 'Neighborhood_Blmngtn|Functional_Typ', 'RoofStyle_Hip|Electrical_Tencode', 'FireplaceQu_Tencode|BsmtFinType2_Tencode', 'HouseStyle_Tencode|Functional_Mod', 'LotShape_IR1|BedroomAbvGr', 'GarageType_Tencode|MSZoning_RL', 'BsmtExposure_Tencode|FireplaceQu_Fa', 'PavedDrive_Y|RoofStyle_Shed', 'BsmtExposure_Av|BldgType_1Fam', 'YearBuilt|LandSlope_Tencode', 'BldgType_Twnhs|LandSlope_Sev', 'Condition1_Artery|LotFrontage', 'HeatingQC_TA|BsmtQual_Ex', 'MasVnrType_None|Exterior2nd_Brk Cmn', 'RoofStyle_Flat|LotShape_IR3', 'Condition2_Artery|Exterior1st_MetalSd', 'LotFrontage|BsmtExposure_Gd', 'GarageCond_Tencode|GarageFinish_RFn', 'SaleCondition_Alloca|FireplaceQu_TA', 'BsmtExposure_Tencode|Neighborhood_Sawyer', 'Electrical_FuseA|YearBuilt', 'Neighborhood_Veenker|ScreenPorch', 'Foundation_Tencode|BsmtFinType2_LwQ', 'BsmtQual_TA|Exterior2nd_MetalSd', 'LotConfig_Corner|GarageCond_Gd', 'Exterior2nd_Plywood|MSZoning_RH', 'SaleType_New|OpenPorchSF', 'SaleType_ConLw|LotConfig_Tencode', 'Neighborhood_BrkSide|MSZoning_RL', 'SaleType_ConLw|BsmtQual_Ex', 'Functional_Typ|MiscFeature_Gar2', 'GarageType_Tencode|SaleType_COD', 'BsmtFinType1_Tencode|Neighborhood_StoneBr', 'BsmtQual_Fa|Utilities_AllPub', 'Functional_Maj2|Electrical_FuseF', '3SsnPorch|MasVnrType_Tencode', 'SaleType_ConLI|HeatingQC_Tencode', 'Alley_Pave|LotConfig_FR2', 'PavedDrive_Y|RoofStyle_Gambrel', 'BsmtQual_Fa|Fence_GdWo', 'Functional_Maj2|BsmtCond_Gd', 'Neighborhood_OldTown|Neighborhood_StoneBr', 'KitchenQual_Ex|BsmtExposure_No', 'Functional_Min2|ExterCond_Fa', 'BsmtExposure_Av|CentralAir_Y', 'BldgType_Twnhs|ExterQual_Ex', 'ExterCond_Tencode|BldgType_TwnhsE', 'Exterior1st_HdBoard|Foundation_Stone', 'LotConfig_Corner|GarageFinish_Tencode', 'PoolQC_Tencode|RoofStyle_Gambrel', 'YearRemodAdd|BsmtFinType2_Rec', 'SaleCondition_Tencode|MiscVal', 'GarageCars|Condition1_Tencode', 'BsmtQual_Fa|ExterCond_Gd', 'Neighborhood_Veenker|BsmtUnfSF', 'BsmtFullBath|Neighborhood_IDOTRR', 'Exterior1st_BrkFace|BsmtQual_TA', 'Condition2_Tencode|BsmtCond_Fa', 'TotalBsmtSF|Exterior2nd_HdBoard', 'RoofStyle_Tencode|MSSubClass', '3SsnPorch|ExterQual_Fa', 'GrLivArea|Fence_Tencode', 'Neighborhood_Sawyer|GarageQual_Tencode', 'Foundation_Tencode|Neighborhood_Sawyer', 'BldgType_TwnhsE|RoofMatl_WdShngl', 'ExterCond_Tencode|Exterior1st_Wd Sdng', 'LandSlope_Tencode|WoodDeckSF', 'Neighborhood_NWAmes|SaleType_COD', 'OverallCond|Exterior1st_Plywood', 'YearBuilt|Functional_Maj1', 'Condition2_Tencode|BsmtFinType2_Unf', 'Exterior1st_BrkFace|BsmtFinSF2', 'Functional_Tencode|Neighborhood_CollgCr', 'FullBath|LandContour_Bnk', 'ExterQual_Ex|Street_Pave', 'GrLivArea|Condition2_Artery', 'OpenPorchSF|SaleType_Oth', 'RoofMatl_CompShg|SaleCondition_Family', 'HeatingQC_Gd|Exterior2nd_MetalSd', 'LotConfig_Corner|OverallCond', 'LotShape_Reg|BsmtQual_Gd', 'KitchenQual_Tencode|Neighborhood_SawyerW', 'Neighborhood_NridgHt|Neighborhood_NWAmes', 'BsmtFinType2_Unf|HouseStyle_1.5Fin', 'BsmtExposure_Tencode|GarageType_2Types', 'Exterior1st_CemntBd|BsmtCond_TA', 'Condition1_Tencode|GarageQual_Tencode', 'LotConfig_Tencode|Fence_MnWw', 'LotFrontage|Neighborhood_SWISU', 'OverallQual|Heating_GasA', 'BsmtCond_Gd|MSZoning_Tencode', 'PavedDrive_Y|HouseStyle_SLvl', 'GarageFinish_Fin|OpenPorchSF', 'FireplaceQu_Fa|BsmtCond_Fa', 'Exterior1st_WdShing|BsmtQual_Gd', 'RoofStyle_Tencode|GarageType_2Types', 'Exterior2nd_MetalSd|Exterior2nd_Wd Sdng', 'SaleType_Tencode|PoolQC_Tencode', 'Electrical_FuseP|Functional_Min1', 'Exterior1st_Tencode|ExterCond_Fa', 'Neighborhood_NridgHt|Neighborhood_MeadowV', 'YearRemodAdd|BsmtExposure_Mn', 'RoofMatl_Tencode|Electrical_SBrkr', 'MSZoning_RM|FireplaceQu_TA', 'Exterior2nd_Plywood|BsmtCond_TA', 'BsmtFinSF2|Exterior1st_BrkComm', 'MiscVal|PavedDrive_Tencode', 'BsmtFullBath|Condition1_Tencode', 'Heating_GasW|BsmtFinType1_GLQ', 'MiscVal|BsmtFinType2_Unf', 'RoofMatl_CompShg|SaleCondition_Normal', 'HeatingQC_TA|HalfBath', 'GarageType_CarPort|Foundation_Slab', 'LandContour_Low|Exterior2nd_AsphShn', 'Exterior2nd_CmentBd|Street_Grvl', 'Foundation_BrkTil|RoofMatl_WdShngl', 'Electrical_Tencode|BsmtQual_Ex', 'GarageType_Attchd|MiscFeature_Gar2', 'KitchenQual_Tencode|BsmtCond_Tencode', 'Neighborhood_NPkVill|LotConfig_Inside', 'GarageCond_TA|MSZoning_FV', 'LandContour_Low|Heating_GasA', 'RoofStyle_Hip|PavedDrive_P', 'Heating_Tencode|MSZoning_RH', 'Utilities_Tencode|GarageFinish_RFn', 'KitchenQual_Gd|RoofMatl_Tar&Grv', 'GarageQual_Gd|HouseStyle_1.5Fin', 'GarageFinish_RFn|SaleType_CWD', 'Exterior2nd_BrkFace|MasVnrType_BrkCmn', 'Heating_GasA|Condition2_Norm', 'GarageCond_Po|BsmtFinType2_Tencode', 'GarageFinish_Unf|GarageQual_Po', 'Neighborhood_BrDale|HouseStyle_1.5Unf', 'RoofStyle_Hip|Fence_GdWo', 'Alley_Pave|Functional_Maj2', 'LotShape_Tencode|GarageCars', 'RoofStyle_Shed|Street_Pave', 'GarageCars|YearBuilt', 'Exterior2nd_CmentBd|BsmtFinSF1', 'BsmtFinType2_Tencode|Foundation_Slab', 'HeatingQC_Fa|GarageQual_Fa', 'GarageQual_TA|MSZoning_RH', 'BsmtFinSF1|HouseStyle_SLvl', 'HouseStyle_1.5Unf|MasVnrType_Stone', 'KitchenQual_Tencode|LotConfig_Inside', 'RoofMatl_CompShg|Condition1_Feedr', 'Exterior2nd_Stucco|Neighborhood_SawyerW', 'Fireplaces|BsmtCond_Po', 'Neighborhood_SWISU|Foundation_Slab', 'Neighborhood_Mitchel|Exterior1st_Wd Sdng', 'GarageCond_Po|Neighborhood_Timber', 'MSSubClass|Condition1_RRAn', 'BsmtHalfBath|ExterCond_Fa', 'MoSold|FireplaceQu_TA', 'MSZoning_FV|MasVnrType_Stone', 'Exterior2nd_AsbShng|LandContour_Lvl', 'TotRmsAbvGrd|LotShape_IR3', 'RoofStyle_Hip|MSZoning_RH', 'LotFrontage|Heating_GasA', 'BldgType_2fmCon|Neighborhood_NPkVill', 'BsmtFinType1_Tencode|SaleCondition_Abnorml', 'HeatingQC_Tencode|GarageCond_Gd', 'Neighborhood_Tencode|MSZoning_FV', 'LotShape_Reg|Exterior1st_VinylSd', 'GarageQual_Gd|BsmtFinType2_GLQ', 'MasVnrType_BrkCmn|BsmtCond_Po', 'PavedDrive_Tencode|BsmtFinType1_LwQ', 'GarageCond_Po|Alley_Pave', 'Condition1_Norm|FireplaceQu_TA', 'Foundation_PConc|BsmtFinType2_ALQ', 'BsmtFinType1_Tencode|LotFrontage', 'LandContour_Tencode|Foundation_Tencode', 'Exterior2nd_Wd Sdng|BsmtQual_Gd', 'ExterCond_Gd|BsmtFinType1_Unf', 'MiscFeature_Othr|YearBuilt', 'Condition1_Artery|Neighborhood_NPkVill', 'LotShape_IR1|HeatingQC_Tencode', 'GarageCond_Po|GarageFinish_RFn', 'SaleType_Tencode|GarageArea', 'GarageCond_Po|SaleCondition_Alloca', 'Street_Tencode|BsmtHalfBath', 'Functional_Maj1|Exterior1st_BrkComm', 'BsmtCond_Tencode|ExterQual_Tencode', 'Condition1_PosA|ExterQual_Gd', 'Fireplaces|GarageFinish_RFn', 'MSZoning_RM|BsmtExposure_No', 'LotArea|ExterQual_Gd', 'PavedDrive_N|LandSlope_Mod', 'EnclosedPorch|Exterior1st_HdBoard', 'GrLivArea|LandContour_Lvl', 'Functional_Maj2|KitchenQual_Fa', 'Alley_Pave|KitchenQual_Gd', 'Neighborhood_Sawyer|Exterior2nd_HdBoard', 'RoofMatl_WdShngl|WoodDeckSF', 'HouseStyle_2.5Unf|Neighborhood_Timber', 'Neighborhood_SWISU|BsmtExposure_No', 'Heating_Tencode|HalfBath', 'Exterior2nd_BrkFace|KitchenQual_Tencode', 'HouseStyle_SFoyer|LotConfig_FR2', 'GarageType_BuiltIn|Condition1_RRAe', 'Heating_Tencode|Neighborhood_NAmes', 'ExterQual_TA|BsmtFinType2_Unf', 'SaleType_Oth|Street_Pave', 'CentralAir_Tencode|HouseStyle_2Story', 'BsmtExposure_Av|Exterior1st_Wd Sdng', 'Neighborhood_NridgHt|ScreenPorch', 'TotalBsmtSF|Functional_Mod', 'Condition2_Tencode|Neighborhood_BrkSide', 'BsmtFinSF2|BsmtFinType2_Rec', 'Utilities_Tencode|BedroomAbvGr', 'Neighborhood_NPkVill|Exterior1st_VinylSd', 'Fireplaces|2ndFlrSF', 'SaleCondition_Abnorml|GarageType_2Types', 'FireplaceQu_Tencode|MSZoning_RM', 'HeatingQC_TA|Electrical_Tencode', 'BsmtCond_Tencode|RoofMatl_WdShngl', 'LandContour_Low|Neighborhood_OldTown', 'ExterCond_Gd|ExterQual_Tencode', 'Exterior2nd_CmentBd|2ndFlrSF', 'Exterior1st_HdBoard|MSZoning_FV', 'KitchenQual_Tencode|FireplaceQu_Ex', 'Street_Grvl|HouseStyle_2.5Unf', 'GarageFinish_Fin|Condition1_PosA', 'TotalBsmtSF|PoolArea', 'SaleCondition_Normal|BldgType_1Fam', 'SaleType_ConLD|SaleCondition_Normal', 'Condition1_Norm|Condition1_Tencode', 'Electrical_Tencode|ExterQual_Ex', 'Alley_Pave|FireplaceQu_Po', 'MasVnrType_BrkFace|ExterQual_Fa', 'ExterQual_TA|Alley_Grvl', 'PoolQC_Tencode|BsmtFinSF1', 'Exterior2nd_VinylSd|MSZoning_RM', 'YearBuilt|Exterior1st_MetalSd', 'HalfBath|PoolArea', 'LandContour_Tencode|Condition1_Tencode', 'Exterior2nd_Tencode|MasVnrType_None', 'Fireplaces|RoofMatl_CompShg', 'Heating_Tencode|GarageYrBlt', 'Condition1_Artery|Exterior2nd_VinylSd', 'Neighborhood_NAmes|ExterCond_Fa', 'EnclosedPorch|3SsnPorch', 'GarageQual_Tencode|HouseStyle_2Story', 'LandSlope_Sev|Exterior1st_VinylSd', 'BldgType_2fmCon|RoofMatl_WdShngl', 'RoofStyle_Flat|GarageType_Attchd', 'PoolQC_Tencode|HouseStyle_SLvl', 'LandContour_Tencode|Exterior1st_MetalSd', 'Functional_Min1|BsmtFinType1_Unf', 'YearRemodAdd|BsmtCond_Fa', 'Condition1_PosA|Neighborhood_SawyerW', 'Neighborhood_BrDale|Condition2_Tencode', 'BsmtExposure_Gd|MSZoning_Tencode', 'ExterCond_Gd|Electrical_FuseF', 'OverallQual|MSZoning_RM', 'GarageQual_Fa|Neighborhood_NAmes', 'PavedDrive_N|Exterior1st_MetalSd', 'Fence_Tencode|Exterior2nd_Plywood', 'Exterior2nd_Tencode|Condition2_Tencode', 'GarageQual_Tencode|MasVnrArea', 'PavedDrive_Y', 'LotConfig_Corner|Exterior1st_Wd Sdng', 'MasVnrType_BrkCmn|Exterior2nd_AsphShn', 'BldgType_Duplex|HeatingQC_Fa', 'SaleCondition_Alloca|BldgType_TwnhsE', 'GrLivArea|LotConfig_Tencode', 'PavedDrive_Tencode|BsmtFinType2_Unf', 'BldgType_Twnhs|Condition1_Norm', 'Exterior1st_WdShing|BsmtCond_Fa', 'Fireplaces|Neighborhood_Veenker', 'FireplaceQu_Ex|SaleType_COD', 'SaleCondition_Tencode|Fireplaces', 'GarageCond_Tencode|Exterior2nd_CmentBd', 'LotConfig_CulDSac|LotConfig_Tencode', 'BsmtFinType1_Rec|MasVnrType_BrkCmn', 'KitchenQual_Gd|MSZoning_Tencode', 'ExterQual_Gd|FireplaceQu_TA', 'Street_Tencode|Fence_MnWw', 'Street_Grvl|BsmtFinType1_Unf', 'Exterior1st_CemntBd|BsmtExposure_No', 'Functional_Maj2|GarageType_BuiltIn', 'BsmtFinType1_BLQ|FireplaceQu_Fa', 'Foundation_PConc|CentralAir_Tencode', 'TotRmsAbvGrd|MSZoning_RL', 'LotArea|LotConfig_FR2', 'GarageType_Detchd|LotConfig_CulDSac', 'Heating_Grav|Exterior2nd_Wd Shng', 'Foundation_PConc|GarageCond_Tencode', 'ExterQual_Fa|Exterior2nd_AsphShn', 'ExterCond_Gd|ExterQual_Gd', 'Foundation_Tencode|HouseStyle_2Story', 'LandSlope_Tencode|LowQualFinSF', 'Exterior1st_BrkComm|Exterior1st_Plywood', 'Neighborhood_ClearCr|LandSlope_Sev', 'HeatingQC_Ex|GarageCond_Gd', 'GarageQual_Po|SaleCondition_Abnorml', 'HouseStyle_SFoyer|Foundation_BrkTil', 'RoofStyle_Hip|RoofMatl_CompShg', 'Neighborhood_Crawfor|SaleType_COD', 'BsmtUnfSF|BsmtFinType1_GLQ', 'LandContour_Low|GarageType_BuiltIn', 'LandSlope_Gtl|BsmtQual_Gd', 'GarageCond_Gd|MiscFeature_Gar2', 'Condition1_RRAe', 'HouseStyle_1Story|Foundation_Tencode', 'Condition1_RRAe|MSZoning_RM', 'GrLivArea|RoofMatl_Tar&Grv', 'MSZoning_C (all)|BsmtFinType2_Rec', 'BsmtFinSF2|TotRmsAbvGrd', 'GarageYrBlt|BsmtFinType1_GLQ', 'Exterior1st_BrkComm|MSZoning_RL', 'LandSlope_Mod|SaleType_ConLI', 'BsmtQual_Tencode|SaleType_ConLI', 'CentralAir_Y|BldgType_Tencode', 'LotShape_IR2|MasVnrType_Tencode', 'Neighborhood_Tencode|Condition1_Norm', 'ExterQual_TA|BldgType_TwnhsE', 'BsmtFinType1_BLQ|Street_Pave', 'MSZoning_Tencode|Exterior2nd_Plywood', 'Foundation_PConc|MasVnrType_BrkCmn', 'LotShape_IR1|LandSlope_Sev', 'LandSlope_Mod|MSZoning_RL', 'GarageType_Detchd|Street_Pave', 'BsmtQual_TA|BsmtCond_Tencode', 'SaleCondition_Family|BldgType_1Fam', '1stFlrSF|BsmtCond_Tencode', 'GarageType_Tencode|SaleType_ConLI', 'Neighborhood_Somerst|HouseStyle_2Story', 'PoolQC_Tencode|SaleType_New', 'BsmtFinSF2|GarageType_Attchd', 'ExterCond_TA|BsmtFinType2_ALQ', 'Neighborhood_NridgHt|BsmtFinType1_Rec', 'PavedDrive_Y|BsmtCond_TA', 'LandSlope_Tencode|LotConfig_Tencode', 'Heating_Tencode|PoolQC_Tencode', 'BldgType_2fmCon|MSZoning_FV', 'Foundation_Stone|Neighborhood_MeadowV', 'Fireplaces|BldgType_TwnhsE', 'Electrical_FuseP|Exterior1st_WdShing', 'Foundation_CBlock|FireplaceQu_TA', 'HouseStyle_1.5Unf|BsmtFinType2_Unf', '3SsnPorch|Neighborhood_NAmes', 'Condition1_PosA|RoofMatl_WdShngl', 'BsmtCond_Gd|ExterQual_Gd', 'HouseStyle_2.5Unf|BsmtExposure_No', 'BldgType_TwnhsE|Foundation_CBlock', 'Neighborhood_Edwards|BldgType_1Fam', 'RoofStyle_Flat|Fireplaces', 'BsmtFinType1_Tencode|MasVnrType_BrkFace', 'MSSubClass|Exterior1st_BrkComm', 'ExterQual_Gd|MasVnrArea', 'BedroomAbvGr|Neighborhood_Gilbert', 'Foundation_Stone|Neighborhood_Timber', 'BsmtFinType1_Rec|Fence_MnPrv', 'Street_Tencode|PavedDrive_P', 'MoSold|BsmtExposure_Av', 'LandSlope_Mod|MiscVal', 'Street_Tencode|Street_Grvl', 'Functional_Maj1|Exterior2nd_Plywood', 'BsmtQual_Ex|Condition1_Norm', 'RoofMatl_Tar&Grv|RoofStyle_Gambrel', 'BldgType_TwnhsE|BsmtExposure_No', 'MasVnrType_BrkCmn|KitchenQual_TA', 'MSZoning_C (all)|SaleCondition_Partial', 'Exterior1st_AsbShng|ExterCond_Fa', 'GarageCond_Fa|Condition2_Artery', 'SaleCondition_Tencode|BldgType_1Fam', 'Fence_MnPrv|Utilities_AllPub', 'SaleType_Tencode|LandContour_Lvl', 'HeatingQC_Ex|Exterior2nd_MetalSd', 'SaleCondition_Tencode|SaleType_ConLD', 'GarageQual_Tencode|Neighborhood_SawyerW', '1stFlrSF|CentralAir_Tencode', 'LandSlope_Gtl|Neighborhood_Timber', 'Functional_Typ|Exterior2nd_Tencode', 'SaleType_Tencode|LotConfig_Tencode', 'BsmtFinType2_ALQ|ExterQual_Tencode', 'LandContour_Low|SaleType_ConLw', 'RoofStyle_Hip|BsmtFinType2_BLQ', '1stFlrSF|HouseStyle_1.5Fin', 'BsmtHalfBath|BsmtExposure_Gd', 'SaleCondition_Tencode|Condition1_Artery', 'BsmtFinType2_GLQ|FireplaceQu_TA', 'MSZoning_Tencode|ExterQual_Fa', 'SaleType_New|ExterQual_Fa', 'Exterior1st_AsbShng|Neighborhood_Timber', 'SaleType_CWD|BsmtFinType1_GLQ', 'Condition1_PosN|Functional_Mod', 'MiscFeature_Othr|ScreenPorch', 'BsmtQual_Fa|Condition1_PosN', 'GarageQual_Fa|Exterior2nd_Wd Sdng', 'LandSlope_Mod|GarageCond_Gd', 'GrLivArea|Heating_GasW', 'ExterCond_Tencode|Neighborhood_IDOTRR', 'BsmtFinType1_Rec|Exterior1st_VinylSd', 'GarageCond_Po|SaleCondition_Family', 'ExterQual_TA|Neighborhood_Somerst', 'GarageArea|Exterior2nd_Plywood', 'Exterior1st_Tencode|MasVnrType_Stone', 'LotShape_Reg|GarageArea', 'Neighborhood_SWISU|Foundation_CBlock', 'RoofStyle_Tencode|Condition1_RRAn', 'BsmtExposure_Gd|Neighborhood_MeadowV', 'MiscFeature_Othr|Neighborhood_NWAmes', 'Exterior2nd_MetalSd|PoolArea', 'Neighborhood_ClearCr|SaleType_ConLw', 'Exterior2nd_Stucco|Fence_GdWo', 'BsmtQual_Ex|BldgType_1Fam', 'Exterior1st_CemntBd|OverallCond', 'BsmtQual_Ex|BsmtFinType1_ALQ', 'Electrical_FuseP|LandContour_Bnk', 'Exterior1st_Tencode|GarageType_2Types', 'SaleCondition_Family|Condition1_RRAe', 'Heating_GasW|PavedDrive_Tencode', 'Neighborhood_SawyerW|Exterior1st_WdShing', 'SaleType_Tencode|ExterCond_Gd', 'RoofMatl_Tar&Grv|PoolArea', 'BldgType_Duplex|Exterior2nd_MetalSd', 'RoofStyle_Hip|SaleCondition_Abnorml', 'LotConfig_Corner|RoofMatl_Tar&Grv', 'Neighborhood_BrDale|Heating_GasA', 'GarageType_Tencode|HeatingQC_Ex', 'SaleCondition_Abnorml|MasVnrType_BrkFace', 'Neighborhood_CollgCr|Exterior2nd_MetalSd', 'BldgType_2fmCon|Exterior1st_AsbShng', 'BldgType_Twnhs|FireplaceQu_Po', 'PavedDrive_N|GarageArea', 'BsmtFinType2_LwQ|Exterior1st_Wd Sdng', 'MiscFeature_Shed|SaleCondition_Normal', 'KitchenAbvGr|Neighborhood_Sawyer', 'KitchenQual_Ex|BsmtCond_Gd', 'ExterQual_Ex|BsmtFinType1_LwQ', 'BsmtQual_Fa|Fence_MnWw', 'BsmtFinType2_BLQ|BsmtExposure_Gd', 'BsmtFinType2_Tencode|Alley_Grvl', 'LandContour_Low|SaleCondition_Partial', 'PoolQC_Tencode|BsmtFinType1_LwQ', 'Condition1_PosN|MasVnrArea', 'LotShape_IR1|MSSubClass', 'BsmtHalfBath|Foundation_Slab', 'LandSlope_Tencode|RoofStyle_Tencode', 'Foundation_Stone|SaleCondition_Abnorml', 'YrSold|HouseStyle_SFoyer', 'BsmtCond_Po|BsmtFinType1_Unf', 'LotConfig_Corner|LotConfig_Inside', 'LandSlope_Tencode|GarageFinish_Tencode', 'TotRmsAbvGrd|Functional_Maj1', 'MSZoning_C (all)|GarageQual_Po', 'Condition2_Tencode|Alley_Grvl', 'BsmtFinType2_BLQ|Condition1_Norm', 'LotFrontage|Fence_Tencode', 'MiscVal|OverallCond', 'Neighborhood_Blmngtn|Exterior1st_AsbShng', 'Street_Tencode|KitchenQual_TA', 'FullBath|BsmtExposure_No', 'RoofStyle_Flat|BsmtExposure_Mn', 'RoofStyle_Shed|Utilities_AllPub', 'FireplaceQu_Po|MiscFeature_Gar2', 'SaleType_New|SaleType_CWD', 'Neighborhood_Edwards|LotConfig_CulDSac', 'Exterior2nd_Wd Sdng|GarageType_Basment', 'Condition1_Artery|Neighborhood_Edwards', 'BsmtExposure_Av|MasVnrType_BrkFace', 'Functional_Tencode|SaleCondition_Abnorml', 'RoofStyle_Flat|Neighborhood_Somerst', 'PoolQC_Tencode|Neighborhood_MeadowV', 'LandContour_HLS|FireplaceQu_TA', 'Neighborhood_CollgCr|GarageQual_Fa', 'Fence_Tencode|RoofMatl_Tar&Grv', 'GarageType_BuiltIn|Neighborhood_Gilbert', 'Foundation_PConc', 'FireplaceQu_Tencode|Street_Tencode', 'HeatingQC_Ex|Street_Grvl', 'Exterior2nd_Wd Sdng|Exterior1st_MetalSd', 'MiscFeature_Tencode|HouseStyle_2.5Unf', 'Functional_Min1|BsmtFinType1_GLQ', 'BsmtFinType1_Tencode|Alley_Tencode', 'BsmtFinSF2|Neighborhood_Edwards', 'OverallQual|MiscFeature_Tencode', 'Fence_Tencode|Exterior1st_WdShing', 'BsmtFullBath|Exterior2nd_AsphShn', 'MasVnrType_BrkCmn|BsmtExposure_Av', 'MSSubClass|Neighborhood_Gilbert', 'GarageQual_Fa|Functional_Maj2', 'Heating_Tencode|TotRmsAbvGrd', 'FireplaceQu_Gd|RoofStyle_Gable', 'GarageQual_Tencode|SaleCondition_Abnorml', 'BsmtQual_Ex|BsmtFinType1_Unf', 'GarageType_Detchd|Functional_Min1', 'Heating_GasA|RoofMatl_CompShg', 'Neighborhood_Sawyer|Fence_GdWo', 'Exterior2nd_VinylSd|Fence_MnPrv', 'Functional_Tencode|GarageType_Basment', 'FireplaceQu_Tencode|FireplaceQu_Ex', 'LotFrontage|GarageQual_Po', 'GarageQual_Gd|Condition1_RRAn', 'Heating_GasA|MSZoning_RL', 'Neighborhood_SWISU|LotConfig_Tencode', 'Utilities_Tencode|MiscFeature_Gar2', 'Condition2_Artery|SaleType_COD', 'Exterior2nd_VinylSd|SaleCondition_Alloca', 'SaleType_ConLw|OverallCond', 'SaleType_Tencode|Exterior1st_WdShing', 'Electrical_Tencode|SaleType_WD', 'GarageFinish_Fin|HouseStyle_2Story', 'Functional_Min1|BsmtExposure_Gd', 'SaleCondition_Alloca|BsmtFinType2_Unf', 'HouseStyle_1.5Unf|ExterCond_Fa', 'Foundation_PConc|SaleCondition_Normal', 'Foundation_Stone|FireplaceQu_TA', 'MiscVal|Fence_GdWo', 'Exterior2nd_Brk Cmn|MasVnrType_BrkFace', 'BsmtFinType2_ALQ|GarageFinish_RFn', 'Neighborhood_BrDale|KitchenQual_Fa', 'BsmtFinType2_BLQ|Neighborhood_IDOTRR', 'MasVnrType_None|Neighborhood_IDOTRR', 'BsmtFullBath|SaleCondition_Normal', 'SaleType_ConLI|GarageQual_Fa', 'HalfBath|BldgType_1Fam', 'Alley_Grvl|Fence_MnPrv', 'BsmtFinType1_BLQ|Fence_GdWo', 'BsmtFinType2_Tencode|GarageCond_Ex', 'Neighborhood_OldTown|HeatingQC_Tencode', 'KitchenQual_Gd|BsmtExposure_Av', 'Street_Tencode|BsmtExposure_Mn', 'BsmtExposure_Av|ExterQual_Ex', 'FullBath|Condition1_RRAe', 'PavedDrive_N|HeatingQC_Gd', 'Exterior2nd_AsbShng|LandSlope_Gtl', 'GarageFinish_Fin|SaleType_ConLD', 'BsmtQual_Fa|ExterQual_Fa', 'GarageType_Tencode|CentralAir_Tencode', 'Neighborhood_StoneBr|Exterior2nd_HdBoard', 'HeatingQC_Ex|CentralAir_Y', 'MasVnrType_None|Neighborhood_SawyerW', 'BedroomAbvGr|MasVnrType_BrkFace', 'Neighborhood_Crawfor|Exterior2nd_Wd Shng', 'Exterior2nd_Stone|BsmtExposure_Av', 'PoolArea|ExterCond_Fa', 'Neighborhood_SWISU|BsmtFinType1_Unf', 'RoofStyle_Flat|GarageFinish_Fin', 'LotShape_Tencode|ExterCond_Gd', 'BldgType_Twnhs|Neighborhood_SWISU', 'PavedDrive_N|BsmtFinType2_GLQ', 'GarageQual_Fa|BsmtFinType1_LwQ', 'PavedDrive_N|LotConfig_Corner', 'LandSlope_Gtl|MasVnrType_BrkFace', 'Foundation_BrkTil|Condition1_RRAe', 'GarageFinish_Fin|BsmtExposure_Gd', 'GarageCond_Fa|Exterior1st_WdShing', 'GarageType_Tencode|LotConfig_CulDSac', 'LotShape_Tencode|BldgType_TwnhsE', 'LandSlope_Tencode|2ndFlrSF', 'BsmtQual_TA|GarageType_Basment', 'PoolQC_Tencode|Exterior1st_Tencode', 'LotConfig_Tencode|BsmtCond_TA', 'Foundation_CBlock|MSZoning_RH', 'KitchenQual_Ex|Condition1_RRAn', 'BldgType_1Fam|Neighborhood_MeadowV', 'Alley_Grvl|MiscFeature_Gar2', 'OverallQual|Neighborhood_Blmngtn', 'Heating_Grav|BsmtFinType2_Rec', 'BsmtCond_Tencode|GarageCond_Ex', 'HeatingQC_Gd|Neighborhood_Mitchel', 'Exterior2nd_CmentBd|PavedDrive_P', '3SsnPorch|MasVnrType_BrkCmn', 'RoofMatl_CompShg|GarageFinish_Tencode', 'CentralAir_N|Neighborhood_MeadowV', 'Alley_Pave|Neighborhood_MeadowV', 'Fireplaces|MSZoning_C (all)', 'BsmtQual_Gd|BsmtCond_TA', 'Heating_GasA|CentralAir_Y', '3SsnPorch|GarageCond_Gd', 'GarageCond_TA|MSZoning_C (all)', 'LotConfig_Corner|KitchenQual_TA', '3SsnPorch|CentralAir_N', 'LandSlope_Sev|PavedDrive_P', 'FireplaceQu_Gd|SaleCondition_Family', 'Exterior1st_CemntBd|SaleType_CWD', 'BsmtFinType2_BLQ|Exterior1st_CemntBd', 'Neighborhood_NridgHt|Fence_GdWo', 'Neighborhood_Sawyer|BsmtFinType2_Unf', 'RoofMatl_CompShg|ExterCond_Fa', 'Exterior1st_AsbShng|KitchenQual_TA', 'Fence_Tencode|HouseStyle_1.5Unf', 'Condition2_Tencode|ExterCond_Tencode', 'GarageFinish_Tencode|MasVnrType_Stone', 'GarageType_Basment|OverallCond', 'SaleCondition_Alloca|Fence_MnWw', 'Street_Tencode|LandSlope_Gtl', 'Fireplaces|CentralAir_Tencode', 'Foundation_PConc|GarageCond_TA', 'Electrical_FuseA|BsmtFinType1_ALQ', 'ExterCond_TA|MiscFeature_Shed', 'GarageType_Tencode|BsmtQual_Gd', 'Neighborhood_NoRidge|Functional_Min2', 'Neighborhood_BrDale|Exterior1st_Stucco', 'Functional_Maj2|MSZoning_RM', 'LandSlope_Mod|GarageType_BuiltIn', 'HouseStyle_1Story|HouseStyle_1.5Unf', 'Neighborhood_ClearCr|GarageQual_Po', 'SaleCondition_Partial|Fence_MnPrv', 'OpenPorchSF|BldgType_1Fam', '3SsnPorch|LotConfig_CulDSac', 'GarageQual_Po|Exterior1st_Tencode', 'BsmtFinType1_Tencode|GarageQual_TA', 'YearBuilt|Electrical_SBrkr', 'Neighborhood_NPkVill|Condition1_Feedr', 'BsmtCond_Po|CentralAir_Tencode', 'Neighborhood_Tencode|SaleType_COD', 'Street_Grvl|Neighborhood_IDOTRR', 'Neighborhood_Blmngtn|GarageCars', 'FireplaceQu_Gd|Exterior2nd_CmentBd', 'RoofStyle_Tencode|FireplaceQu_TA', 'GarageCond_Tencode|SaleType_Oth', 'BsmtFinType1_LwQ|Exterior1st_WdShing', 'HeatingQC_Ex|LotConfig_CulDSac', 'LotShape_Reg|BsmtFinType1_ALQ', 'LandSlope_Mod|GarageFinish_Tencode', 'BldgType_Tencode|MasVnrType_BrkFace', 'Foundation_Stone|Condition1_Norm', 'Exterior1st_HdBoard|BsmtFinType1_Unf', 'LandContour_Bnk|OpenPorchSF', 'HouseStyle_1.5Unf|BsmtCond_Tencode', 'Exterior2nd_Tencode|Neighborhood_Crawfor', 'Exterior2nd_Stucco|Electrical_Tencode', 'RoofMatl_Tar&Grv|RoofMatl_WdShngl', 'HouseStyle_1Story|Functional_Min2', 'GarageFinish_Fin|FireplaceQu_Ex', 'KitchenAbvGr|BsmtFinType1_Rec', 'RoofStyle_Tencode|Exterior1st_VinylSd', 'ExterQual_Ex|BsmtCond_Po', 'KitchenQual_Tencode|BsmtCond_Fa', 'GarageYrBlt|LotConfig_Inside', 'BsmtExposure_Av|Condition2_Norm', 'SaleType_CWD|ExterCond_Fa', 'HeatingQC_Fa|2ndFlrSF', 'BldgType_TwnhsE|CentralAir_Y', 'Neighborhood_NWAmes|MSZoning_Tencode', 'RoofMatl_CompShg|BsmtCond_Gd', 'GarageCond_TA|LotConfig_Tencode', 'BsmtCond_Tencode|GarageQual_Tencode', 'LotConfig_Corner|Functional_Min2', 'Neighborhood_Edwards|Exterior1st_MetalSd', 'BldgType_2fmCon|HeatingQC_Ex', 'Utilities_Tencode|LandContour_Bnk', 'Utilities_Tencode|MSZoning_C (all)', 'BsmtFinType2_ALQ|OpenPorchSF', 'GarageCond_Tencode|MiscFeature_Shed', 'OverallQual|MiscFeature_Gar2', 'LandContour_Tencode|MasVnrType_BrkFace', 'SaleCondition_Family|Fence_GdPrv', 'OverallQual|Functional_Typ', 'LandContour_HLS|GarageType_Basment', 'BldgType_Duplex|RoofMatl_Tencode', 'Foundation_Stone|Neighborhood_Sawyer', '1stFlrSF|Neighborhood_Gilbert', 'Electrical_FuseF|MasVnrType_BrkCmn', 'Condition2_Tencode|GarageFinish_RFn', 'Condition1_Norm|MiscFeature_Gar2', 'Exterior2nd_MetalSd|CentralAir_Tencode', 'ExterCond_Tencode|GarageFinish_RFn', 'Exterior2nd_AsbShng|SaleType_Oth', 'HouseStyle_SFoyer|GarageCond_Ex', 'LotConfig_Tencode|HouseStyle_2.5Unf', 'FireplaceQu_Fa|ExterQual_Ex', 'GrLivArea|BsmtFinType2_Tencode', 'Exterior2nd_Brk Cmn|GarageYrBlt', 'GarageQual_Tencode|RoofMatl_WdShngl', 'HouseStyle_1Story|TotRmsAbvGrd', 'LotShape_Tencode|BedroomAbvGr', 'TotalBsmtSF|Functional_Maj1', 'SaleType_ConLD|Condition1_RRAn', 'Exterior1st_VinylSd|Neighborhood_SawyerW', 'MSZoning_RM|Condition2_Artery', 'MiscVal|Exterior1st_BrkComm', 'HouseStyle_SFoyer|Functional_Tencode', 'Neighborhood_Mitchel|Exterior1st_Plywood', 'Functional_Maj1|Exterior2nd_AsphShn', 'HouseStyle_1Story|SaleCondition_Abnorml', 'GrLivArea|LotShape_IR3', 'KitchenQual_Ex|BsmtFinType2_BLQ', 'SaleType_New|LandSlope_Gtl', 'BsmtFinType1_ALQ|Condition2_Norm', 'BsmtQual_Ex|PavedDrive_P', 'Exterior2nd_AsbShng|BsmtQual_Gd', 'HouseStyle_SFoyer|FireplaceQu_Fa', 'SaleType_ConLD|2ndFlrSF', 'Exterior1st_CemntBd|Alley_Grvl', 'BsmtFullBath|GarageType_BuiltIn', 'EnclosedPorch|GarageQual_Po', 'GarageQual_TA|HouseStyle_SLvl', 'RoofStyle_Gambrel|GarageType_Basment', 'BsmtFinType1_ALQ|OpenPorchSF', 'MSZoning_FV|MasVnrType_BrkFace', 'BsmtFinType1_BLQ|BsmtFinSF1', 'BsmtCond_Tencode|Neighborhood_Timber', 'LotShape_IR1|Exterior2nd_Brk Cmn', 'GarageFinish_Unf|Foundation_Tencode', 'LotArea|FireplaceQu_Ex', 'ExterCond_Gd|ExterCond_Fa', 'ExterCond_Tencode|LotConfig_Tencode', 'Neighborhood_OldTown|Condition1_PosA', 'FireplaceQu_Gd|GarageCond_Tencode', 'KitchenAbvGr|MoSold', 'Condition1_RRAe|RoofStyle_Tencode', 'SaleCondition_Abnorml|Utilities_AllPub', 'Functional_Tencode|Exterior1st_Stucco', 'GarageCond_Tencode|MasVnrType_None', 'MasVnrArea|MasVnrType_Stone', 'Condition1_PosN|BldgType_TwnhsE', 'Neighborhood_NPkVill|Electrical_FuseA', 'BsmtFinType2_Rec|GarageYrBlt', 'BsmtExposure_Mn|Street_Pave', 'HouseStyle_SFoyer|SaleType_WD', 'Foundation_CBlock|CentralAir_Tencode', 'Exterior2nd_CmentBd|Exterior2nd_Wd Sdng', 'Neighborhood_ClearCr|Condition1_Tencode', 'Neighborhood_Tencode|Functional_Maj2', 'Foundation_BrkTil|Foundation_Slab', 'Exterior1st_HdBoard|Alley_Pave', 'GarageQual_Fa|OpenPorchSF', 'SaleType_WD|Exterior2nd_MetalSd', 'Electrical_SBrkr|BsmtQual_TA', 'BldgType_2fmCon|BsmtCond_Gd', 'ExterQual_TA|KitchenQual_Fa', 'LandContour_Low|Exterior2nd_Wd Sdng', 'Neighborhood_BrDale|Neighborhood_NAmes', 'Functional_Tencode|LandSlope_Gtl', 'Heating_GasW|MasVnrType_Stone', 'ExterQual_Tencode|KitchenQual_TA', 'Exterior1st_AsbShng|RoofStyle_Tencode', 'Exterior2nd_AsbShng|Neighborhood_Crawfor', 'Condition1_RRAe|Exterior1st_Wd Sdng', 'RoofStyle_Hip|RoofStyle_Gable', 'MSSubClass|Exterior2nd_HdBoard', 'GarageCars|ExterCond_TA', 'GrLivArea|Exterior1st_MetalSd', 'Alley_Tencode|GarageCond_Tencode', 'Heating_Tencode|Heating_GasW', 'BsmtFullBath|GarageType_CarPort', 'Heating_GasA|MSZoning_RH', 'LotConfig_Corner|ExterQual_Gd', 'BsmtFinType2_Unf|Exterior1st_Wd Sdng', 'HeatingQC_Gd|FireplaceQu_Po', 'Condition1_RRAe|CentralAir_Tencode', 'Neighborhood_NWAmes|LotConfig_Inside', 'BsmtFinSF2|Condition2_Tencode', 'GarageType_Basment|MSSubClass', 'BsmtQual_Tencode|SaleType_COD', 'Exterior2nd_Stone|SaleType_CWD', 'Condition1_Tencode|ScreenPorch', 'PavedDrive_Tencode|Functional_Min1', 'SaleCondition_Abnorml|LotConfig_Inside', 'GrLivArea|Foundation_BrkTil', 'LandSlope_Mod|BsmtFinType2_Rec', 'GarageFinish_Unf|Street_Pave', 'Street_Tencode|GarageQual_TA', 'GarageFinish_Unf|RoofMatl_WdShngl', 'Exterior1st_Stucco|Street_Grvl', 'BsmtExposure_Tencode|Exterior2nd_Wd Sdng', 'LandSlope_Tencode|CentralAir_N', 'BsmtFinType1_ALQ|RoofStyle_Shed', 'FireplaceQu_Gd|Neighborhood_SWISU', 'SaleType_ConLw|Neighborhood_Tencode', 'MSZoning_RM|Neighborhood_BrkSide', 'HalfBath|SaleType_New', '1stFlrSF|MSZoning_RM', 'BsmtFullBath|Condition1_Norm', 'Neighborhood_ClearCr|Heating_Tencode', 'Neighborhood_SWISU|HouseStyle_2.5Unf', 'BsmtCond_Fa|HouseStyle_1.5Fin', 'GarageFinish_Unf|MiscFeature_Tencode', 'EnclosedPorch|BsmtFinType2_Tencode', 'CentralAir_Y|Condition2_Norm', 'YrSold|BsmtHalfBath', 'HalfBath|GarageType_CarPort', 'ExterCond_TA|Foundation_Stone', 'HouseStyle_SFoyer|CentralAir_Y', 'HouseStyle_Tencode|Neighborhood_BrkSide', 'BsmtQual_Tencode|BsmtFinSF1', 'RoofStyle_Hip|Heating_GasA', 'Neighborhood_StoneBr|PavedDrive_P', 'Neighborhood_Tencode|BsmtFinType2_Unf', 'LotConfig_CulDSac|BsmtFinType1_Unf', 'Exterior1st_BrkFace|HeatingQC_Fa', 'Exterior2nd_VinylSd|MSZoning_RL', 'Functional_Tencode|3SsnPorch', 'Condition1_PosA|GarageFinish_RFn', 'Neighborhood_ClearCr|BsmtFinType2_GLQ', 'Heating_GasW|MiscFeature_Gar2', 'BldgType_2fmCon|Functional_Tencode', 'GrLivArea|Electrical_FuseF', 'Functional_Maj2|Condition1_Feedr', 'OverallQual|1stFlrSF', 'Neighborhood_StoneBr|Condition2_Norm', 'SaleType_COD|Exterior1st_BrkComm', 'Neighborhood_SawyerW|BsmtQual_Gd', 'BsmtFinType2_Tencode|LotShape_IR1', 'Heating_GasA|BsmtQual_Fa', '2ndFlrSF|BsmtFinSF1', 'OverallQual|GarageType_CarPort', 'LotFrontage|BsmtFinType2_Unf', 'KitchenQual_Tencode|RoofStyle_Gambrel', 'Neighborhood_BrDale|BsmtFinType2_GLQ', 'MiscVal|Neighborhood_BrkSide', 'GarageType_Detchd|Neighborhood_SWISU', 'Functional_Tencode|Functional_Min1', 'MiscFeature_Othr|Electrical_FuseF', 'MoSold|BsmtCond_Gd', 'RoofStyle_Gambrel|BsmtFinType1_Unf', 'Neighborhood_Tencode|LandContour_Lvl', 'Heating_Tencode|Functional_Mod', 'Foundation_PConc|Exterior1st_WdShing', 'Exterior2nd_MetalSd|GarageType_Basment', 'RoofStyle_Hip|Exterior2nd_BrkFace', 'Exterior1st_BrkFace|Exterior2nd_Wd Shng', 'Exterior1st_VinylSd|Condition2_Norm', 'LandContour_Low|Foundation_Stone', 'BsmtFullBath|Fence_MnWw', 'RoofStyle_Gable|FireplaceQu_TA', 'Exterior2nd_Tencode|ExterCond_Tencode', '1stFlrSF|BsmtExposure_Av', 'LotShape_IR2|BsmtQual_Gd', 'BsmtFinType1_ALQ|2ndFlrSF', 'YearBuilt|Street_Pave', 'Exterior2nd_VinylSd|Functional_Min2', 'RoofStyle_Hip|BsmtQual_Fa', 'Neighborhood_Tencode|GarageFinish_RFn', 'Condition2_Norm|Exterior1st_WdShing', 'HouseStyle_Tencode|GarageYrBlt', 'TotalBsmtSF|KitchenQual_Tencode', 'Utilities_Tencode|Exterior1st_Wd Sdng', 'SaleType_WD|BsmtCond_Tencode', 'EnclosedPorch|MoSold', 'BsmtFinType1_BLQ|1stFlrSF', 'LowQualFinSF|GarageType_Basment', 'KitchenQual_Fa|Exterior1st_MetalSd', 'ExterQual_TA|LandSlope_Gtl', 'HeatingQC_Fa|BsmtFinType1_BLQ', 'SaleCondition_Tencode|HouseStyle_SLvl', 'GarageCond_TA|Neighborhood_ClearCr', 'Exterior2nd_Stone|Street_Pave', 'BsmtFinSF2|BsmtCond_Fa', 'GarageFinish_Unf|MoSold', 'Fence_GdWo|SaleType_CWD', 'HeatingQC_Fa|Neighborhood_SWISU', 'LotShape_IR2|Exterior2nd_Tencode', 'Neighborhood_NWAmes|Fence_GdWo', 'Neighborhood_Somerst|BsmtFinType2_BLQ', 'Exterior2nd_Plywood|ExterQual_Fa', 'Neighborhood_BrDale|RoofMatl_Tencode', 'LandSlope_Gtl|GarageType_Basment', 'BsmtExposure_Tencode|Heating_GasW', 'OverallQual|Alley_Tencode', 'Electrical_FuseA|Foundation_Slab', 'Exterior2nd_Tencode|BldgType_Tencode', 'FireplaceQu_Tencode|LotConfig_Tencode', 'BldgType_2fmCon|HouseStyle_Tencode', 'BsmtFinType1_Rec|LotShape_IR3', 'GarageArea|ExterQual_Tencode', 'FireplaceQu_Tencode|BedroomAbvGr', 'Neighborhood_CollgCr|GarageFinish_Tencode', 'ExterCond_Tencode|LotConfig_Inside', 'Neighborhood_Tencode|ExterCond_Gd', 'KitchenQual_TA|MiscFeature_Gar2', 'GarageCond_TA|Neighborhood_Veenker', 'Neighborhood_Tencode|Neighborhood_BrkSide', 'ExterQual_TA|BsmtQual_Ex', 'LotFrontage|Exterior1st_BrkComm', 'BsmtFinType1_ALQ|MiscFeature_Gar2', 'LandContour_Lvl|BsmtFinType1_LwQ', 'Functional_Mod|GarageCond_Ex', 'Exterior2nd_BrkFace|Fence_GdPrv', 'MiscFeature_Othr|Heating_Tencode', 'BsmtFinType1_BLQ|GarageType_Attchd', 'Alley_Tencode|LandContour_Tencode', 'Street_Tencode|GarageCond_Gd', 'Condition1_Artery|Foundation_Tencode', 'PoolQC_Tencode|GarageQual_TA', 'HouseStyle_SFoyer|GarageType_Basment', 'Exterior1st_BrkFace|RoofMatl_Tencode', 'LotShape_IR2|ExterCond_Tencode', 'Exterior1st_BrkFace|KitchenQual_Gd', 'PavedDrive_N|HeatingQC_Ex', 'Neighborhood_NridgHt|Neighborhood_OldTown', 'LandContour_Bnk|GarageFinish_RFn', 'KitchenQual_Ex|SaleType_New', 'LandContour_Low|3SsnPorch', 'BldgType_Duplex|LotConfig_CulDSac', 'GarageFinish_Unf|HouseStyle_SLvl', 'Condition1_RRAe|BldgType_Tencode', 'MiscVal|HeatingQC_Tencode', 'MiscFeature_Shed|GarageType_Basment', 'EnclosedPorch|Functional_Typ', 'Exterior2nd_BrkFace|GarageCond_Fa', 'GarageType_Basment|HouseStyle_2.5Unf', 'PoolQC_Tencode|Neighborhood_Timber', 'FireplaceQu_Ex|Neighborhood_MeadowV', 'Neighborhood_Veenker|KitchenQual_Tencode', 'HeatingQC_Ex|LotConfig_Inside', 'Neighborhood_ClearCr|Fence_MnPrv', 'Condition1_RRAe|Condition1_Norm', 'LandContour_HLS|BsmtFinType2_Unf', 'Neighborhood_Blmngtn|BsmtQual_Tencode', 'LotShape_Reg|SaleCondition_Family', 'SaleCondition_Tencode|MiscFeature_Othr', 'BsmtExposure_Tencode|GarageFinish_Tencode', 'PavedDrive_P|Fence_MnWw', 'ExterQual_Ex|Exterior2nd_Brk Cmn', 'Neighborhood_Veenker|FireplaceQu_Ex', 'BldgType_2fmCon|Functional_Min2', 'KitchenQual_Ex|Exterior1st_Tencode', 'HeatingQC_Ex|GarageArea', 'KitchenAbvGr|Condition1_Norm', '3SsnPorch|RoofStyle_Shed', 'GarageCond_TA|HouseStyle_2.5Unf', 'YearBuilt|BsmtCond_Tencode', 'Exterior2nd_HdBoard|Fence_MnPrv', 'SaleCondition_Tencode|LotFrontage', 'BldgType_Duplex|BsmtFinSF1', 'LowQualFinSF|Foundation_CBlock', 'GarageQual_TA|Exterior1st_Wd Sdng', 'Condition1_PosN|BsmtFinType2_Unf', 'Exterior2nd_AsbShng|LandContour_Bnk', 'Foundation_Tencode|Utilities_AllPub', 'MiscFeature_Shed|Exterior1st_MetalSd', 'FullBath|Exterior1st_Plywood', 'YrSold|Exterior1st_AsbShng', 'Electrical_FuseA|Exterior1st_Wd Sdng', 'GarageCond_TA|HouseStyle_1.5Unf', 'BsmtFinType1_ALQ|BsmtFinSF1', 'Condition1_Norm|BsmtFinType2_Unf', 'YearRemodAdd|KitchenQual_Fa', 'Neighborhood_NoRidge|Exterior1st_Tencode', 'Exterior2nd_BrkFace|MasVnrType_None', 'LandSlope_Tencode|SaleType_COD', 'YearBuilt|GarageFinish_Tencode', 'Heating_Tencode|SaleType_WD', 'PavedDrive_N|Neighborhood_Tencode', 'GarageType_Detchd|Neighborhood_ClearCr', 'Condition1_Artery|PavedDrive_Tencode', 'BsmtQual_Tencode|Exterior1st_VinylSd', 'GarageType_BuiltIn|SaleCondition_Normal', 'Foundation_Tencode|Functional_Mod', 'Alley_Pave|Fence_MnWw', 'SaleType_New|Condition2_Norm', 'Functional_Maj1|Exterior1st_MetalSd', 'TotalBsmtSF|Heating_GasW', 'OverallQual|Neighborhood_Sawyer', 'Condition1_PosN|HouseStyle_1.5Fin', 'Fireplaces|GarageType_BuiltIn', 'KitchenQual_Fa|BsmtExposure_Gd', 'PoolQC_Tencode|MSZoning_C (all)', 'BsmtQual_TA|Neighborhood_Timber', 'GarageType_Detchd|GarageType_2Types', 'GarageFinish_RFn|MasVnrType_BrkFace', 'LandContour_HLS|1stFlrSF', 'Exterior2nd_Stucco|ExterQual_Tencode', 'GarageCond_Ex|SaleType_COD', 'HouseStyle_1Story|GarageType_BuiltIn', 'BsmtFinType2_ALQ|PavedDrive_Tencode', 'RoofMatl_CompShg|BsmtExposure_Gd', 'BsmtExposure_Mn|GarageType_2Types', 'Heating_GasW|GarageQual_TA', 'PoolQC_Tencode|ExterCond_Fa', 'BsmtHalfBath|Foundation_Tencode', 'RoofStyle_Gambrel|MSZoning_RH', 'KitchenQual_Gd|CentralAir_Tencode', 'GarageCars|Neighborhood_Tencode', 'HeatingQC_Gd|Functional_Maj2', 'Exterior2nd_Stone|GarageQual_Fa', 'GarageCond_Gd|MoSold', 'Fence_Tencode|GarageType_Attchd', 'LotShape_IR2|GarageCond_Fa', 'LotArea|SaleType_CWD', 'Exterior2nd_Stucco|Fence_GdPrv', 'PavedDrive_N|GarageFinish_Fin', 'MiscVal|Exterior2nd_Wd Shng', 'Exterior1st_CemntBd|Exterior1st_Tencode', 'Neighborhood_NAmes|BsmtFinType1_GLQ', 'FireplaceQu_Ex|SaleCondition_Partial', 'LandContour_Low|LotConfig_Inside', 'Electrical_SBrkr|BsmtCond_Fa', 'LandContour_Low|Exterior2nd_MetalSd', 'BldgType_TwnhsE|HouseStyle_1.5Fin', 'YrSold|YearRemodAdd', 'Exterior1st_Stucco|Exterior2nd_AsphShn', 'GarageType_Detchd|TotalBsmtSF', 'RoofStyle_Flat|CentralAir_Tencode', 'Alley_Pave|MSZoning_RM', 'LandContour_Low|BsmtCond_Gd', 'SaleCondition_Partial|Neighborhood_Gilbert', 'BsmtExposure_Tencode|HeatingQC_Fa', 'Foundation_BrkTil|BsmtCond_Gd', 'Condition1_Artery|Fireplaces', 'GarageCond_Tencode|SaleCondition_Abnorml', 'Exterior1st_BrkFace|LotShape_IR2', 'ScreenPorch|MSZoning_RL', 'Heating_GasA|Neighborhood_Somerst', 'ExterQual_TA|GarageCond_TA', 'KitchenAbvGr|Fence_Tencode', 'MiscVal|HouseStyle_2Story', 'Utilities_Tencode|CentralAir_Tencode', 'LandSlope_Gtl|OverallCond', 'BldgType_TwnhsE|Fence_GdWo', 'GarageQual_Po|MiscFeature_Tencode', 'BsmtHalfBath|HouseStyle_2Story', 'ScreenPorch|Exterior1st_WdShing', 'Exterior2nd_Wd Sdng|BsmtCond_Po', 'HouseStyle_1Story|Exterior1st_CemntBd', 'BsmtFinSF2|Exterior1st_CemntBd', 'BsmtQual_TA|RoofStyle_Shed', 'HeatingQC_Gd|Neighborhood_Edwards', 'Condition1_Artery|BsmtFinType1_GLQ', 'ExterCond_TA|MSSubClass', 'BsmtFinType2_ALQ|BsmtFinType2_BLQ', 'GarageCond_Fa|BsmtCond_Fa', 'BsmtFinType2_Unf|Neighborhood_Gilbert', 'SaleType_ConLw|PavedDrive_Tencode', 'MiscVal|Neighborhood_MeadowV', 'HeatingQC_Tencode|MSZoning_RM', 'YearBuilt|GarageQual_Tencode', 'GarageType_Detchd|MasVnrType_BrkCmn', 'GarageCars|Neighborhood_BrkSide', 'Exterior1st_AsbShng|BsmtQual_Ex', 'Foundation_Stone|MiscFeature_Othr', 'LandContour_Bnk|RoofStyle_Shed', 'HeatingQC_Ex|BsmtExposure_Gd', 'Neighborhood_NridgHt|Neighborhood_NoRidge', 'YrSold|ExterQual_Fa', 'BldgType_2fmCon|Fence_GdPrv', 'LotConfig_FR2|Condition2_Norm', 'Neighborhood_Veenker|SaleType_COD', 'BldgType_Tencode|MasVnrArea', 'MiscFeature_Othr|Functional_Maj2', 'BsmtExposure_Tencode|Exterior2nd_Wd Shng', 'BsmtFinType1_ALQ|GarageFinish_Tencode', 'Alley_Pave|MSZoning_FV', 'LotArea|HeatingQC_Tencode', 'Exterior2nd_Tencode|CentralAir_Tencode', 'Fireplaces|Neighborhood_Crawfor', 'MiscFeature_Othr|Neighborhood_OldTown', 'KitchenQual_Gd|Exterior1st_Stucco', 'YearRemodAdd|Exterior2nd_AsphShn', 'GarageType_Tencode|Exterior2nd_CmentBd', 'BsmtExposure_Tencode|Exterior1st_CemntBd', 'Foundation_Stone|KitchenQual_Ex', 'KitchenQual_Ex|BsmtExposure_Av', 'BsmtFinType2_BLQ|BsmtCond_TA', 'BsmtFinType1_Tencode|HouseStyle_SFoyer', 'HouseStyle_2.5Unf|MasVnrType_Stone', 'LotConfig_Corner|BsmtCond_Fa', 'Street_Grvl|BsmtFinType1_GLQ', 'Functional_Min1|HouseStyle_2.5Unf', 'HeatingQC_TA|GarageType_Tencode', 'GarageFinish_Unf|BsmtQual_Gd', 'HouseStyle_1Story|Exterior2nd_Tencode', 'MasVnrType_None|Exterior1st_MetalSd', 'BldgType_Duplex|SaleType_New', 'MiscFeature_Othr|Exterior2nd_Plywood', 'GarageType_Tencode|SaleCondition_Partial', 'Alley_Pave|ExterCond_Tencode', 'Exterior2nd_Stucco|BsmtFinType1_Tencode', 'GarageType_Detchd|BsmtFinType1_Tencode', 'BsmtCond_Tencode|PavedDrive_P', 'SaleCondition_Family|BsmtFinType1_LwQ', 'LotShape_IR1|BsmtExposure_No', 'Exterior2nd_Stone|BldgType_2fmCon', 'GarageCond_Fa|ExterQual_Tencode', 'Heating_Tencode|PavedDrive_P', 'MSZoning_RL|ExterCond_Fa', 'RoofStyle_Flat|Alley_Pave', 'RoofStyle_Flat|SaleType_Tencode', 'Exterior2nd_Tencode|Exterior2nd_Plywood', 'Neighborhood_NPkVill|GarageQual_TA', 'SaleCondition_Family|Exterior2nd_HdBoard', 'Neighborhood_Edwards|Neighborhood_Timber', 'BsmtFinType1_Tencode|BsmtFinType2_GLQ', 'SaleCondition_Normal|MSZoning_RM', 'LandSlope_Mod|BsmtFinType2_Unf', 'LotShape_Tencode|BsmtQual_Tencode', 'RoofMatl_Tar&Grv|BsmtCond_TA', 'KitchenAbvGr|Exterior2nd_AsbShng', 'Exterior2nd_AsbShng|Electrical_Tencode', 'GarageCond_Gd|LandSlope_Gtl', 'HouseStyle_SLvl|Exterior2nd_Wd Shng', 'RoofStyle_Shed|MSZoning_Tencode', 'KitchenQual_Ex|Exterior1st_MetalSd', 'LotShape_IR1|GarageQual_Tencode', 'BldgType_1Fam|LotShape_IR3', 'Exterior1st_BrkFace|Neighborhood_Mitchel', 'HouseStyle_1Story|GarageType_CarPort', 'Neighborhood_Mitchel|2ndFlrSF', 'Neighborhood_ClearCr|Exterior1st_AsbShng', 'Exterior2nd_VinylSd|KitchenQual_Tencode', 'GarageArea|Neighborhood_MeadowV', 'Neighborhood_CollgCr|GarageFinish_RFn', 'BsmtUnfSF|MSZoning_Tencode', 'BsmtFinType1_BLQ|BsmtExposure_Av', 'Exterior2nd_AsbShng|ExterQual_Gd', 'LotConfig_Corner|FullBath', 'OverallQual|LotConfig_Inside', 'Exterior2nd_VinylSd|HouseStyle_1.5Unf', 'Condition1_Artery|MSZoning_FV', 'Exterior1st_WdShing|GarageType_2Types', 'Neighborhood_Blmngtn|Exterior1st_BrkComm', 'FullBath|ExterCond_Gd', 'Exterior2nd_Stucco|BldgType_Tencode', 'Neighborhood_Sawyer|HouseStyle_SLvl', 'Neighborhood_Sawyer|MasVnrArea', 'GrLivArea|LotShape_IR1', 'HalfBath|ExterQual_Gd', 'HeatingQC_Gd|Fireplaces', 'SaleCondition_Family|OverallCond', 'GarageFinish_RFn|Exterior1st_Tencode', 'BsmtQual_Tencode|Street_Grvl', 'Neighborhood_NPkVill|RoofMatl_CompShg', 'HeatingQC_Tencode|BsmtUnfSF', 'Neighborhood_NoRidge|Electrical_FuseF', 'BsmtQual_Fa|KitchenQual_Tencode', 'BsmtFinType2_GLQ|PavedDrive_Y', 'YearRemodAdd|Street_Grvl', 'Foundation_Stone|HalfBath', 'Condition1_Artery|Exterior2nd_Brk Cmn', 'GarageQual_Gd|FireplaceQu_Ex', 'RoofStyle_Flat|MiscFeature_Shed', 'Neighborhood_NridgHt|Exterior1st_Plywood', 'BsmtFinSF2|Neighborhood_NAmes', 'GarageType_CarPort|ExterQual_Fa', 'Neighborhood_Somerst|GarageQual_Gd', 'Street_Grvl|BsmtCond_Fa', 'Exterior2nd_Wd Sdng|Exterior2nd_HdBoard', 'BldgType_TwnhsE|KitchenQual_TA', 'MSZoning_C (all)|BldgType_1Fam', 'MoSold|MSZoning_Tencode', 'Heating_GasW|LotConfig_Inside', 'PavedDrive_N|GarageCars', 'Exterior2nd_BrkFace|GarageType_Basment', 'Exterior1st_BrkFace|KitchenQual_Fa', 'SaleType_WD|OpenPorchSF', 'Fence_GdWo|Exterior2nd_Plywood', 'ExterCond_Gd|Exterior1st_VinylSd', 'KitchenQual_Ex|Condition1_Norm', 'Heating_Tencode|MSZoning_Tencode', 'Condition1_PosN|MSZoning_RH', 'Exterior1st_BrkComm|HouseStyle_SLvl', 'Heating_GasA|BldgType_TwnhsE', 'BsmtFinType1_Tencode|MSZoning_FV', 'RoofStyle_Tencode|MiscFeature_Gar2', 'Neighborhood_CollgCr|Condition2_Norm', 'ExterCond_TA|LandSlope_Sev', 'Exterior1st_WdShing|Neighborhood_MeadowV', 'PoolArea|Exterior2nd_HdBoard', 'BsmtFinType2_Rec|BldgType_Tencode', 'Foundation_PConc|Exterior2nd_BrkFace', 'LotConfig_CulDSac|Foundation_CBlock', 'Heating_Grav|Neighborhood_MeadowV', 'LotShape_IR2|RoofStyle_Shed', 'GarageFinish_Unf|BsmtQual_TA', 'BsmtFinType1_BLQ|SaleType_ConLw', 'TotalBsmtSF|BedroomAbvGr', 'Fence_Tencode|Fence_MnPrv', 'LowQualFinSF|Neighborhood_Timber', 'Foundation_PConc|Condition1_RRAn', 'BsmtFinType2_Tencode|MSZoning_FV', 'KitchenQual_Fa|HouseStyle_SLvl', 'ExterCond_Tencode|1stFlrSF', 'GrLivArea|Neighborhood_SWISU', 'Exterior1st_Stucco|MasVnrType_BrkFace', 'MiscFeature_Tencode|Functional_Min2', 'Foundation_Tencode|GarageCond_Ex', 'Neighborhood_ClearCr|Exterior2nd_AsphShn', 'Functional_Typ|MasVnrArea', 'Electrical_FuseP|BedroomAbvGr', 'Exterior2nd_Stone|SaleCondition_Family', 'SaleCondition_Tencode|RoofStyle_Tencode', 'Utilities_Tencode|RoofStyle_Gambrel', 'LotShape_IR1|GarageQual_Fa', 'FireplaceQu_Po|Neighborhood_MeadowV', 'BsmtQual_Ex|TotRmsAbvGrd', 'Electrical_FuseP|RoofStyle_Gambrel', 'BsmtFinType2_Tencode|MoSold', 'TotalBsmtSF|GarageQual_Gd', 'RoofMatl_Tencode|LotShape_Reg', 'LotConfig_FR2|BsmtExposure_Gd', 'RoofStyle_Flat|Exterior2nd_Brk Cmn', 'Exterior1st_BrkFace|Neighborhood_IDOTRR', 'YearBuilt|Exterior2nd_CmentBd', 'HouseStyle_SFoyer|GarageQual_Gd', 'BsmtFullBath|MSZoning_RH', 'RoofStyle_Gable|PavedDrive_P', 'GarageCond_Fa|BsmtCond_Po', 'PavedDrive_N|ExterCond_Fa', 'LandContour_Lvl|MSZoning_RH', 'GarageFinish_Fin|3SsnPorch', 'OverallQual|LotShape_Reg', 'Exterior2nd_VinylSd|Neighborhood_StoneBr', 'Exterior1st_HdBoard|3SsnPorch', 'LotConfig_Corner|Exterior2nd_Tencode', 'Fireplaces|BsmtFinSF1', 'Exterior1st_CemntBd|CentralAir_N', 'HouseStyle_1.5Unf|BsmtQual_Gd', 'GarageCond_Gd|KitchenQual_TA', 'Exterior2nd_AsbShng|BsmtFinType1_Rec', 'LotShape_Reg|GarageQual_Tencode', 'Condition1_Tencode|Neighborhood_SawyerW', 'LotConfig_Tencode|GarageFinish_RFn', 'Exterior2nd_BrkFace|2ndFlrSF', 'RoofStyle_Hip|FireplaceQu_Po', 'Neighborhood_NPkVill|Functional_Tencode', 'BsmtHalfBath|MSZoning_FV', 'RoofMatl_CompShg|MasVnrType_BrkFace', 'LotShape_Tencode|SaleType_Oth', 'BldgType_2fmCon|BsmtFinType2_ALQ', 'Neighborhood_ClearCr|MoSold', 'BsmtFinType1_Rec|BsmtExposure_No', 'Neighborhood_NoRidge|RoofStyle_Gambrel', 'Neighborhood_ClearCr|BsmtFinType2_BLQ', 'KitchenQual_Fa|Condition2_Artery', 'BsmtCond_Gd|Alley_Grvl', 'Fireplaces|ExterQual_Ex', 'GrLivArea|Neighborhood_NWAmes', 'ExterCond_Tencode|Exterior2nd_Wd Shng', 'TotRmsAbvGrd|FireplaceQu_Ex', 'CentralAir_Tencode|Exterior1st_WdShing', 'Fence_GdPrv|ExterQual_Fa', 'MiscFeature_Shed|BsmtFinType2_LwQ', 'Exterior1st_BrkFace|FireplaceQu_Po', 'Fence_GdPrv|BsmtFinType2_Rec', 'FireplaceQu_Po|MSZoning_FV', 'MiscFeature_Tencode|GarageType_Basment', 'BsmtFinType1_BLQ|MSZoning_RL', 'BsmtFinType1_LwQ|HouseStyle_SLvl', 'Electrical_FuseP|CentralAir_Y', 'ExterCond_TA|Condition1_Feedr', 'Street_Tencode|MSZoning_RM', 'Exterior1st_BrkComm|MiscFeature_Gar2', 'Neighborhood_Crawfor|Condition1_RRAn', 'SaleType_New|Neighborhood_SawyerW', 'BsmtQual_TA|BsmtCond_Po', 'MSZoning_RH|MasVnrType_Stone', 'LandContour_Bnk|MSZoning_Tencode', 'RoofMatl_CompShg|MSZoning_RH', 'BsmtExposure_No|Functional_Min2', 'Exterior1st_Stucco|MiscVal', 'HouseStyle_1Story|WoodDeckSF', 'BldgType_Duplex|Neighborhood_Gilbert', 'HeatingQC_Fa|Condition2_Tencode', 'LotShape_IR1|LandContour_HLS', 'PavedDrive_N|Fireplaces', 'Foundation_PConc|Functional_Maj1', 'SaleType_ConLw|Condition2_Artery', 'Condition1_PosN|PoolArea', 'Heating_GasA|BldgType_Twnhs', 'GarageCond_Gd|Condition2_Tencode', 'BldgType_Duplex|MSZoning_Tencode', 'BsmtFinType2_ALQ|ExterCond_Fa', 'BsmtFinType2_BLQ|FireplaceQu_Fa', 'GarageFinish_Unf|ExterQual_Fa', 'BldgType_Twnhs|MasVnrType_None', 'RoofMatl_CompShg|Neighborhood_Veenker', 'BedroomAbvGr|3SsnPorch', 'BldgType_Duplex|LandSlope_Sev', 'BsmtQual_Fa|MasVnrType_None', 'EnclosedPorch|LotConfig_FR2', 'LotShape_Tencode|CentralAir_Tencode', 'ExterCond_TA|BsmtExposure_Mn', 'LandContour_Bnk|SaleCondition_Normal', 'Foundation_PConc|Foundation_BrkTil', 'Neighborhood_Tencode|ExterQual_Ex', 'Neighborhood_Crawfor|Utilities_AllPub', 'LotArea|RoofMatl_Tar&Grv', 'LandSlope_Sev|BedroomAbvGr', 'BsmtFinSF2|MasVnrType_None', 'GarageCars|Foundation_BrkTil', 'GarageType_Detchd|GarageType_CarPort', 'GarageType_CarPort|FireplaceQu_Ex', 'Exterior2nd_AsbShng|GarageType_Attchd', 'Condition1_Artery|LandContour_Lvl', 'PavedDrive_P|ExterQual_Fa', 'GarageType_CarPort|GarageType_2Types', 'RoofStyle_Flat|SaleType_ConLw', 'LotShape_Tencode|Alley_Grvl', 'Neighborhood_Veenker|GarageFinish_RFn', 'LandSlope_Gtl|Exterior1st_Plywood', 'HeatingQC_TA|Exterior2nd_Wd Shng', 'GarageArea|Neighborhood_Sawyer', 'Condition1_Artery|MiscFeature_Tencode', 'SaleType_ConLw|Neighborhood_Sawyer', 'BsmtQual_Ex|ExterQual_Ex', 'Exterior2nd_AsbShng|LotConfig_Inside', 'FireplaceQu_Ex|BsmtCond_Fa', 'GarageType_BuiltIn|BldgType_Tencode', 'LandContour_Lvl|MasVnrType_BrkCmn', 'KitchenQual_Ex|LandSlope_Sev', 'Neighborhood_ClearCr|CentralAir_Y', 'LotShape_Reg|BsmtCond_Po', 'Electrical_FuseA|Exterior1st_CemntBd', 'BsmtExposure_No|Exterior1st_Wd Sdng', 'Fence_GdPrv|Fence_MnPrv', 'MSZoning_RM|Utilities_AllPub', 'GarageFinish_RFn|MSZoning_RL', 'Neighborhood_OldTown|RoofStyle_Shed', 'SaleType_ConLI|GarageType_2Types', 'Condition1_Norm|Neighborhood_IDOTRR', 'TotalBsmtSF|Neighborhood_NWAmes', 'YrSold|GarageFinish_RFn', 'ExterCond_TA|MasVnrType_BrkFace', 'GarageCars|HouseStyle_1.5Unf', 'FireplaceQu_Gd|LandSlope_Mod', 'ExterCond_Tencode|MoSold', 'Neighborhood_NWAmes|Neighborhood_SawyerW', 'GarageFinish_Unf|BsmtFinType1_LwQ', 'Neighborhood_CollgCr|Functional_Maj1', 'BsmtFinType2_Tencode|Exterior2nd_CmentBd', 'BldgType_Tencode|Condition2_Norm', 'TotalBsmtSF|OpenPorchSF', 'Neighborhood_Blmngtn|BsmtExposure_Gd', 'LandContour_Tencode|GarageFinish_Tencode', 'SaleType_New|MasVnrArea', 'SaleType_Oth|BsmtFinType1_Unf', 'BsmtFullBath|OverallCond', 'TotalBsmtSF|HeatingQC_TA', 'Heating_GasA|Exterior2nd_VinylSd', 'Neighborhood_NPkVill|SaleType_WD', 'FireplaceQu_Fa|Neighborhood_SawyerW', 'BsmtFinType2_Rec|ScreenPorch', 'BsmtFinType2_Tencode|SaleType_New', 'Neighborhood_NWAmes|Exterior1st_Plywood', 'Functional_Tencode|BsmtQual_Fa', 'Utilities_Tencode|BldgType_TwnhsE', 'SaleType_Tencode|Condition1_RRAe', 'Exterior1st_HdBoard|RoofStyle_Shed', 'FireplaceQu_Gd|WoodDeckSF', 'SaleCondition_Normal|BsmtCond_Po', 'Heating_Tencode|BsmtFinType2_Unf', 'RoofMatl_Tencode|RoofStyle_Shed', 'YrSold|LotArea', 'BsmtFinType1_BLQ|GarageType_Tencode', 'FireplaceQu_Gd|ExterQual_Tencode', 'LotShape_IR2|BldgType_Twnhs', 'BsmtExposure_Tencode|BsmtFinType1_BLQ', 'YearRemodAdd|GarageCond_Tencode', 'LotConfig_Tencode|Exterior2nd_Brk Cmn', 'Neighborhood_Tencode|MasVnrType_None', 'BsmtFinType1_Rec|FireplaceQu_Ex', 'MasVnrType_None|Exterior1st_Tencode', 'Exterior1st_AsbShng|Neighborhood_SawyerW', 'GarageType_Detchd|RoofMatl_Tar&Grv', 'Neighborhood_Somerst|Exterior2nd_CmentBd', 'Neighborhood_Blmngtn|BsmtCond_Po', 'Heating_GasA|GarageCond_Ex', 'Foundation_CBlock|GarageFinish_RFn', 'MSZoning_RM|MasVnrArea', 'Condition1_PosA|BsmtFinType1_Rec', 'Functional_Typ|MSZoning_RH', 'SaleType_ConLw|Exterior1st_Wd Sdng', 'BsmtFinType2_GLQ|BsmtQual_Ex', 'LotConfig_Corner|3SsnPorch', 'Fence_GdPrv|Functional_Maj2', 'BsmtFinType2_Tencode|Foundation_Tencode', 'SaleType_WD|Condition1_RRAn', 'BsmtExposure_Tencode|BldgType_1Fam', 'Exterior2nd_VinylSd|BsmtFinType2_Rec', 'Neighborhood_SWISU|Condition2_Tencode', 'BsmtQual_Fa|CentralAir_Tencode', 'BsmtExposure_Tencode|Neighborhood_SawyerW', 'YearRemodAdd|Neighborhood_ClearCr', 'Neighborhood_NWAmes|Condition2_Artery', 'LotFrontage|Fence_MnPrv', 'Foundation_Stone|LandContour_HLS', 'Electrical_FuseA|LowQualFinSF', 'Foundation_BrkTil|Electrical_FuseF', '1stFlrSF|Exterior1st_Tencode', 'Heating_Grav|Foundation_BrkTil', 'YrSold|GarageQual_Po', 'GarageCond_TA|Exterior1st_BrkComm', 'Neighborhood_Gilbert|Exterior2nd_Plywood', 'KitchenQual_Ex|GarageType_Attchd', 'GarageCond_TA|MSZoning_Tencode', 'LotShape_Tencode|SaleType_CWD', 'Neighborhood_Blmngtn|SaleType_COD', 'HeatingQC_TA|MSZoning_RM', 'KitchenQual_TA|HouseStyle_2Story', 'Neighborhood_Mitchel|BldgType_Tencode', 'YearBuilt|BsmtCond_TA', 'GarageCars|ExterQual_Gd', 'ExterCond_Gd|Street_Grvl', 'Exterior1st_VinylSd|BsmtExposure_Gd', 'LowQualFinSF|Foundation_Slab', 'Foundation_BrkTil|HouseStyle_SLvl', 'LotShape_Tencode|Utilities_AllPub', 'YearRemodAdd|Exterior1st_Tencode', 'SaleCondition_Tencode|KitchenQual_Fa', 'Exterior2nd_Tencode|Fence_GdPrv', 'BsmtQual_TA|GarageArea', 'BldgType_2fmCon|MSZoning_RM', 'RoofStyle_Hip|Exterior2nd_Wd Shng', 'OverallQual|TotRmsAbvGrd', 'EnclosedPorch|SaleType_COD', 'SaleType_ConLI|KitchenQual_Fa', 'YrSold|BsmtFinType1_GLQ', 'GarageCond_Gd|MSZoning_C (all)', 'OverallCond|Exterior2nd_HdBoard', 'CentralAir_Y|MasVnrType_Stone', 'Neighborhood_NWAmes|Alley_Grvl', 'KitchenAbvGr|TotalBsmtSF', 'FireplaceQu_Po|MSSubClass', 'PoolQC_Tencode|GarageCond_Gd', '3SsnPorch|FireplaceQu_Fa', 'BldgType_Twnhs|BsmtFinType2_GLQ', 'BsmtHalfBath|KitchenQual_TA', 'Foundation_BrkTil|BsmtCond_Po', 'PoolQC_Tencode|GarageCond_Fa', 'FireplaceQu_Gd|ExterQual_Fa', 'FireplaceQu_Gd|BsmtFinType1_GLQ', 'RoofStyle_Gable|MasVnrType_None', 'GarageQual_Po|LandSlope_Gtl', 'Exterior2nd_AsbShng|Neighborhood_NWAmes', 'BsmtQual_Ex|BsmtCond_Gd', 'ExterCond_TA|LandSlope_Gtl', 'PavedDrive_N|GarageType_CarPort', 'LotShape_IR2|Street_Tencode', 'ExterQual_TA|Exterior2nd_Stone', 'Exterior2nd_Stone|RoofStyle_Tencode', 'RoofStyle_Gambrel|KitchenQual_TA', 'MiscVal|MasVnrType_BrkCmn', 'Condition1_PosN|Condition1_Norm', 'RoofMatl_CompShg|PavedDrive_P', 'BsmtFinType2_Tencode|HeatingQC_Ex', 'Functional_Maj2|MasVnrType_BrkCmn', 'BedroomAbvGr|BldgType_Tencode', 'Heating_GasA|OpenPorchSF', 'BsmtFinType1_BLQ|BsmtCond_Fa', 'LotConfig_CulDSac|Neighborhood_MeadowV', 'Condition1_PosA|OpenPorchSF', 'GarageQual_Gd|Street_Pave', 'Foundation_PConc|Condition1_PosA', 'GarageFinish_Tencode|Condition1_RRAn', 'BsmtFinType1_Tencode|Neighborhood_NAmes', 'BsmtQual_Tencode|Neighborhood_StoneBr', 'Fence_GdPrv|Neighborhood_StoneBr', 'SaleCondition_Tencode|Neighborhood_Tencode', 'Exterior1st_CemntBd|ExterQual_Gd', 'BldgType_Twnhs|Exterior2nd_CmentBd', 'Neighborhood_NPkVill|HouseStyle_Tencode', 'Street_Grvl|Exterior1st_BrkComm', 'LandContour_Low|BsmtFinType1_Unf', 'HeatingQC_TA|GarageYrBlt', 'BsmtFinSF1|Exterior1st_WdShing', 'FireplaceQu_Po|KitchenQual_Tencode', 'BsmtQual_Fa|BsmtQual_Gd', 'HalfBath|Functional_Min1', 'BsmtFinSF2|SaleCondition_Abnorml', 'YearRemodAdd', 'YearBuilt|RoofStyle_Tencode', 'BsmtHalfBath|SaleType_New', 'BsmtFinType1_Tencode|Heating_GasW', 'GarageCond_Fa|Exterior1st_VinylSd', 'ExterQual_TA|Exterior1st_Stucco', 'Exterior1st_Stucco|HouseStyle_SLvl', 'BsmtCond_Tencode|WoodDeckSF', 'Neighborhood_NoRidge|Exterior2nd_Brk Cmn', 'Neighborhood_ClearCr|BsmtFinType1_Unf', 'Neighborhood_CollgCr|Neighborhood_SawyerW', 'Exterior1st_Stucco|Exterior1st_Wd Sdng', '3SsnPorch|BsmtFinType1_Rec', 'RoofMatl_CompShg|MSZoning_FV', 'Electrical_FuseF|Exterior2nd_Brk Cmn', 'HalfBath|GarageQual_Po', 'Heating_GasW|RoofStyle_Shed', 'Condition1_RRAe|BsmtFinType2_Unf', 'EnclosedPorch|RoofStyle_Gable', 'SaleType_Oth|GarageType_2Types', 'BldgType_Twnhs|BsmtQual_TA', 'Exterior2nd_Tencode|MSZoning_RM', 'SaleCondition_Alloca|RoofMatl_WdShngl', 'BsmtUnfSF|BsmtCond_Po', 'Functional_Typ|BldgType_Tencode', 'Utilities_Tencode|BsmtQual_Gd', 'GarageCars|BsmtFinType2_ALQ', 'RoofMatl_Tencode|MasVnrType_BrkCmn', 'Exterior2nd_Stone|LotArea', 'LotArea|BldgType_1Fam', 'Neighborhood_Somerst|Functional_Mod', 'Neighborhood_CollgCr|BsmtExposure_Av', 'BsmtFullBath|Exterior1st_VinylSd', 'SaleType_ConLD|Neighborhood_Edwards', 'BldgType_2fmCon|MSSubClass', 'PavedDrive_Tencode|HouseStyle_1.5Unf', 'BsmtFinType2_Rec|Exterior2nd_HdBoard', 'BldgType_Duplex|ExterCond_TA', 'Functional_Tencode|LotArea', 'BsmtFinType2_GLQ', 'Neighborhood_Tencode|BsmtCond_Gd', 'MSZoning_RM|GarageType_Basment', 'OverallQual|Street_Grvl', 'Functional_Tencode|RoofStyle_Shed', 'HouseStyle_1.5Unf|PoolArea', 'LandContour_Low|LandContour_HLS', 'MiscFeature_Gar2|MSZoning_RL', 'Exterior2nd_Wd Shng|BsmtCond_TA', 'BsmtHalfBath|Condition2_Tencode', 'BsmtFinType2_ALQ|Foundation_BrkTil', 'Exterior1st_Wd Sdng|HouseStyle_2Story', 'Heating_GasA|SaleType_Tencode', 'PavedDrive_Tencode|SaleType_New', 'HeatingQC_Fa|Exterior2nd_CmentBd', 'RoofStyle_Gable|Exterior1st_Tencode', 'LotConfig_Corner|RoofStyle_Tencode', 'HouseStyle_Tencode|KitchenQual_TA', 'GarageFinish_Fin|WoodDeckSF', 'Electrical_SBrkr|MasVnrType_BrkCmn', 'Neighborhood_Edwards|KitchenQual_Fa', 'HouseStyle_1.5Unf|BsmtExposure_Av', 'BsmtQual_Tencode|LandContour_Bnk', 'BsmtHalfBath|ExterQual_Fa', 'LotShape_IR1|MSZoning_RL', 'SaleType_Tencode|2ndFlrSF', 'BsmtFinType2_Rec|KitchenQual_TA', 'SaleType_ConLw|Functional_Maj2', 'Exterior2nd_Stucco|MSZoning_RH', 'Functional_Maj2|RoofStyle_Gambrel', 'GarageYrBlt|MSZoning_RL', 'BsmtExposure_Av|Exterior2nd_Brk Cmn', 'PavedDrive_N|EnclosedPorch', 'RoofStyle_Shed|Exterior2nd_AsphShn', 'SaleType_WD|KitchenQual_Fa', 'LotArea|MasVnrType_Stone', 'Neighborhood_BrDale|Exterior1st_BrkComm', 'GarageCars|HeatingQC_Ex', 'Electrical_Tencode|Exterior1st_BrkComm', 'Exterior1st_BrkComm|ExterQual_Fa', 'BsmtCond_Gd|KitchenQual_Fa', 'Neighborhood_NoRidge|FireplaceQu_Ex', 'LotArea|BsmtFinSF1', 'Electrical_SBrkr|Neighborhood_MeadowV', 'Exterior1st_HdBoard|ExterCond_TA', 'Functional_Tencode|GarageQual_Po', 'Neighborhood_SWISU|KitchenQual_TA', 'Neighborhood_Somerst|GarageQual_Tencode', 'ExterCond_TA|Exterior2nd_CmentBd', 'SaleType_ConLD|Foundation_CBlock', 'LandContour_Tencode|GarageType_Basment', 'Electrical_FuseA|SaleType_New', 'HeatingQC_TA|LotShape_IR1', 'FullBath|Neighborhood_BrkSide', 'Condition2_Tencode|Fence_MnWw', 'Exterior2nd_Stucco|Neighborhood_StoneBr', 'LotConfig_Corner|Exterior1st_Stucco', 'BldgType_2fmCon|LandContour_Bnk', 'HouseStyle_SFoyer|Neighborhood_Veenker', 'Functional_Mod|LotConfig_Inside', 'LotArea|Neighborhood_NAmes', 'ExterCond_Tencode|SaleType_New', '1stFlrSF|Condition2_Artery', 'BsmtFullBath|LandSlope_Gtl', 'Functional_Min1|Exterior2nd_HdBoard', 'GarageCond_Tencode|LotConfig_CulDSac', 'BldgType_Twnhs|LotConfig_FR2', 'LotShape_IR2|BsmtUnfSF', 'Exterior1st_BrkFace|FireplaceQu_Fa', 'Exterior1st_HdBoard|Exterior1st_Plywood', 'GarageCond_Po|RoofStyle_Gambrel', 'Exterior2nd_VinylSd|Exterior1st_BrkComm', 'OverallQual|LotShape_IR1', '2ndFlrSF|BldgType_TwnhsE', 'LandContour_Tencode|3SsnPorch', 'RoofStyle_Hip|Exterior1st_WdShing', 'ExterCond_TA|BsmtFinType1_GLQ', 'Alley_Tencode|Exterior1st_Tencode', 'RoofStyle_Flat|BsmtExposure_Av', 'SaleCondition_Alloca|CentralAir_N', 'Functional_Typ|BsmtCond_TA', 'Functional_Typ|Exterior1st_Plywood', '3SsnPorch|Foundation_CBlock', 'LandContour_HLS|3SsnPorch', 'SaleType_Tencode|MSZoning_RL', 'GarageCond_Po|Functional_Maj1', 'SaleCondition_Tencode|GarageType_Basment', 'RoofStyle_Flat|FullBath', 'PavedDrive_P|BsmtExposure_No', 'Heating_Grav|Exterior1st_VinylSd', 'LandSlope_Mod|SaleType_Oth', 'Exterior2nd_Stucco|ExterCond_TA', 'Neighborhood_NoRidge|BsmtQual_Ex', 'Neighborhood_ClearCr|FireplaceQu_Fa', 'Condition2_Artery|Street_Grvl', 'Neighborhood_BrDale|Neighborhood_Blmngtn', 'Fireplaces|BsmtFinType1_LwQ', 'Exterior2nd_CmentBd|BsmtExposure_Gd', 'LotShape_Tencode|BsmtExposure_Mn', 'RoofStyle_Gable|GarageType_Attchd', 'Exterior2nd_Tencode|BsmtCond_Fa', 'GarageFinish_Unf|Neighborhood_BrkSide', 'Foundation_BrkTil|Neighborhood_Gilbert', 'BldgType_1Fam|MSZoning_Tencode', '3SsnPorch|Street_Pave', 'LotFrontage|Heating_GasW', 'SaleType_ConLD|Exterior2nd_HdBoard', 'Neighborhood_Mitchel|Condition1_PosN', 'Exterior1st_BrkFace|BedroomAbvGr', 'Condition1_Artery|GarageQual_Gd', 'Street_Grvl|MSZoning_Tencode', 'Neighborhood_NAmes|CentralAir_Y', 'KitchenQual_Tencode|Exterior2nd_Brk Cmn', 'BsmtHalfBath|Functional_Maj2', 'Neighborhood_Somerst|BldgType_Tencode', 'MiscVal|BsmtUnfSF', 'BsmtQual_Ex|Exterior1st_BrkComm', 'RoofStyle_Hip|SaleCondition_Partial', 'BsmtExposure_Tencode|Condition1_PosA', 'FireplaceQu_Gd|BsmtFinType2_ALQ', 'Neighborhood_OldTown|Neighborhood_BrkSide', 'GarageQual_Gd|Foundation_Tencode', 'MiscFeature_Othr|GarageFinish_Fin', 'Functional_Maj2|SaleCondition_Alloca', 'RoofMatl_CompShg|BsmtFinType2_BLQ', 'Neighborhood_OldTown|Fence_MnWw', 'SaleType_ConLw|BsmtCond_Tencode', 'Electrical_FuseP|BldgType_TwnhsE', 'HeatingQC_Gd|ExterQual_Ex', 'ExterQual_TA|KitchenQual_Tencode', 'YrSold|BsmtExposure_Mn', 'RoofMatl_CompShg|RoofStyle_Tencode', 'BsmtExposure_Tencode|LotArea', 'Foundation_Stone|RoofMatl_WdShngl', 'ExterCond_TA|RoofStyle_Tencode', 'Alley_Grvl|Neighborhood_SawyerW', 'SaleCondition_Tencode|Exterior2nd_Wd Sdng', 'Neighborhood_Somerst|BsmtFinType1_Unf', 'GarageQual_Fa|Condition1_Tencode', 'BsmtQual_TA|Condition1_PosN', 'GarageType_Detchd|YearRemodAdd', 'Neighborhood_BrkSide|Utilities_AllPub', 'Condition1_Feedr|Exterior1st_Tencode', 'Foundation_CBlock|Exterior2nd_HdBoard', 'Neighborhood_BrDale|Exterior2nd_Tencode', 'Neighborhood_IDOTRR|BsmtFinType1_GLQ', 'BsmtQual_Tencode|FireplaceQu_Fa', 'Neighborhood_Edwards|Functional_Maj2', 'SaleCondition_Family|BsmtFinType1_Unf', 'BsmtFinType2_Tencode|BsmtQual_TA', 'HouseStyle_Tencode|Exterior2nd_Wd Sdng', 'Alley_Pave|GarageCond_Tencode', 'KitchenQual_Gd|SaleType_Tencode', 'LotShape_IR2|SaleType_New', 'FullBath|ScreenPorch', 'LotConfig_FR2|Neighborhood_Edwards', 'Fence_Tencode|ExterQual_Gd', 'RoofMatl_CompShg|BsmtFinSF2', 'Neighborhood_Timber|MSZoning_RH', 'BsmtFinType2_Tencode|GarageCond_Gd', 'LandContour_Low|BsmtFinType2_ALQ', 'LotShape_Reg|KitchenQual_Ex', 'FullBath|ExterCond_Tencode', 'GarageFinish_Fin|ExterCond_Gd', 'MoSold|Exterior1st_WdShing', 'GarageFinish_Unf|BsmtQual_Tencode', 'Exterior2nd_Wd Sdng|Neighborhood_MeadowV', 'HouseStyle_1Story|Exterior1st_AsbShng', 'BsmtFinType1_Tencode|Exterior1st_CemntBd', 'LotConfig_Corner|Fence_Tencode', 'SaleCondition_Partial|MasVnrType_BrkFace', 'GarageFinish_Unf|Neighborhood_SawyerW', 'FireplaceQu_Tencode|Exterior2nd_Wd Sdng', 'BldgType_Duplex|Neighborhood_MeadowV', 'BsmtFinType2_ALQ|MSZoning_RH', 'BsmtFinType2_GLQ|BsmtExposure_Gd', 'Neighborhood_Timber|Fence_MnWw', 'LotFrontage|Functional_Maj2', 'Exterior2nd_Brk Cmn|Alley_Grvl', 'LandContour_Low|BsmtHalfBath', 'LandSlope_Sev|FireplaceQu_Ex', 'Utilities_Tencode|Functional_Min1', 'GarageCond_TA|HouseStyle_1.5Fin', 'BsmtFinType1_Tencode|SaleType_ConLI', 'LandContour_Low|Electrical_FuseF', 'LotConfig_Tencode|Functional_Min2', 'Condition1_RRAe|BsmtCond_Fa', 'FireplaceQu_Fa|Condition2_Tencode', 'Neighborhood_BrDale|BsmtFinType2_ALQ', 'LotShape_Tencode|GarageType_Detchd', 'HeatingQC_Gd|GarageFinish_Tencode', 'BsmtFinType2_LwQ|BsmtFinType2_Unf', 'LandContour_Low|ExterQual_Gd', 'YearRemodAdd|BsmtCond_TA', 'BsmtFinType1_BLQ|MasVnrType_BrkFace', 'MiscFeature_Tencode|Fence_MnPrv', 'GarageCond_Tencode|Electrical_FuseF', 'Neighborhood_NPkVill|BsmtExposure_Mn', 'BsmtQual_Tencode|Exterior1st_Wd Sdng', 'GarageQual_Gd|BedroomAbvGr', 'BldgType_1Fam|Neighborhood_Timber', 'BsmtCond_Fa|Functional_Min2', 'GarageType_Basment|WoodDeckSF', 'SaleCondition_Partial|BsmtExposure_Mn', 'GarageCond_TA|Foundation_Slab', 'SaleType_ConLD|Functional_Maj2', 'LotShape_IR1|BldgType_Tencode', 'Neighborhood_NoRidge|RoofStyle_Gable', 'SaleCondition_Tencode|Neighborhood_Sawyer', 'BsmtFinType1_BLQ|Foundation_Slab', 'MSZoning_RH|Utilities_AllPub', 'Foundation_PConc|GarageType_BuiltIn', 'Electrical_FuseF|ScreenPorch', 'Neighborhood_BrDale|LotShape_IR2', 'BsmtExposure_Tencode|FireplaceQu_Ex', 'LandSlope_Mod|HeatingQC_Ex', 'PavedDrive_N|GarageCond_Fa', 'GarageCond_Tencode|MSZoning_RH', 'SaleType_Tencode|RoofMatl_Tar&Grv', 'GarageType_CarPort|MiscFeature_Gar2', 'Neighborhood_Mitchel|BsmtCond_Po', 'LotArea|BsmtExposure_Mn', 'SaleCondition_Tencode|BsmtExposure_Tencode', 'Heating_GasW|LotConfig_CulDSac', 'Exterior1st_VinylSd|MSZoning_RH', 'SaleType_Tencode|RoofMatl_WdShngl', 'FireplaceQu_Gd|SaleType_COD', 'Exterior2nd_Stucco|MiscFeature_Tencode', 'Electrical_FuseP|MoSold', 'HeatingQC_Fa|BsmtCond_Po', 'SaleType_Oth|MasVnrArea', 'Neighborhood_NoRidge|GarageType_CarPort', 'HouseStyle_2.5Unf|BldgType_1Fam', 'GarageFinish_Unf|KitchenQual_Tencode', 'Exterior2nd_BrkFace|GarageFinish_RFn', 'SaleCondition_Alloca|BsmtExposure_No', 'MSZoning_RL|Functional_Min2', 'Neighborhood_NPkVill|HeatingQC_Tencode', 'Foundation_Stone|Functional_Mod', 'Exterior2nd_Tencode|RoofStyle_Gable', 'LotShape_Reg|SaleType_COD', 'Foundation_BrkTil|SaleCondition_Alloca', 'Neighborhood_NoRidge|MiscVal', 'Utilities_Tencode|GarageQual_Fa', 'YrSold|BsmtQual_Gd', 'GarageType_BuiltIn|GarageType_Attchd', 'Exterior1st_CemntBd|Condition2_Norm', 'ExterQual_TA|SaleCondition_Alloca', 'GarageCond_Po|SaleCondition_Partial', 'BsmtQual_Ex|Exterior2nd_Wd Shng', 'Fence_Tencode|Exterior2nd_Wd Shng', 'BsmtFinType2_Rec|Condition2_Norm', 'LotShape_Tencode|RoofStyle_Tencode', 'GarageType_Detchd', 'OverallQual|HouseStyle_2.5Unf', 'FireplaceQu_Po|Exterior1st_BrkComm', 'Heating_GasA|SaleType_CWD', 'CentralAir_Y|Functional_Min2', 'EnclosedPorch|Street_Pave', 'PavedDrive_Tencode|Exterior2nd_Wd Shng', 'GarageQual_Fa|GarageType_2Types', 'BsmtFinSF1|Street_Pave', 'BldgType_2fmCon|BsmtQual_Ex', 'RoofStyle_Gambrel|GarageQual_Po', 'SaleCondition_Alloca|KitchenQual_TA', 'SaleType_WD|Functional_Maj2', 'Neighborhood_ClearCr|BsmtQual_Fa', 'PavedDrive_Tencode|BsmtExposure_Mn', 'Foundation_PConc|SaleType_ConLD', 'GarageType_Basment|GarageFinish_RFn', 'SaleCondition_Partial|CentralAir_Tencode', 'RoofStyle_Flat|Neighborhood_StoneBr', 'Alley_Grvl|BldgType_Tencode', 'BsmtFinType1_ALQ|MasVnrType_None', 'MiscFeature_Tencode|BsmtQual_Gd', 'Neighborhood_SWISU|LowQualFinSF', 'BsmtQual_Fa|Condition2_Tencode', 'GarageCars|BsmtFinType1_Rec', 'LandSlope_Gtl|MSZoning_RH', 'ExterCond_TA|BsmtExposure_Av', 'Neighborhood_Veenker|MasVnrType_Stone', 'Exterior2nd_AsbShng|Fence_Tencode', 'Neighborhood_NPkVill|Condition2_Artery', 'PavedDrive_Y|WoodDeckSF', 'GarageQual_TA|ExterQual_Gd', 'Functional_Tencode|Condition2_Tencode', 'PavedDrive_Tencode|MSZoning_FV', 'MasVnrType_BrkCmn|Exterior2nd_Wd Sdng', 'GrLivArea|MasVnrArea', 'LandSlope_Sev|KitchenQual_Tencode', 'HalfBath|LotConfig_Tencode', 'HouseStyle_SFoyer|HouseStyle_Tencode', 'Electrical_FuseP|SaleCondition_Abnorml', 'LandSlope_Sev|Exterior1st_BrkComm', 'Fireplaces|Condition1_RRAn', 'Exterior1st_Tencode|Exterior2nd_Plywood', 'LotShape_Reg|SaleType_Tencode', 'Condition1_PosN|ExterQual_Tencode', 'Neighborhood_BrDale|SaleCondition_Family', 'FireplaceQu_Ex|ScreenPorch', 'MiscVal|BsmtExposure_No', 'BldgType_2fmCon|GarageType_Attchd', 'BldgType_Duplex|ExterQual_TA', 'GarageType_BuiltIn|Neighborhood_StoneBr', 'GarageCond_Tencode|SaleType_ConLI', 'RoofMatl_CompShg|BsmtCond_Fa', 'KitchenQual_Fa|GarageCond_Ex', 'Electrical_FuseP|MSZoning_Tencode', 'LandSlope_Mod|LandSlope_Sev', 'Neighborhood_OldTown|GarageFinish_Tencode', 'Condition1_Artery|LotShape_Reg', 'YearRemodAdd|CentralAir_Y', 'FireplaceQu_Ex|Neighborhood_Crawfor', 'PavedDrive_Tencode|LotConfig_CulDSac', 'ExterCond_TA|2ndFlrSF', 'ExterQual_Gd|SaleType_COD', 'GarageCond_Po|MasVnrType_Tencode', 'Electrical_Tencode|GarageQual_Po', 'BsmtFinType1_Tencode|RoofStyle_Gambrel', 'RoofStyle_Flat|Exterior2nd_BrkFace', 'Foundation_Stone|SaleType_ConLD', 'YearRemodAdd|GarageArea', 'YrSold|Exterior2nd_AsphShn', 'Fence_GdWo|ScreenPorch', 'Electrical_FuseP|Neighborhood_Edwards', 'HouseStyle_Tencode|Neighborhood_Timber', 'Electrical_FuseP|Electrical_SBrkr', 'KitchenAbvGr|SaleType_New', 'KitchenQual_Tencode|OverallCond', 'Exterior1st_MetalSd|ExterCond_Fa', 'HouseStyle_1Story|PoolArea', 'Neighborhood_OldTown|ExterQual_Ex', 'Condition2_Tencode|Condition1_Norm', 'LandSlope_Mod|HouseStyle_1.5Fin', 'RoofStyle_Flat|MasVnrType_None', 'FireplaceQu_Tencode|GarageType_2Types', 'RoofMatl_Tencode|HeatingQC_Ex', 'GrLivArea|Neighborhood_Gilbert', 'BldgType_2fmCon|Exterior2nd_BrkFace', 'Neighborhood_OldTown|MasVnrType_Tencode', 'Exterior2nd_Stucco|RoofStyle_Tencode', 'SaleType_COD|BldgType_Tencode', 'GarageCond_Po|SaleType_Oth', 'Exterior2nd_VinylSd|Condition2_Tencode', 'GarageFinish_Tencode|Neighborhood_Sawyer', 'MiscFeature_Tencode|Neighborhood_Sawyer', 'KitchenQual_TA|CentralAir_N', 'HouseStyle_SFoyer|MSZoning_RM', 'GarageCond_Fa|Exterior2nd_AsphShn', 'RoofMatl_Tar&Grv|Condition2_Tencode', 'RoofStyle_Hip|CentralAir_N', 'LandSlope_Sev', 'Neighborhood_BrDale|GarageType_CarPort', 'LandContour_Bnk|BsmtQual_TA', 'FireplaceQu_Gd|Neighborhood_Veenker', 'BsmtFinType1_BLQ|Fence_Tencode', 'LotShape_IR1|Neighborhood_Sawyer', 'BsmtExposure_Gd|LotConfig_Inside', 'Heating_Grav|Condition1_PosN', 'Alley_Pave|HouseStyle_Tencode', 'Neighborhood_Edwards|MiscFeature_Shed', 'Heating_Grav|Neighborhood_Gilbert', 'OverallQual|FireplaceQu_Ex', 'KitchenQual_Gd|Functional_Min1', 'RoofStyle_Hip|SaleCondition_Alloca', 'BsmtFinSF2|ExterQual_Gd', 'BsmtFullBath|Condition1_PosA', 'LandSlope_Gtl|Neighborhood_Crawfor', 'RoofStyle_Tencode|Neighborhood_Timber', 'LotShape_Tencode|Exterior1st_BrkFace', 'GarageQual_Fa|MasVnrType_Tencode', 'BsmtFinType1_Tencode|WoodDeckSF', 'MSZoning_C (all)|Condition1_RRAn', 'YrSold|Condition2_Artery', 'BsmtFinType1_Tencode|Neighborhood_Gilbert', 'GarageFinish_Unf|LotConfig_Corner', 'Exterior1st_BrkFace|GarageCond_Gd', 'HouseStyle_1Story|BsmtFinType1_Unf', 'GarageFinish_Fin|Exterior2nd_VinylSd', 'ExterCond_TA|GarageCond_Tencode', 'GarageCond_Po|LandContour_HLS', 'BsmtExposure_Tencode|Street_Tencode', 'PavedDrive_Y|GarageQual_Po', 'Heating_GasW|RoofStyle_Gable', 'Alley_Pave|Exterior2nd_CmentBd', 'PavedDrive_N|Neighborhood_Mitchel', 'ExterQual_TA|Electrical_Tencode', 'Foundation_BrkTil|Exterior2nd_Tencode', 'Condition1_Feedr|Neighborhood_StoneBr', 'BsmtQual_Tencode|2ndFlrSF', 'Fence_GdWo|BsmtFinType1_Unf', 'GarageCars|HeatingQC_Tencode', 'Neighborhood_OldTown|Neighborhood_NAmes', 'YearRemodAdd|Foundation_BrkTil', 'LotShape_Tencode|GarageCond_Ex', 'BsmtFinType2_Tencode|HouseStyle_Tencode', 'Street_Tencode|Condition1_Tencode', 'Exterior2nd_Stucco|BsmtFinType2_Tencode', 'GarageCars|Condition1_Feedr', 'Exterior2nd_AsbShng|LandSlope_Sev', 'KitchenQual_Tencode|Condition2_Norm', 'LandContour_HLS|Neighborhood_MeadowV', 'Alley_Pave|Neighborhood_Timber', 'LandContour_Lvl|BsmtCond_TA', 'Condition1_Tencode|ExterCond_Fa', 'Street_Tencode|Condition1_RRAe', 'BsmtFinSF1|CentralAir_Tencode', 'BsmtFinType1_Tencode|PavedDrive_Tencode', 'KitchenQual_Gd|Functional_Min2', 'GarageQual_Gd|BsmtCond_Gd', 'LandSlope_Mod|GarageQual_Po', 'KitchenAbvGr|Neighborhood_StoneBr', 'BsmtQual_Ex|BsmtFinType2_LwQ', 'LandContour_Tencode|RoofStyle_Gambrel', 'Functional_Maj1|GarageType_Attchd', 'Heating_Tencode|MasVnrType_Tencode', 'Exterior2nd_Tencode|GarageCond_Ex', 'Alley_Grvl|BsmtCond_Fa', 'Exterior2nd_BrkFace|Exterior1st_WdShing', 'BsmtQual_Tencode|BsmtFinType2_Rec', 'Foundation_PConc|Fence_GdPrv', 'LotFrontage|FireplaceQu_Ex', 'Exterior2nd_CmentBd|GarageQual_Tencode', 'Functional_Tencode|SaleCondition_Partial', 'PavedDrive_Y|MasVnrType_BrkCmn', 'Heating_GasW|LandContour_Tencode', 'GarageCars|LotArea', 'RoofMatl_CompShg|LandSlope_Sev', 'KitchenAbvGr|Exterior1st_BrkFace', 'FullBath|HalfBath', 'Fence_GdPrv|Exterior1st_Plywood', 'Exterior1st_VinylSd|Exterior1st_Tencode', 'GarageFinish_Fin|Neighborhood_Edwards', 'BsmtHalfBath|GarageType_2Types', 'ExterQual_Ex|Exterior1st_Tencode', 'MoSold|BsmtFinType2_Unf', 'BsmtFinType1_BLQ|BsmtQual_Gd', 'GarageType_CarPort|MSZoning_FV', 'BsmtFinType1_ALQ|Exterior1st_VinylSd', 'MiscFeature_Shed', 'PavedDrive_N|GarageType_BuiltIn', 'FireplaceQu_Tencode|Foundation_Slab', 'LandContour_Tencode|RoofStyle_Shed', 'Heating_GasA|BsmtFullBath', 'MSZoning_C (all)|ExterCond_Fa', 'GarageType_CarPort|HouseStyle_1.5Fin', 'HeatingQC_TA|HouseStyle_2Story', 'LotArea|BsmtQual_Ex', 'GarageCond_Ex|MasVnrArea', 'BsmtFinType2_GLQ|Heating_Grav', 'GarageFinish_Tencode|Neighborhood_Timber', 'BsmtFinType1_BLQ|LandSlope_Sev', 'ExterCond_Gd|Condition1_Tencode', 'BsmtHalfBath|GarageType_Tencode', 'Exterior1st_VinylSd|Exterior2nd_AsphShn', 'BsmtFinSF2|BsmtExposure_No', 'GarageType_Tencode|KitchenQual_TA', 'Foundation_Stone|Exterior1st_Plywood', 'LandContour_Lvl|CentralAir_Tencode', 'PavedDrive_Tencode|Functional_Maj1', 'Heating_Tencode|Condition1_Feedr', 'SaleCondition_Partial|BsmtCond_Fa', 'LotShape_Reg|Electrical_SBrkr', 'FireplaceQu_Fa|BsmtExposure_Mn', 'LandSlope_Mod|Neighborhood_Sawyer', 'BsmtFinType1_Tencode|HouseStyle_2Story', 'LandContour_HLS|MasVnrType_None', 'LotConfig_CulDSac|FireplaceQu_Fa', 'MiscFeature_Othr|GarageQual_TA', 'Neighborhood_Blmngtn|Neighborhood_NAmes', 'Exterior2nd_Tencode|Condition1_RRAn', 'Exterior1st_HdBoard|SaleType_ConLw', 'LandContour_Low|TotRmsAbvGrd', 'Condition1_Artery|Utilities_Tencode', 'Neighborhood_Edwards|Street_Grvl', 'Exterior2nd_Stone|ExterQual_Gd', 'ExterCond_Tencode|BsmtFinSF1', 'GarageCond_Fa|Street_Pave', 'LotConfig_Corner|MSZoning_RL', 'PavedDrive_N|KitchenQual_TA', 'RoofStyle_Shed|KitchenQual_Fa', 'Exterior2nd_AsbShng|PoolArea', 'BsmtFinType2_GLQ|Neighborhood_Veenker', 'GarageCond_Tencode|MasVnrType_BrkFace', 'GarageCond_TA|YearBuilt', 'HouseStyle_1.5Unf|BsmtFinType1_Unf', 'GarageCond_TA|BldgType_1Fam', 'GarageFinish_Tencode|ExterQual_Fa', 'Exterior1st_Stucco|Exterior2nd_VinylSd', 'RoofMatl_Tencode|FireplaceQu_Po', 'SaleCondition_Alloca|FireplaceQu_Fa', 'EnclosedPorch|Neighborhood_IDOTRR', 'GarageQual_Gd|BsmtFinType1_LwQ', 'Exterior1st_AsbShng|MoSold', 'RoofStyle_Flat|ExterCond_Tencode', 'BsmtQual_Tencode|Neighborhood_Tencode', 'BldgType_Twnhs|SaleType_Oth', 'Electrical_FuseA|Condition1_PosN', 'Fence_Tencode|HalfBath', 'Electrical_SBrkr|SaleType_WD', 'RoofMatl_Tar&Grv|KitchenQual_TA', 'Functional_Typ|BsmtCond_Tencode', 'RoofMatl_Tencode|ExterCond_Fa', 'Neighborhood_BrkSide|WoodDeckSF', 'BsmtCond_Po|FireplaceQu_TA', 'Condition1_PosN|MasVnrType_None', 'Functional_Tencode|Heating_Grav', 'LotShape_Reg|PavedDrive_Tencode', 'RoofStyle_Gable|KitchenQual_Fa', 'CentralAir_N|ExterCond_Fa', 'Heating_GasA|1stFlrSF', '3SsnPorch|OverallCond', 'LandSlope_Mod|GarageType_CarPort', 'BldgType_Duplex|Fence_MnWw', 'RoofStyle_Gambrel|Foundation_CBlock', 'GrLivArea|MasVnrType_BrkFace', 'Heating_Grav|BsmtFinType1_Rec', 'LotShape_IR2|Condition1_RRAn', 'HeatingQC_Gd|Foundation_CBlock', 'HalfBath|GarageFinish_Tencode', 'LotShape_IR1|Functional_Min2', 'Exterior1st_AsbShng|HeatingQC_Ex', 'Condition1_Norm|Exterior1st_MetalSd', 'BldgType_Twnhs|Exterior2nd_Plywood', 'Electrical_FuseA|BsmtQual_TA', 'Neighborhood_NPkVill|MiscVal', 'BldgType_TwnhsE|HouseStyle_2.5Unf', 'BsmtFinType2_Rec|Street_Grvl', 'Foundation_BrkTil|Condition2_Artery', 'Fence_GdPrv|Neighborhood_BrkSide', 'KitchenQual_Tencode|SaleType_Oth', 'PavedDrive_P|HouseStyle_2Story', 'BldgType_1Fam|BsmtExposure_Mn', 'YearRemodAdd|GarageFinish_Fin', 'MoSold|Utilities_AllPub', 'Street_Tencode|Alley_Pave', 'RoofMatl_CompShg|Functional_Mod', 'HeatingQC_Gd|Exterior1st_Plywood', 'BsmtQual_Fa|BsmtQual_TA', 'HouseStyle_1.5Unf|MSZoning_RL', 'Exterior1st_BrkFace|MasVnrType_BrkCmn', 'Electrical_SBrkr|SaleCondition_Alloca', 'LotShape_Tencode|KitchenQual_Gd', 'Electrical_Tencode|LotConfig_CulDSac', 'SaleType_ConLI|MSZoning_RM', 'LandSlope_Tencode|Neighborhood_Timber', 'Functional_Maj1|Condition2_Artery', 'GarageCond_Po|BldgType_TwnhsE', 'PavedDrive_N|BldgType_2fmCon', 'Exterior1st_AsbShng|1stFlrSF', 'GarageType_CarPort|Neighborhood_Sawyer', 'LandSlope_Mod|Neighborhood_MeadowV', 'SaleType_ConLD|HeatingQC_Tencode', 'Neighborhood_StoneBr|ExterQual_Tencode', 'PavedDrive_N|BsmtCond_Gd', 'BsmtFinType1_Tencode|CentralAir_Y', 'RoofStyle_Gambrel|Neighborhood_BrkSide', 'BldgType_2fmCon|FireplaceQu_Ex', 'GarageFinish_Unf|Utilities_AllPub', 'LandSlope_Tencode|SaleType_CWD', 'BldgType_2fmCon|BldgType_Twnhs', 'Neighborhood_NridgHt|Fence_GdPrv', 'LandContour_Lvl|HeatingQC_Tencode', 'RoofStyle_Hip|Exterior2nd_AsphShn', 'BldgType_2fmCon|SaleType_ConLD', 'Electrical_FuseP|Exterior2nd_Brk Cmn', 'PoolQC_Tencode|BsmtQual_TA', 'Alley_Pave|Alley_Grvl', 'KitchenQual_Ex|Condition2_Artery', 'ExterCond_TA|Exterior1st_Stucco', 'GarageType_Attchd|RoofMatl_WdShngl', 'Exterior2nd_Stone|Heating_GasW', 'LotShape_Reg|Neighborhood_NAmes', 'PavedDrive_Tencode|HouseStyle_2Story', 'Condition1_Feedr|FireplaceQu_Ex', 'HouseStyle_1Story|ExterCond_Tencode', 'Electrical_FuseP|Condition1_RRAn', 'LandSlope_Gtl|Exterior2nd_Wd Sdng', 'BldgType_2fmCon|GarageType_CarPort', 'Exterior2nd_Wd Sdng|Neighborhood_SawyerW', 'MasVnrType_BrkCmn|Exterior2nd_CmentBd', 'GarageCond_Gd|Condition1_RRAn', 'Electrical_Tencode|ExterCond_Fa', 'LotShape_IR3|Foundation_Slab', 'MoSold|MasVnrArea', 'BldgType_2fmCon|LotFrontage', 'GarageYrBlt|Exterior1st_Wd Sdng', 'LandSlope_Sev|KitchenQual_TA', 'Condition1_Artery|LandSlope_Gtl', 'Exterior2nd_Stucco|BsmtQual_Tencode', 'HeatingQC_Gd|Neighborhood_Timber', 'BsmtFinType2_GLQ|BldgType_1Fam', 'HeatingQC_Gd|LandSlope_Sev', 'BsmtExposure_Tencode|Heating_Grav', 'Exterior2nd_Tencode|Neighborhood_NAmes', 'RoofMatl_Tencode|BsmtFinType2_Rec', 'LandContour_Tencode|SaleType_CWD', 'Heating_Grav|Exterior2nd_MetalSd', 'GarageQual_Po|HouseStyle_SLvl', 'Electrical_Tencode|SaleCondition_Abnorml', 'BldgType_Tencode|HouseStyle_2Story', 'LandContour_Lvl|PavedDrive_P', 'BsmtCond_Tencode|Street_Pave', 'LotShape_IR3|MasVnrType_Tencode', '3SsnPorch|Condition1_PosA', 'SaleCondition_Tencode|Heating_GasA', 'HouseStyle_2.5Unf|Exterior1st_BrkComm', 'Exterior1st_Stucco|BsmtFinType1_Rec', 'SaleType_Tencode|MiscFeature_Shed', 'BsmtFinType1_GLQ|BsmtCond_TA', 'HouseStyle_1Story|Exterior2nd_Wd Shng', 'Condition1_Norm', 'Foundation_PConc|LandContour_Tencode', 'LotConfig_Tencode|MiscFeature_Tencode', 'Neighborhood_StoneBr|GarageType_Basment', 'LandContour_Tencode|BsmtQual_Fa', 'Exterior2nd_BrkFace|BsmtFinType1_ALQ', 'BsmtCond_Tencode|MasVnrType_Tencode', 'FireplaceQu_Po|HouseStyle_SLvl', 'Exterior1st_VinylSd|Condition1_Tencode', 'ExterQual_TA|Electrical_SBrkr', 'FireplaceQu_Tencode|GarageCond_Po', 'Heating_Grav|BsmtQual_Tencode', 'Street_Tencode|BldgType_TwnhsE', 'Foundation_Tencode|Exterior1st_BrkComm', 'KitchenAbvGr|KitchenQual_Fa', 'Exterior2nd_Wd Sdng|Exterior2nd_AsphShn', 'Utilities_Tencode|Electrical_SBrkr', 'KitchenQual_Ex|SaleCondition_Normal', 'SaleType_Oth|WoodDeckSF', 'LandContour_Low|GarageCond_Po', 'Neighborhood_NoRidge|BsmtCond_Po', 'GarageType_Detchd|SaleType_ConLI', 'GarageCars|MiscFeature_Tencode', 'GarageFinish_Fin|BsmtQual_TA', 'ExterCond_TA|BsmtCond_Po', 'Foundation_BrkTil|PavedDrive_Tencode', 'Neighborhood_Crawfor|Exterior1st_WdShing', 'Foundation_Tencode|BsmtFinType2_BLQ', 'BsmtFinType2_Tencode|Fence_GdPrv', 'MSZoning_Tencode|Neighborhood_BrkSide', 'BsmtFinType2_Tencode|1stFlrSF', 'Exterior2nd_Stucco|Electrical_FuseF', 'GarageType_Detchd|GarageYrBlt', 'Condition2_Artery|ExterCond_Fa', 'GarageType_Basment|Exterior2nd_AsphShn', 'ExterQual_Ex|Neighborhood_Crawfor', 'ExterQual_TA|BsmtFinType2_LwQ', 'Exterior1st_BrkFace|GarageFinish_RFn', 'FullBath|SaleCondition_Abnorml', 'RoofStyle_Hip|LotConfig_Inside', 'PoolQC_Tencode|BsmtFinType2_Rec', 'BedroomAbvGr|WoodDeckSF', 'GarageFinish_Unf|HouseStyle_1.5Fin', 'Functional_Maj1|FireplaceQu_Ex', 'Heating_Tencode|Exterior1st_VinylSd', 'Heating_GasW|Neighborhood_SWISU', 'BsmtFinType1_Tencode|GarageFinish_RFn', 'Neighborhood_Blmngtn|BldgType_Tencode', 'Exterior1st_BrkComm|HouseStyle_1.5Fin', 'BsmtHalfBath|ExterQual_Ex', 'Utilities_Tencode|BsmtFullBath', 'GarageCond_Ex|GarageQual_Tencode', 'Neighborhood_NWAmes|HouseStyle_2Story', 'EnclosedPorch|Electrical_FuseP', 'SaleType_ConLw|BedroomAbvGr', 'RoofStyle_Hip|Neighborhood_StoneBr', 'GarageCond_Tencode|BsmtUnfSF', 'Condition2_Artery|KitchenQual_TA', '1stFlrSF|ExterQual_Fa', 'BsmtCond_Gd|ExterQual_Fa', 'BsmtFinType2_BLQ|BsmtExposure_Mn', 'LandSlope_Tencode|BsmtCond_Tencode', 'LandContour_HLS|Exterior2nd_Brk Cmn', 'Exterior1st_HdBoard|Exterior2nd_Wd Shng', 'Utilities_Tencode|PavedDrive_N', 'CentralAir_Tencode|MasVnrType_BrkFace', 'Functional_Min1|BldgType_TwnhsE', 'Exterior2nd_Stone|BsmtFinType2_ALQ', 'Neighborhood_Edwards|Exterior2nd_Wd Shng', 'YearRemodAdd|BsmtQual_Tencode', 'BsmtFinType1_Rec|ExterQual_Gd', 'BedroomAbvGr|Alley_Grvl', 'SaleType_WD|BsmtCond_Fa', 'MSZoning_RM|Neighborhood_Timber', 'Exterior1st_BrkFace|Condition2_Norm', 'BsmtFinType1_Unf|BsmtExposure_Mn', 'SaleType_ConLD|KitchenQual_TA', 'BsmtFinType1_BLQ|Neighborhood_IDOTRR', 'Neighborhood_CollgCr|2ndFlrSF', 'LotShape_Tencode|SaleType_New', 'ExterCond_TA|Condition1_PosA', 'RoofStyle_Gambrel|WoodDeckSF', 'BsmtFinType1_Tencode|1stFlrSF', 'Exterior1st_Stucco|BsmtFinType2_Unf', 'GarageCond_TA|HouseStyle_SFoyer', 'Exterior1st_BrkFace|LowQualFinSF', 'PavedDrive_N|SaleType_COD', 'LotFrontage|Alley_Tencode', 'LandSlope_Mod|LandContour_Tencode', 'BsmtFinType1_Tencode|Exterior2nd_Plywood', 'Exterior1st_HdBoard|Neighborhood_SawyerW', 'Neighborhood_Blmngtn|PoolQC_Tencode', 'FireplaceQu_Tencode|Exterior1st_WdShing', 'Neighborhood_Tencode|BsmtFullBath', 'RoofStyle_Gable|Exterior2nd_AsphShn', 'RoofMatl_Tencode|BsmtFinType2_BLQ', 'Neighborhood_Mitchel|Functional_Min1', 'GarageFinish_Unf|MiscFeature_Gar2', 'KitchenQual_Gd|GarageCond_Tencode', 'Heating_Grav|LotConfig_Tencode', 'Electrical_SBrkr|Exterior1st_CemntBd', 'Functional_Typ|Functional_Min2', 'LotArea|Condition2_Norm', 'Heating_Grav|Exterior2nd_Wd Sdng', 'LandSlope_Gtl|Exterior1st_WdShing', 'BsmtFinType2_GLQ|LandSlope_Sev', 'GarageCars|Exterior1st_Wd Sdng', 'RoofStyle_Hip|Neighborhood_Tencode', 'Exterior1st_BrkFace|Exterior1st_BrkComm', 'HouseStyle_SFoyer|HalfBath', 'BldgType_Duplex|MiscFeature_Shed', 'Functional_Typ|Neighborhood_MeadowV', 'GarageCond_Tencode|OpenPorchSF', 'GarageType_BuiltIn', 'Exterior2nd_Tencode|BsmtFinType2_LwQ', 'GarageCars|Functional_Mod', 'Exterior1st_CemntBd|RoofMatl_WdShngl', 'Exterior1st_Stucco|BsmtFinType2_Rec', 'BsmtFinType2_GLQ|SaleType_CWD', 'Heating_Grav|Neighborhood_SawyerW', 'BsmtHalfBath|Exterior1st_MetalSd', 'LotFrontage|RoofStyle_Gambrel', 'RoofStyle_Flat|Condition1_Norm', 'YearRemodAdd|Heating_Grav', 'Condition1_Artery|Condition1_PosN', 'GarageCars|FireplaceQu_TA', 'GarageCond_Tencode|FireplaceQu_Ex', 'Foundation_BrkTil|GarageQual_TA', 'GarageQual_Fa|Fence_MnPrv', 'Neighborhood_NoRidge|ExterCond_Tencode', 'LandContour_Tencode|Neighborhood_Edwards', 'Neighborhood_Somerst|RoofStyle_Tencode', 'BsmtHalfBath|HouseStyle_2.5Unf', 'MoSold|MiscFeature_Shed', 'KitchenQual_Fa|Fence_MnWw', 'CentralAir_Y|MasVnrType_BrkFace', 'Neighborhood_Edwards|BsmtQual_TA', 'FireplaceQu_Fa|BsmtExposure_Av', 'FireplaceQu_TA|Neighborhood_MeadowV', 'LotFrontage|Neighborhood_NAmes', 'Neighborhood_CollgCr|KitchenQual_Fa', 'CentralAir_Y|SaleCondition_Abnorml', 'Electrical_FuseP|Neighborhood_Timber', 'BsmtCond_TA|Fence_MnWw', 'MiscFeature_Tencode|WoodDeckSF', 'HouseStyle_1Story|MiscVal', 'Condition1_Artery|Condition2_Tencode', 'Foundation_Stone|Condition1_RRAn', 'Neighborhood_Mitchel|SaleType_WD', 'Electrical_SBrkr|ExterCond_Tencode', 'GarageCars|BsmtQual_TA', 'Heating_GasA|GarageQual_TA', 'BsmtCond_Tencode|Street_Grvl', 'PavedDrive_N|LotArea', 'Fireplaces|Foundation_CBlock', 'Neighborhood_NridgHt|BsmtQual_TA', 'Exterior1st_BrkFace|LandContour_Tencode', 'Electrical_Tencode|LandContour_Lvl', 'LandSlope_Tencode|Exterior1st_BrkComm', 'HeatingQC_Gd|BsmtCond_Tencode', 'RoofStyle_Flat|GarageCond_TA', 'ExterQual_Ex|MSZoning_RL', 'BsmtFinType2_GLQ|SaleCondition_Normal', 'Functional_Tencode|ExterCond_Gd', 'SaleType_Tencode|Functional_Min2', 'Exterior1st_Stucco|Neighborhood_IDOTRR', 'FireplaceQu_Tencode|LotConfig_FR2', 'SaleCondition_Tencode|RoofMatl_Tencode', 'MoSold|SaleCondition_Normal', 'LotConfig_FR2|LotShape_IR3', 'RoofMatl_Tencode|BsmtExposure_Gd', 'GarageQual_Po|Functional_Min2', 'BsmtQual_Tencode|Condition1_PosA', 'SaleType_ConLD|FireplaceQu_TA', 'Exterior1st_Stucco|GarageCond_Ex', 'LotShape_IR1|Neighborhood_SWISU', 'Alley_Tencode|Exterior1st_BrkComm', 'YearRemodAdd|FireplaceQu_TA', 'Fireplaces|Neighborhood_BrkSide', 'PavedDrive_N|BsmtFinType2_Tencode', 'BsmtUnfSF|ExterQual_Tencode', 'Neighborhood_Blmngtn|HouseStyle_2.5Unf', 'YearRemodAdd|Exterior1st_BrkComm', 'GrLivArea|Exterior2nd_Wd Shng', 'Condition2_Artery|Exterior1st_Plywood', 'LotConfig_CulDSac|Exterior1st_BrkComm', 'FullBath|MasVnrArea', 'Foundation_PConc|Exterior2nd_Brk Cmn', 'RoofMatl_CompShg|Neighborhood_Crawfor', 'Street_Tencode|MoSold', 'FireplaceQu_Tencode|HeatingQC_Fa', 'Functional_Tencode|CentralAir_N', 'LotShape_IR1|Neighborhood_Timber', 'Exterior2nd_BrkFace|MoSold', 'Electrical_FuseP|ExterCond_Tencode', 'Heating_GasA|HouseStyle_SFoyer', 'Exterior2nd_BrkFace|Functional_Min1', 'GarageQual_Gd|BsmtFinSF2', 'LandSlope_Mod|Condition2_Tencode', 'GarageYrBlt|Neighborhood_Timber', 'BsmtFinSF2|BsmtCond_Gd', 'Street_Tencode|KitchenQual_Gd', 'Functional_Maj2|LandSlope_Gtl', 'GarageCond_Fa|ScreenPorch', 'Exterior2nd_CmentBd|MSZoning_Tencode', 'SaleType_Tencode|BsmtFinType1_GLQ', 'GarageFinish_Fin|BsmtFinType2_BLQ', 'LandContour_Low|Exterior1st_Wd Sdng', 'LandSlope_Mod|LowQualFinSF', 'GrLivArea|HouseStyle_2.5Unf', 'Street_Tencode|SaleType_New', 'BsmtExposure_Tencode|PavedDrive_N', 'Functional_Mod|MSZoning_RL', 'LandContour_Bnk|Exterior1st_CemntBd', 'GarageCars|BedroomAbvGr', 'BsmtFinType2_GLQ|LotArea', 'Functional_Maj1|Exterior1st_Plywood', 'SaleCondition_Family|LandContour_Lvl', 'Functional_Typ|Neighborhood_Crawfor', 'YrSold|Fence_GdWo', 'Neighborhood_Veenker|Exterior2nd_CmentBd', 'BsmtFullBath|RoofStyle_Shed', 'Neighborhood_NridgHt|Foundation_Tencode', 'HouseStyle_SFoyer|BsmtFinType1_Unf', 'HouseStyle_2.5Unf|MSZoning_FV', 'GarageArea|OverallCond', 'Functional_Typ|RoofStyle_Gable', 'Exterior1st_WdShing', 'LotConfig_FR2|Utilities_AllPub', 'BsmtFinSF2|Exterior1st_MetalSd', 'BsmtExposure_Tencode|Condition2_Norm', 'Condition1_Feedr|MasVnrArea', 'BsmtFinType2_Tencode|HouseStyle_2.5Unf', 'LowQualFinSF|GarageCond_Ex', 'Neighborhood_Sawyer|BldgType_Tencode', 'HalfBath|MoSold', 'LotConfig_FR2|Foundation_Tencode', 'BsmtQual_Fa|Exterior1st_CemntBd', 'Condition1_PosN|Exterior1st_VinylSd', 'RoofMatl_CompShg|Foundation_BrkTil', 'BsmtQual_Ex|MSZoning_RH', 'MoSold|Exterior1st_MetalSd', 'BsmtFinType2_Rec|BsmtCond_Po', 'BsmtFinType2_LwQ|2ndFlrSF', 'Exterior1st_HdBoard|Exterior1st_BrkComm', 'BsmtFinType2_Rec|BsmtCond_TA', 'RoofMatl_CompShg|CentralAir_Tencode', 'LandSlope_Sev|SaleCondition_Abnorml', 'RoofMatl_Tencode|MSZoning_RH', 'GarageCond_Po|ExterQual_Tencode', 'SaleCondition_Abnorml|Fence_MnPrv', 'Heating_GasW|FireplaceQu_Ex', 'Fence_GdWo|PoolArea', 'Foundation_Tencode|LandContour_Lvl', 'LotArea|GarageType_Basment', 'Exterior2nd_Stucco|BsmtQual_Fa', 'TotalBsmtSF|Condition1_PosN', 'Neighborhood_Blmngtn|Heating_GasW', 'BsmtFinType2_BLQ|MasVnrType_BrkFace', 'Exterior1st_BrkFace|BsmtFinType1_Rec', 'BldgType_1Fam|SaleCondition_Abnorml', 'MiscFeature_Shed|Exterior1st_VinylSd', 'Condition1_RRAe|HouseStyle_2Story', 'LotConfig_Corner|Neighborhood_CollgCr', 'BsmtQual_Ex|FireplaceQu_Ex', 'HeatingQC_Tencode|Functional_Min1', 'GarageCond_TA|MSSubClass', 'Heating_Grav|MSZoning_RL', 'SaleCondition_Tencode|Alley_Tencode', 'GarageCars|SaleType_Tencode', 'Exterior2nd_VinylSd|HalfBath', 'KitchenAbvGr|Heating_Tencode', 'BsmtFinType1_Rec|BsmtCond_TA', 'HeatingQC_Gd|Exterior2nd_CmentBd', 'Neighborhood_Mitchel|Neighborhood_NWAmes', 'PoolArea|Exterior2nd_Plywood', 'LotConfig_FR2|SaleType_Oth', 'BsmtQual_TA|Condition1_RRAn', 'GarageCars|RoofMatl_Tar&Grv', 'LotFrontage|BsmtExposure_Av', 'HeatingQC_TA|MSZoning_Tencode', 'Alley_Pave|Exterior2nd_BrkFace', 'BldgType_TwnhsE|Neighborhood_MeadowV', 'Neighborhood_Mitchel|ExterQual_Tencode', 'LotShape_IR1|GarageCond_Gd', 'SaleCondition_Tencode|ExterQual_Gd', 'Condition1_Tencode|MasVnrType_Stone', 'Condition1_PosA|Alley_Grvl', 'Neighborhood_Timber|Exterior2nd_Wd Shng', 'LotShape_Tencode|GarageFinish_Fin', 'GarageType_BuiltIn|Neighborhood_Sawyer', 'KitchenQual_Ex|Condition1_Feedr', 'Functional_Maj1|MiscFeature_Gar2', 'Neighborhood_BrDale|RoofMatl_CompShg', 'YearRemodAdd|ExterCond_Fa', 'Neighborhood_NPkVill|BsmtFinType1_Rec', 'Condition1_Artery|BsmtFinType2_BLQ', 'LotFrontage|KitchenQual_Ex', 'HeatingQC_Gd|Condition2_Norm', 'TotRmsAbvGrd|MSZoning_RM', 'BldgType_1Fam|Alley_Grvl', 'FireplaceQu_Fa|BsmtQual_Gd', 'Functional_Maj2|Foundation_Slab', 'Condition1_Artery|WoodDeckSF', 'FireplaceQu_Tencode|HouseStyle_SFoyer', 'Condition1_Artery|BsmtHalfBath', 'KitchenQual_Tencode|MSZoning_RM', 'Neighborhood_Edwards|2ndFlrSF', 'CentralAir_N|Neighborhood_BrkSide', 'LotShape_Tencode|Heating_Grav', 'Functional_Maj2|RoofStyle_Shed', 'BsmtExposure_Av|ScreenPorch', 'Electrical_FuseF|GarageQual_Po', 'BsmtFullBath|1stFlrSF', 'SaleCondition_Alloca|BsmtFinSF1', 'LandSlope_Sev|ExterCond_Gd', 'YrSold|Heating_GasA', 'HouseStyle_Tencode|Exterior1st_Tencode', 'BsmtFinType1_Tencode|GarageCond_TA', 'Functional_Tencode|HouseStyle_1.5Unf', 'RoofMatl_CompShg|LandContour_HLS', 'YearRemodAdd|Neighborhood_NPkVill', 'Neighborhood_Blmngtn|MasVnrType_BrkCmn', 'GarageFinish_Fin|Fireplaces', 'Neighborhood_ClearCr|SaleType_Oth', 'Neighborhood_Edwards|ExterQual_Fa', 'RoofStyle_Flat|MSZoning_FV', 'RoofStyle_Gambrel|Exterior1st_CemntBd', 'BsmtFinType1_Tencode|GarageArea', 'Neighborhood_NAmes|GarageType_CarPort', 'Fence_GdPrv|Exterior2nd_Wd Shng', 'Condition1_PosA|HouseStyle_SLvl', 'GarageCond_Po|Neighborhood_StoneBr', 'BsmtFinType1_Rec|Electrical_FuseF', 'Exterior1st_Tencode|WoodDeckSF', 'Fireplaces|BsmtFullBath', 'Heating_GasA|Condition1_Feedr', '1stFlrSF|LandSlope_Gtl', 'TotRmsAbvGrd|ExterQual_Fa', 'SaleCondition_Tencode|BsmtFinType2_Tencode', 'BsmtQual_Ex|Exterior2nd_HdBoard', 'LotConfig_Tencode|MasVnrType_Stone', 'TotRmsAbvGrd|OpenPorchSF', 'BsmtQual_Tencode|Neighborhood_OldTown', 'LandContour_Low|SaleCondition_Normal', 'ExterQual_Gd|BsmtExposure_Mn', 'LotConfig_Corner|GarageCond_Fa', 'HouseStyle_1Story|SaleType_WD', 'PoolQC_Tencode|Exterior1st_VinylSd', 'RoofStyle_Gambrel|Exterior2nd_HdBoard', 'LotConfig_Corner|FireplaceQu_TA', 'BsmtFinType1_LwQ|BsmtFinType1_Unf', 'LowQualFinSF|MiscFeature_Gar2', 'BsmtFinType2_ALQ', 'Neighborhood_Sawyer|GarageYrBlt', 'Exterior2nd_VinylSd|BsmtFullBath', 'GrLivArea|MSZoning_Tencode', 'Electrical_SBrkr|LotConfig_Tencode', 'HalfBath|BsmtFinType2_LwQ', 'YrSold|Street_Tencode', 'BsmtFinType2_Rec|GarageType_CarPort', 'KitchenQual_TA|MasVnrType_Stone', 'BsmtFinType1_BLQ|KitchenQual_TA', 'BsmtExposure_Gd|BsmtCond_Fa', 'Electrical_Tencode|BsmtFinType2_BLQ', 'BsmtFinType1_BLQ|Condition1_Tencode', 'BsmtFinType1_Tencode|BsmtCond_Tencode', 'Exterior1st_BrkFace|GarageQual_Po', 'LandSlope_Sev|BsmtExposure_Gd', 'BsmtFinType2_LwQ|CentralAir_Tencode', 'Electrical_FuseA|BsmtFinType2_Rec', 'PavedDrive_Y|Exterior2nd_Wd Sdng', 'GarageCond_Po|Fence_MnPrv', 'HouseStyle_SFoyer|Fence_GdPrv', 'PavedDrive_P|KitchenQual_TA', 'RoofMatl_WdShngl|Exterior1st_Wd Sdng', 'SaleCondition_Partial|BsmtFinType1_Unf', 'Exterior2nd_VinylSd|WoodDeckSF', 'Neighborhood_OldTown|BsmtFinType1_ALQ', 'BsmtQual_Tencode|MSZoning_Tencode', 'EnclosedPorch|BedroomAbvGr', 'LandSlope_Mod|BsmtExposure_Gd', 'GarageCond_Fa|MasVnrType_BrkFace', 'Electrical_FuseA|BsmtQual_Gd', 'ExterQual_Ex|Exterior2nd_Wd Shng', 'LowQualFinSF|HouseStyle_2.5Unf', 'BsmtFinType2_Unf|BsmtFinSF1', 'FireplaceQu_Tencode|GarageCond_TA', 'BsmtFinSF2|Electrical_FuseF', '2ndFlrSF|Exterior1st_Plywood', 'Neighborhood_NPkVill|GarageQual_Gd', 'HouseStyle_1.5Unf|Condition2_Norm', 'Condition1_PosN|BldgType_1Fam', 'KitchenQual_Tencode|Condition1_RRAe', 'Neighborhood_ClearCr|Functional_Maj1', 'TotalBsmtSF|SaleType_ConLw', 'LandSlope_Tencode|Exterior1st_MetalSd', 'RoofStyle_Flat|Neighborhood_CollgCr', 'BsmtQual_Tencode|LandContour_HLS', 'Exterior1st_BrkFace|LotConfig_CulDSac', 'LandContour_Lvl|BsmtFinType2_LwQ', 'EnclosedPorch|HeatingQC_Tencode', 'RoofStyle_Hip|Condition1_RRAe', 'LandContour_Tencode|ExterQual_Gd', 'KitchenAbvGr|Foundation_Slab', 'Neighborhood_BrDale|LotConfig_CulDSac', 'LandSlope_Tencode|CentralAir_Tencode', 'Neighborhood_Blmngtn|GarageType_Attchd', 'GarageType_Detchd|RoofMatl_WdShngl', 'Utilities_Tencode|HouseStyle_2.5Unf', 'LandContour_Tencode|ExterCond_Gd', 'BsmtFinType2_ALQ|Heating_Tencode', 'LotShape_Tencode|Neighborhood_Edwards', 'LandSlope_Gtl|BsmtFinType1_Unf', 'SaleCondition_Tencode|1stFlrSF', 'KitchenAbvGr|LotFrontage', 'GarageQual_Po|FireplaceQu_Ex', 'Exterior1st_HdBoard|MasVnrType_BrkFace', 'Exterior1st_BrkFace|Neighborhood_StoneBr', 'Functional_Maj2', 'MSSubClass|MasVnrType_Tencode', 'Foundation_BrkTil|LandContour_Tencode', 'Exterior1st_HdBoard|MiscFeature_Gar2', 'Alley_Tencode|RoofMatl_CompShg', 'SaleType_ConLI|Condition1_RRAn', 'HeatingQC_Gd|3SsnPorch', 'Neighborhood_NWAmes|BsmtQual_Gd', 'Condition1_Artery|BldgType_1Fam', 'BldgType_2fmCon|GarageCond_Fa', 'Condition2_Tencode', 'GarageCars|MSZoning_RH', 'Exterior1st_BrkFace|MSZoning_RH', 'HeatingQC_Fa|GarageType_Tencode', 'RoofStyle_Gambrel', 'SaleType_New|Condition1_Norm', 'MiscFeature_Othr|2ndFlrSF', 'GarageType_Tencode|Neighborhood_BrkSide', 'MoSold|MasVnrType_Stone', 'BsmtFinType2_BLQ|BsmtFinType1_Rec', 'Exterior1st_Stucco|KitchenQual_Tencode', 'BsmtFinType2_Rec|BsmtFinSF1', 'SaleType_ConLw|Condition1_PosA', 'KitchenQual_Gd|Functional_Maj2', 'YearRemodAdd|MiscFeature_Tencode', 'Functional_Min1|LotConfig_Tencode', 'FireplaceQu_Ex|Condition1_RRAn', 'OverallQual|BsmtFinType1_Unf', 'BsmtQual_TA|Foundation_Slab', 'SaleType_New|PoolArea', 'Exterior2nd_Stucco|Foundation_BrkTil', 'GarageCond_Ex|Functional_Min2', 'Neighborhood_NridgHt|BsmtFinType2_LwQ', 'ExterCond_TA|SaleType_COD', 'BsmtQual_Ex|Street_Pave', 'SaleType_ConLw|MasVnrArea', 'LotShape_Tencode|HeatingQC_Fa', 'Fence_GdWo|PavedDrive_P', 'Street_Grvl|BsmtQual_Gd', 'LandContour_Low|RoofStyle_Hip', 'Neighborhood_Edwards|Condition1_PosN', 'BsmtCond_Po|HouseStyle_2.5Unf', 'BsmtFinType1_ALQ|LowQualFinSF', 'BsmtQual_TA|FireplaceQu_TA', 'Foundation_PConc|BsmtCond_TA', 'HouseStyle_1Story|Neighborhood_ClearCr', 'Exterior2nd_BrkFace|HouseStyle_SLvl', 'HouseStyle_SFoyer|Condition2_Norm', 'OverallQual|BsmtFinType1_Tencode', 'RoofMatl_Tencode|BsmtUnfSF', 'GarageQual_Fa|Exterior2nd_CmentBd', 'BsmtFinType1_ALQ|MasVnrType_BrkFace', 'Foundation_Tencode|FireplaceQu_TA', 'KitchenQual_Gd|SaleType_WD', 'Foundation_Stone|Neighborhood_BrkSide', 'YrSold|BsmtFinType2_ALQ', 'FireplaceQu_Fa|Exterior1st_VinylSd', 'BsmtFullBath|Neighborhood_MeadowV', 'BsmtQual_Fa|RoofStyle_Tencode', 'SaleType_New|Neighborhood_NAmes', 'LandContour_HLS|GarageFinish_RFn', 'FireplaceQu_TA|MSZoning_Tencode', 'PoolArea|MiscFeature_Gar2', 'Heating_GasA|SaleCondition_Alloca', 'GarageCond_Tencode|Foundation_CBlock', 'ExterQual_Gd|ScreenPorch', 'BldgType_Duplex|Exterior2nd_Wd Sdng', 'HouseStyle_1.5Unf|Exterior1st_WdShing', 'LotArea|WoodDeckSF', 'RoofStyle_Flat|Functional_Min1', 'BldgType_1Fam|Fence_MnWw', 'Heating_GasA|BsmtFinType2_Unf', 'OpenPorchSF|GarageQual_Tencode', 'GarageType_Detchd|Foundation_PConc', 'GarageType_Detchd|Neighborhood_NridgHt', 'CentralAir_Tencode|ExterCond_Fa', 'MasVnrType_None|GarageType_2Types', 'Condition1_Tencode|Exterior2nd_Brk Cmn', 'LandContour_Bnk|BsmtFinSF1', 'BsmtFinType2_BLQ|Exterior1st_Tencode', 'EnclosedPorch|MSZoning_FV', 'GarageType_Detchd|Exterior2nd_HdBoard', 'HouseStyle_2.5Unf|GarageQual_Tencode', 'KitchenQual_Gd|BsmtQual_TA', 'PoolArea|Exterior1st_Wd Sdng', 'BsmtFinSF2|BsmtFinType2_LwQ', 'Street_Tencode|HouseStyle_SFoyer', 'GarageQual_TA|Exterior1st_VinylSd', 'BsmtQual_Ex|SaleType_New', 'LotConfig_Corner|BsmtHalfBath', 'Foundation_CBlock|WoodDeckSF', 'LotConfig_Corner|WoodDeckSF', 'Utilities_Tencode|MasVnrType_Tencode', 'Exterior1st_CemntBd|BsmtFinType2_LwQ', 'GarageCars|Alley_Grvl', 'PoolQC_Tencode|Condition1_RRAe', 'Foundation_PConc|3SsnPorch', 'Neighborhood_OldTown|LotConfig_Tencode', 'GarageCond_Tencode|Exterior2nd_MetalSd', 'GarageCond_TA|BsmtFinType2_Rec', 'Condition1_Artery|MasVnrType_Stone', 'SaleType_WD|SaleCondition_Partial', 'LotShape_Tencode|GarageFinish_Unf', 'Exterior1st_AsbShng|SaleCondition_Family', 'PavedDrive_Tencode|GarageYrBlt', 'RoofStyle_Flat|Condition2_Norm', 'Street_Tencode|Exterior1st_Wd Sdng', 'LandSlope_Mod|Electrical_SBrkr', 'MiscVal|BsmtCond_Po', 'CentralAir_Tencode|Exterior2nd_Brk Cmn', 'Exterior1st_BrkFace|GarageType_Tencode', 'LotShape_Reg|MasVnrArea', 'BsmtQual_Ex|Exterior2nd_AsphShn', 'LotConfig_FR2|Exterior2nd_HdBoard', 'BsmtFinType1_Rec|Exterior2nd_Wd Sdng', 'Exterior2nd_Stucco|GarageYrBlt', 'BsmtFinSF2|Neighborhood_Tencode', 'Alley_Tencode|GarageType_BuiltIn', 'Exterior2nd_Stone|LandContour_Low', 'RoofMatl_CompShg|Exterior1st_Plywood', 'BsmtHalfBath|Exterior2nd_Tencode', 'RoofStyle_Hip|Foundation_Stone', 'RoofStyle_Flat|SaleType_New', 'SaleCondition_Tencode|KitchenQual_Ex', 'OverallQual|BsmtQual_Gd', 'Exterior2nd_Tencode|PavedDrive_Y', 'Neighborhood_OldTown|ExterQual_Gd', 'BldgType_Duplex|Exterior1st_VinylSd', 'Foundation_Tencode|GarageQual_Tencode', 'RoofMatl_Tencode|MSZoning_RL', 'BsmtFinType2_GLQ|BldgType_Tencode', 'LandSlope_Mod|LotConfig_Tencode', 'Condition1_PosN|LowQualFinSF', 'Exterior2nd_Stucco|MSZoning_RM', 'BsmtFinType2_GLQ|Exterior1st_AsbShng', 'GrLivArea|ExterQual_Gd', 'OverallCond|GarageYrBlt', 'RoofStyle_Hip|LandContour_Tencode', 'BsmtFinSF2|Functional_Mod', 'ExterCond_TA|LowQualFinSF', 'GarageCond_Gd|FireplaceQu_Ex', 'Neighborhood_NridgHt|BsmtCond_Fa', 'Street_Tencode|SaleType_WD', 'HouseStyle_1Story|GarageCond_Tencode', 'RoofStyle_Hip|Neighborhood_NoRidge', 'BsmtQual_Ex|GarageQual_Po', 'Electrical_Tencode|Neighborhood_IDOTRR', 'SaleCondition_Normal|Fence_MnPrv', 'LandContour_Lvl|BldgType_1Fam', 'YrSold|PoolArea', 'BsmtFinType1_ALQ|Neighborhood_SWISU', 'GarageQual_Gd|Neighborhood_NWAmes', 'Foundation_Stone|MasVnrType_BrkFace', 'GrLivArea|PoolQC_Tencode', 'YearRemodAdd|Electrical_Tencode', 'Exterior2nd_Stone|FireplaceQu_TA', 'Exterior1st_BrkFace|RoofMatl_Tar&Grv', 'Neighborhood_Tencode|MSZoning_C (all)', 'SaleCondition_Alloca|GarageFinish_RFn', 'SaleType_ConLw|Condition1_Norm', 'LotShape_Reg|Exterior1st_HdBoard', 'Heating_Grav|GarageFinish_Tencode', 'HeatingQC_Tencode|Condition2_Tencode', 'LandContour_Lvl|Neighborhood_BrkSide', 'LotShape_IR2|PoolArea', 'Fence_GdPrv|HouseStyle_1.5Fin', 'HouseStyle_SFoyer|Functional_Min1', 'BsmtExposure_Tencode|BsmtQual_TA', 'RoofMatl_Tencode|HouseStyle_2.5Unf', 'Neighborhood_NPkVill|KitchenQual_Fa', 'BsmtCond_TA|WoodDeckSF', 'SaleType_ConLw|BldgType_1Fam', 'LandContour_Lvl|Condition1_RRAe', 'RoofMatl_Tencode|BsmtCond_Po', 'Exterior2nd_CmentBd|BsmtFinType2_Rec', 'BsmtQual_Tencode|Fence_MnPrv', 'PavedDrive_N|Neighborhood_NPkVill', 'GarageCond_Po|Electrical_SBrkr', 'Exterior1st_AsbShng|Condition1_RRAe', 'Functional_Maj2|OverallCond', 'ExterQual_TA|MSZoning_Tencode', 'PavedDrive_Y|ExterQual_Fa', 'LandContour_Tencode|LotConfig_Inside', 'Neighborhood_NPkVill|BsmtCond_Tencode', 'GarageCond_Po|BsmtFinType1_GLQ', 'KitchenQual_Gd|Exterior1st_VinylSd', 'Exterior2nd_MetalSd|MSSubClass', 'LotConfig_Corner|LandContour_HLS', 'BsmtCond_Tencode|BsmtFinSF1', 'SaleCondition_Family|BsmtFinType1_ALQ', 'BsmtQual_Tencode|Exterior2nd_Tencode', 'GarageType_Detchd|MSZoning_RL', 'BsmtFinType1_Rec|SaleType_COD', 'HeatingQC_Fa|MSZoning_RH', 'Foundation_BrkTil|Neighborhood_Timber', 'BsmtFinType2_GLQ|GarageCond_Tencode', 'LandContour_Low|BedroomAbvGr', 'KitchenQual_Ex|HeatingQC_Tencode', 'Exterior2nd_Wd Sdng|MSZoning_Tencode', 'MiscFeature_Othr|FireplaceQu_Fa', 'HouseStyle_Tencode|GarageCond_Tencode', 'Neighborhood_Mitchel|Neighborhood_Edwards', 'TotalBsmtSF|Electrical_FuseF', 'BsmtFinType1_Tencode|GarageQual_Fa', 'RoofStyle_Shed|PavedDrive_P', 'SaleType_ConLI|Exterior2nd_MetalSd', 'Functional_Typ|Functional_Maj2', 'Fence_GdWo|LotShape_IR3', 'Alley_Tencode|HouseStyle_Tencode', 'GarageCars|GarageQual_Fa', 'BsmtFinType2_LwQ|Condition2_Norm', 'Exterior2nd_AsbShng|GarageCond_Po', 'HeatingQC_Gd|Fence_GdWo', 'RoofStyle_Hip|SaleType_New', 'BsmtQual_Fa|BsmtCond_Fa', 'Electrical_SBrkr|GarageQual_Fa', '2ndFlrSF|GarageFinish_RFn', 'ExterQual_TA|PavedDrive_Y', 'SaleType_COD|HouseStyle_SLvl', 'Exterior2nd_Tencode|PoolArea', 'RoofStyle_Flat|PavedDrive_Tencode', 'OverallCond|SaleType_Oth', 'Heating_Tencode|Condition1_RRAe', 'SaleType_Tencode|ExterCond_Tencode', 'OpenPorchSF|Neighborhood_StoneBr', 'RoofStyle_Gable|CentralAir_Tencode', 'BsmtFinSF2|HouseStyle_2Story', 'MSZoning_C (all)|SaleType_COD', 'GarageCond_Fa|Exterior1st_Plywood', 'Alley_Tencode|MSZoning_FV', 'KitchenAbvGr|Neighborhood_OldTown', 'LotConfig_Corner|BsmtFinSF2', 'Neighborhood_IDOTRR|HouseStyle_2Story', 'BsmtFinType2_ALQ|HouseStyle_2Story', 'Foundation_Stone|SaleType_COD', '3SsnPorch|Exterior1st_MetalSd', 'RoofMatl_Tencode|GarageType_CarPort', 'SaleType_ConLw|GarageCond_Fa', 'Foundation_Stone|RoofStyle_Shed', 'BsmtFinType2_Rec|Neighborhood_MeadowV', 'LotShape_Tencode|1stFlrSF', 'Alley_Tencode|Electrical_FuseP', 'Exterior2nd_AsbShng|RoofStyle_Flat', 'GarageType_Attchd|Neighborhood_Crawfor', 'RoofMatl_Tar&Grv|Utilities_AllPub', 'Foundation_PConc|Functional_Typ', 'Neighborhood_NoRidge|Neighborhood_Tencode', 'Foundation_CBlock|BsmtCond_TA', 'LandContour_Bnk|HeatingQC_Ex', 'GarageQual_TA|MSZoning_Tencode', 'YearRemodAdd|Street_Pave', 'MiscFeature_Shed|GarageQual_Tencode', 'Electrical_Tencode|ExterCond_Gd', 'SaleType_ConLI|Electrical_SBrkr', 'CentralAir_N|Fence_MnWw', 'HeatingQC_Fa|GarageType_BuiltIn', 'MasVnrType_BrkFace|Exterior1st_MetalSd', 'SaleCondition_Tencode|GarageType_Attchd', 'LandSlope_Sev|RoofMatl_WdShngl', 'ExterCond_TA|Exterior1st_WdShing', 'Utilities_Tencode|BsmtFinType2_Rec', 'SaleType_ConLI|Neighborhood_MeadowV', 'BsmtQual_TA|Neighborhood_Sawyer', 'YrSold|Fence_MnPrv', 'FireplaceQu_Fa|ExterQual_Gd', 'LotFrontage|MSZoning_C (all)', 'Neighborhood_Mitchel|Exterior2nd_CmentBd', 'Exterior2nd_Wd Shng|Fence_MnPrv', 'Heating_Tencode|BedroomAbvGr', 'Condition1_PosA|ScreenPorch', 'RoofStyle_Hip|BsmtQual_Tencode', 'RoofStyle_Flat|MiscFeature_Tencode', 'BsmtQual_Tencode|Condition1_Norm', 'LandSlope_Sev|Exterior1st_Wd Sdng', 'MiscFeature_Shed|HouseStyle_1.5Fin', 'SaleType_ConLw|Neighborhood_NWAmes', 'HouseStyle_1Story|SaleType_Oth', 'Heating_GasA|KitchenQual_Tencode', 'GarageCond_TA|BsmtFinType1_GLQ', 'FireplaceQu_Ex|HouseStyle_2Story', 'GarageCond_TA|MiscFeature_Gar2', 'Exterior1st_AsbShng|SaleType_ConLD', 'BsmtFinType1_BLQ|FireplaceQu_Ex', 'RoofStyle_Flat|HouseStyle_2.5Unf', 'Exterior1st_BrkFace|MSZoning_C (all)', 'Neighborhood_Mitchel|Fence_GdPrv', 'GarageCars|BsmtQual_Fa', 'Alley_Pave|HouseStyle_2.5Unf', 'KitchenQual_Gd|ExterQual_Gd', 'BsmtQual_Tencode|Exterior2nd_AsphShn', 'ExterCond_TA|KitchenQual_Ex', 'Exterior2nd_AsbShng|GarageFinish_Tencode', 'KitchenQual_Tencode|BsmtCond_TA', 'HalfBath|RoofStyle_Tencode', 'TotRmsAbvGrd|BsmtQual_Gd', 'LandContour_Tencode|BsmtCond_Tencode', 'BsmtQual_Ex|LotShape_IR3', 'Condition1_Feedr|Exterior1st_BrkComm', 'PavedDrive_Y|ExterCond_Tencode', 'FullBath|HouseStyle_1.5Unf', 'BsmtHalfBath|Foundation_CBlock', 'GarageQual_TA|BsmtFinType2_Rec', 'GarageQual_Fa|KitchenQual_Fa', 'Heating_GasA|GarageType_Attchd', 'BsmtFinSF2|3SsnPorch', 'BedroomAbvGr|HeatingQC_Tencode', 'MiscFeature_Othr|ExterCond_Fa', 'LandContour_HLS|MSZoning_RH', 'BsmtExposure_Tencode|MiscFeature_Gar2', 'BldgType_TwnhsE|Exterior1st_MetalSd', 'BldgType_TwnhsE|SaleType_CWD', 'PavedDrive_N|Fence_GdPrv', 'TotalBsmtSF|Exterior1st_CemntBd', 'Functional_Maj1|Neighborhood_IDOTRR', 'Exterior2nd_VinylSd|SaleType_Oth', 'SaleCondition_Family|ExterQual_Tencode', 'LotShape_Tencode|LandContour_Tencode', 'MiscFeature_Shed|BsmtFinType2_Unf', 'Neighborhood_IDOTRR|MasVnrType_Tencode', 'Neighborhood_Edwards|BldgType_TwnhsE', 'Electrical_Tencode|FireplaceQu_Po', 'SaleType_ConLI|MasVnrType_None', 'GarageQual_Gd|Condition1_RRAe', 'RoofStyle_Hip|Functional_Min1', 'Neighborhood_Mitchel|Heating_GasW', 'KitchenQual_Ex|BsmtFinType2_Rec', 'BsmtFinSF2|GarageQual_TA', 'KitchenQual_Tencode|MoSold', 'Street_Tencode|Exterior2nd_Wd Sdng', 'RoofMatl_Tencode|GarageQual_Tencode', 'Exterior1st_Stucco|ExterQual_Ex', 'EnclosedPorch|BsmtFinType1_GLQ', 'BsmtFinType1_BLQ|Neighborhood_Somerst', 'SaleCondition_Family|Neighborhood_Gilbert', 'GarageType_Tencode|HeatingQC_Tencode', 'LotConfig_Corner|Exterior2nd_Plywood', 'PavedDrive_P|MSZoning_Tencode', 'RoofStyle_Hip|ExterCond_TA', 'TotRmsAbvGrd|Exterior2nd_CmentBd', 'RoofStyle_Flat|Functional_Maj2', 'OpenPorchSF|Exterior2nd_Wd Shng', 'Neighborhood_Blmngtn|PavedDrive_Tencode', 'GarageCond_Fa|MSSubClass', 'ExterCond_Tencode|MasVnrType_Stone', 'RoofStyle_Hip|BsmtFinSF2', 'HouseStyle_Tencode|GarageQual_TA', 'Heating_Grav|MasVnrArea', 'YrSold|ExterQual_Tencode', 'MasVnrType_BrkCmn|Condition1_Norm', 'Electrical_SBrkr|MasVnrType_Tencode', 'RoofStyle_Gable|LotConfig_Tencode', 'LandContour_Bnk|Foundation_Slab', 'Electrical_SBrkr|Condition1_PosN', 'Neighborhood_BrDale|FireplaceQu_Ex', 'ExterQual_Ex|CentralAir_N', 'HouseStyle_1Story|MasVnrType_Tencode', 'KitchenQual_Gd|Condition1_RRAn', 'Neighborhood_BrDale|LandContour_Tencode', 'PavedDrive_Tencode|BsmtCond_Tencode', 'GarageType_Detchd|Neighborhood_BrDale', 'ExterCond_TA|Functional_Min2', 'FireplaceQu_Po|Foundation_Tencode', 'Street_Tencode|RoofStyle_Flat', 'Exterior1st_AsbShng|SaleCondition_Partial', 'GarageCond_Po|BsmtFullBath', 'MasVnrType_None|MiscFeature_Gar2', 'YearRemodAdd|ExterCond_TA', 'SaleCondition_Abnorml|MSZoning_RH', 'FireplaceQu_Gd|Alley_Tencode', 'KitchenAbvGr|GarageQual_Po', 'Exterior2nd_BrkFace|Condition2_Norm', 'Heating_GasA|BsmtFinType2_LwQ', 'Exterior1st_Stucco|MasVnrType_Stone', 'LotShape_IR1|PoolQC_Tencode', 'Heating_GasW|OverallCond', 'BsmtFinType2_BLQ|CentralAir_Tencode', 'MasVnrType_None|BsmtFinType1_LwQ', 'Alley_Pave|Heating_Grav', 'ExterQual_TA|GarageFinish_Fin', 'Neighborhood_NoRidge|MSSubClass', 'GarageCond_Ex|BsmtFinType1_Unf', 'Neighborhood_CollgCr|Exterior2nd_VinylSd', 'MiscFeature_Shed|Neighborhood_IDOTRR', 'LotShape_Reg|OverallCond', 'GarageCond_Ex|BsmtFinSF1', 'PavedDrive_N|Street_Grvl', 'LandContour_Bnk|BsmtExposure_Mn', 'GarageFinish_Tencode|MiscFeature_Tencode', 'Electrical_FuseP|Condition1_PosA', 'Neighborhood_OldTown|OverallCond', 'LandSlope_Tencode|Condition2_Norm', 'BsmtFinType2_LwQ|MSZoning_RL', 'GarageFinish_Unf|BsmtQual_Fa', 'BsmtFinType1_LwQ|Neighborhood_BrkSide', 'RoofMatl_Tencode|HeatingQC_TA', 'GarageCond_Po|Condition1_PosA', 'BsmtExposure_Av|HouseStyle_2Story', 'LotShape_IR1|MasVnrType_Tencode', 'GarageFinish_Fin|Condition1_RRAn', 'GarageFinish_RFn|GarageType_2Types', 'HeatingQC_TA|GarageQual_Fa', 'BsmtExposure_Tencode|BsmtFinType1_ALQ', 'Foundation_BrkTil|MSZoning_RM', 'Neighborhood_Veenker|ExterQual_Gd', 'Exterior2nd_Wd Sdng|Condition1_RRAn', 'Foundation_PConc|Exterior1st_Wd Sdng', 'ExterCond_TA|SaleType_WD', 'Neighborhood_Edwards|Neighborhood_NWAmes', 'Functional_Tencode|Neighborhood_Timber', 'ExterQual_Ex|ExterCond_Fa', 'LandContour_Lvl|GarageCond_Fa', 'Electrical_FuseA|LandContour_Tencode', 'Condition2_Artery|Fence_MnWw', 'BsmtCond_Po|BldgType_TwnhsE', 'MiscVal|CentralAir_Tencode', 'BsmtFinType1_Tencode|Condition2_Norm', 'EnclosedPorch|Alley_Grvl', 'FireplaceQu_Gd|SaleCondition_Normal', 'LotShape_IR2|MSZoning_RH', 'BsmtFinSF2|PoolQC_Tencode', 'Functional_Maj2|Exterior1st_WdShing', 'SaleType_ConLI|MoSold', 'BsmtFinType2_ALQ|Fence_MnWw', 'GarageFinish_Unf|BldgType_Twnhs', 'HeatingQC_TA|Foundation_BrkTil', 'Neighborhood_Mitchel|Condition2_Norm', 'Exterior2nd_Stucco|PavedDrive_Tencode', 'BsmtFinType2_ALQ|Functional_Min1', 'Neighborhood_BrDale|GarageFinish_Tencode', 'YearRemodAdd|GarageYrBlt', 'MiscFeature_Shed|BsmtCond_Tencode', 'BsmtCond_Tencode|Exterior1st_MetalSd', 'PavedDrive_Tencode|GarageCond_Gd', 'RoofStyle_Hip|BsmtFinSF1', 'BsmtExposure_Gd|RoofMatl_WdShngl', 'ExterCond_TA|GarageType_CarPort', 'Heating_Tencode|Exterior2nd_Plywood', 'Functional_Tencode|PoolQC_Tencode', 'ExterQual_Ex|Exterior1st_Wd Sdng', 'YearRemodAdd|Exterior2nd_Plywood', 'YearBuilt|SaleCondition_Normal', 'TotalBsmtSF|CentralAir_N', 'Functional_Tencode|SaleCondition_Alloca', 'Functional_Tencode|BsmtFinType1_Unf', 'BsmtFinType2_GLQ|KitchenQual_Ex', 'LandSlope_Tencode|LotShape_IR3', 'HeatingQC_Gd|ExterQual_Gd', 'YrSold|SaleCondition_Partial', 'Alley_Pave|RoofStyle_Gambrel', 'GarageQual_Gd|Exterior2nd_Wd Sdng', 'Street_Tencode|GarageFinish_Tencode', 'Neighborhood_Somerst|ExterCond_Fa', 'PoolArea|Fence_MnWw', 'LotShape_Reg|BsmtFinType2_ALQ', 'MiscFeature_Othr|GarageArea', 'Condition2_Tencode|Foundation_CBlock', 'BsmtFinType2_BLQ|RoofStyle_Shed', 'GarageCond_Tencode|GarageYrBlt', 'MasVnrType_BrkCmn|Neighborhood_Timber', 'Neighborhood_Blmngtn|HeatingQC_Tencode', 'GarageType_Detchd|Fence_GdPrv', 'LotShape_IR2|FireplaceQu_Fa', 'BsmtQual_Ex|HalfBath', 'Functional_Typ|GarageType_Basment', 'SaleType_ConLw|BsmtHalfBath', 'ExterQual_Ex|RoofMatl_WdShngl', 'Exterior2nd_AsbShng|Exterior1st_WdShing', 'ExterCond_Tencode|RoofStyle_Gambrel', 'BsmtFinType2_Rec|HouseStyle_SLvl', 'FireplaceQu_Tencode|OpenPorchSF', 'BsmtFinType2_Tencode|LandContour_Lvl', 'Exterior1st_HdBoard|Exterior2nd_Plywood', 'Condition1_Feedr|ExterQual_Ex', 'FireplaceQu_Ex|MSZoning_Tencode', 'Heating_GasW|KitchenQual_Tencode', 'Neighborhood_Blmngtn|FullBath', 'HeatingQC_Tencode|BsmtFinType2_LwQ', 'KitchenAbvGr|EnclosedPorch', 'YearBuilt|MasVnrArea', 'BsmtExposure_Tencode|BsmtCond_Po', 'RoofStyle_Tencode|MSZoning_RL', 'Foundation_BrkTil|SaleCondition_Partial', 'EnclosedPorch|ExterQual_Fa', 'FireplaceQu_Tencode|BsmtCond_TA', 'BsmtFinType2_GLQ|HouseStyle_SLvl', 'FireplaceQu_Po|BsmtFinSF1', 'BsmtFinType2_Tencode|BsmtCond_Fa', 'BldgType_2fmCon|SaleType_Tencode', 'Foundation_PConc|SaleType_COD', 'BldgType_Twnhs|MiscFeature_Othr', 'Alley_Pave|Fence_GdPrv', 'ExterQual_TA|Electrical_FuseF', 'GarageQual_Tencode|Exterior1st_BrkComm', 'EnclosedPorch|LandSlope_Gtl', 'LotShape_IR2|3SsnPorch', 'BsmtQual_Ex|BsmtQual_Gd', 'BldgType_Duplex|BsmtFinType2_Rec', 'BsmtQual_Ex|BsmtUnfSF', 'Neighborhood_Gilbert|Street_Pave', 'SaleType_ConLI|Alley_Grvl', 'Alley_Pave|HeatingQC_Ex', 'Electrical_FuseF|HouseStyle_2.5Unf', 'HouseStyle_Tencode|MSZoning_C (all)', 'LandSlope_Tencode|BsmtFinType1_Unf', 'ExterQual_TA|FullBath', 'ScreenPorch|Alley_Grvl', 'BldgType_Duplex|PavedDrive_Y', 'Exterior2nd_BrkFace|LotConfig_Inside', 'BsmtFinType2_Rec|SaleType_COD', 'SaleCondition_Family|BsmtCond_TA', 'Heating_Grav|Functional_Maj1', 'FullBath|BldgType_1Fam', 'Condition1_Artery|BldgType_2fmCon', 'LandSlope_Mod|BsmtCond_TA', 'Heating_GasA|Foundation_Stone', 'Exterior2nd_Plywood|HouseStyle_2Story', 'SaleType_ConLw|Neighborhood_Timber', 'ExterQual_Ex|CentralAir_Y', 'HouseStyle_1Story|FullBath', 'HouseStyle_2.5Unf|GarageYrBlt', 'SaleType_ConLw|TotRmsAbvGrd', 'Utilities_Tencode|Neighborhood_ClearCr', 'GarageType_Detchd|ExterCond_Tencode', 'Exterior1st_HdBoard|LandContour_Bnk', 'LandContour_Low|Condition1_Norm', 'Utilities_Tencode|ScreenPorch', 'LotConfig_FR2|Exterior1st_MetalSd', 'BsmtCond_Tencode|BsmtFinType1_GLQ', 'Functional_Typ|Neighborhood_NAmes', 'Foundation_Stone|Street_Pave', 'Exterior1st_CemntBd|GarageCond_Fa', 'MSSubClass|Street_Grvl', 'LandContour_HLS|RoofMatl_Tar&Grv', 'BsmtFinType1_Tencode|Neighborhood_NWAmes', 'Electrical_FuseF|Exterior2nd_Plywood', 'BsmtCond_Tencode|HouseStyle_SLvl', 'Neighborhood_Blmngtn|KitchenQual_TA', 'GarageQual_Gd|GarageCond_Fa', 'BsmtFinType2_Tencode|GarageType_Attchd', 'RoofMatl_Tar&Grv|RoofStyle_Shed', 'TotalBsmtSF|Neighborhood_Tencode', 'Exterior2nd_Tencode|BsmtCond_Gd', 'Neighborhood_Tencode|Functional_Maj1', 'Neighborhood_Somerst|BsmtQual_TA', 'LotConfig_FR2|SaleCondition_Alloca', 'Alley_Pave|Exterior2nd_Wd Shng', 'Neighborhood_ClearCr|2ndFlrSF', 'Alley_Pave|Condition1_PosA', 'YearBuilt|GarageFinish_RFn', 'KitchenQual_Ex|GarageYrBlt', 'GarageQual_TA|LotShape_IR3', 'GarageCond_TA|BsmtQual_Gd', 'GarageCond_Fa|Fence_GdWo', 'BsmtFinType2_Tencode|BsmtHalfBath', 'Electrical_FuseF|HouseStyle_2Story', 'FireplaceQu_Tencode|Exterior2nd_AsphShn', 'SaleType_WD|RoofStyle_Shed', 'GarageArea|PavedDrive_P', 'Fence_Tencode|LotConfig_Tencode', 'WoodDeckSF|GarageType_2Types', 'Heating_Grav|Exterior2nd_BrkFace', 'FullBath|Exterior1st_CemntBd', 'GarageQual_Gd|GarageCond_Tencode', 'BsmtFinType2_GLQ|OverallCond', 'ExterCond_TA|MoSold', 'ExterCond_Tencode|GarageCond_Fa', 'Fireplaces|Exterior2nd_MetalSd', 'SaleType_ConLI|Neighborhood_Sawyer', 'HouseStyle_Tencode|BsmtQual_Fa', 'RoofStyle_Gambrel|BsmtCond_Tencode', 'SaleCondition_Abnorml|CentralAir_N', 'YearRemodAdd|LotConfig_CulDSac', 'BsmtFinSF2|Foundation_Slab', 'TotalBsmtSF|HeatingQC_Fa', 'Condition1_PosN|ExterCond_Fa', 'GarageType_Basment|Neighborhood_BrkSide', 'Functional_Maj1|Neighborhood_Sawyer', 'Neighborhood_BrDale|1stFlrSF', 'SaleType_ConLD|MasVnrType_Stone', 'LotShape_IR1|Neighborhood_CollgCr', 'FullBath|Condition1_RRAn', 'RoofStyle_Hip|EnclosedPorch', 'Condition1_Artery|BsmtFinType1_ALQ', 'Heating_GasA|Fence_MnWw', 'Neighborhood_NridgHt|MSZoning_C (all)', 'FireplaceQu_Po|Neighborhood_Crawfor', 'BsmtHalfBath|BldgType_Tencode', 'GarageCond_TA|SaleType_ConLI', 'Alley_Tencode|Condition1_RRAn', 'MiscFeature_Othr|SaleCondition_Family', 'LandSlope_Tencode|Fence_GdPrv', 'ExterQual_TA|GarageFinish_RFn', 'ExterQual_TA|Neighborhood_IDOTRR', 'SaleType_ConLw|SaleCondition_Family', '2ndFlrSF|Exterior1st_VinylSd', 'Condition1_Tencode|Condition2_Norm', 'PavedDrive_Y|1stFlrSF', 'OverallQual|LowQualFinSF', 'HouseStyle_1Story|LotConfig_CulDSac', 'TotalBsmtSF|GarageQual_Tencode', 'BsmtFinType2_GLQ|MasVnrArea', 'YearRemodAdd|GarageCond_Gd', 'RoofStyle_Hip|CentralAir_Y', 'MasVnrType_None|Condition2_Norm', 'HouseStyle_SFoyer|PoolQC_Tencode', 'BsmtFinType1_ALQ|CentralAir_N', 'Condition1_Artery|BsmtFinSF2', 'Heating_GasW|BsmtCond_Gd', 'BedroomAbvGr|CentralAir_Tencode', 'Fireplaces', 'GarageQual_Fa', 'Exterior1st_AsbShng|BsmtQual_TA', 'LandContour_Tencode|PavedDrive_Y', 'BsmtFullBath|BsmtFinType2_LwQ', 'Functional_Mod|Neighborhood_MeadowV', 'Condition1_Tencode|BsmtCond_Fa', 'Neighborhood_NridgHt|HouseStyle_1.5Unf', 'SaleType_ConLw|Neighborhood_IDOTRR', 'Utilities_AllPub|Exterior1st_Wd Sdng', 'GrLivArea|HouseStyle_SLvl', 'KitchenQual_Fa|Exterior1st_Wd Sdng', 'YearRemodAdd|BldgType_Tencode', 'SaleCondition_Abnorml|BsmtFinType1_Unf', 'BldgType_2fmCon|GarageType_Basment', 'Utilities_Tencode|BsmtQual_Fa', 'LandContour_Low|ExterCond_TA', 'ExterQual_TA|Heating_GasA', 'MasVnrType_BrkCmn|BldgType_Tencode', 'Exterior1st_BrkFace|MiscVal', 'Exterior1st_HdBoard|SaleType_ConLI', 'Condition1_Artery|MSSubClass', 'PavedDrive_N|Exterior2nd_CmentBd', 'LandSlope_Tencode|PoolQC_Tencode', 'Exterior2nd_MetalSd|GarageQual_Tencode', 'HouseStyle_SFoyer|FireplaceQu_TA', 'KitchenAbvGr|LandSlope_Tencode', 'GarageQual_Fa|BsmtFinType1_Unf', 'GarageFinish_Tencode|MasVnrType_Tencode', 'GarageType_Detchd|OverallCond', 'BsmtExposure_Tencode|HouseStyle_2Story', 'LotConfig_Corner|SaleCondition_Alloca', 'Functional_Tencode|Condition1_Tencode', 'Neighborhood_Veenker|MSZoning_RL', 'Utilities_Tencode|RoofMatl_Tencode', 'YrSold|MSZoning_C (all)', 'Condition2_Tencode|Exterior2nd_Brk Cmn', 'BsmtFinType2_GLQ|BsmtQual_TA', 'PavedDrive_Y|PoolArea', 'LandSlope_Mod|ExterCond_Tencode', 'BsmtFinType2_GLQ|BldgType_TwnhsE', 'BsmtFinSF2|BsmtQual_Ex', 'Neighborhood_StoneBr|CentralAir_Tencode', 'Exterior1st_Stucco|MiscFeature_Tencode', 'GarageCond_Fa|BsmtFinType2_Unf', 'GrLivArea|BldgType_Twnhs', 'LotShape_Tencode|BsmtFullBath', 'GarageType_Tencode|Exterior1st_Wd Sdng', 'PavedDrive_N|ExterCond_TA', 'LandContour_HLS|BedroomAbvGr', 'LotConfig_Tencode', 'ExterQual_Gd|SaleCondition_Abnorml', 'Condition2_Artery|Exterior2nd_Plywood', 'FireplaceQu_Gd|Exterior1st_Plywood', 'HeatingQC_TA|SaleType_CWD', 'Functional_Min1|KitchenQual_TA', 'BsmtFinType1_BLQ|LotConfig_Tencode', 'FullBath|YearBuilt', 'SaleType_ConLw|Condition1_Tencode', 'OverallQual|Exterior2nd_MetalSd', 'BsmtExposure_Av|PavedDrive_P', 'Neighborhood_Tencode|2ndFlrSF', 'RoofMatl_CompShg|LotConfig_CulDSac', 'LotShape_Tencode|BsmtQual_Fa', 'Exterior1st_AsbShng|KitchenQual_Tencode', 'Foundation_PConc|BsmtQual_TA', 'HouseStyle_Tencode|GarageQual_Po', 'LandSlope_Sev|Condition1_PosA', 'Fence_Tencode|BsmtFinType1_LwQ', 'Condition1_RRAe|2ndFlrSF', 'Neighborhood_NAmes|LotShape_IR3', 'CentralAir_Y|Neighborhood_SawyerW', 'Electrical_FuseP|BsmtCond_TA', 'HouseStyle_1.5Unf|Neighborhood_Crawfor', 'GarageQual_Gd|SaleCondition_Alloca', 'Foundation_Stone|GarageCond_Tencode', 'Neighborhood_NPkVill|BsmtFinType2_BLQ', 'Exterior1st_WdShing|WoodDeckSF', 'BedroomAbvGr|Neighborhood_IDOTRR', 'FullBath|MSSubClass', 'MSZoning_RM|MasVnrType_Tencode', 'TotRmsAbvGrd|Exterior1st_Tencode', 'GarageFinish_Fin|SaleType_New', 'Fence_GdPrv|Condition1_PosA', 'Exterior1st_Plywood|WoodDeckSF', 'Exterior2nd_CmentBd|ScreenPorch', 'GarageType_Detchd|BsmtExposure_Mn', 'Exterior1st_BrkFace|FireplaceQu_TA', 'Exterior1st_HdBoard|RoofMatl_CompShg', 'GarageQual_TA|KitchenQual_Tencode', 'LotConfig_FR2|Condition1_PosA', 'RoofMatl_WdShngl|BsmtExposure_Mn', 'ExterQual_TA|HalfBath', 'Exterior2nd_Stone|Condition1_Feedr', 'BsmtQual_Tencode|ExterCond_Fa', 'Heating_Tencode|Functional_Min1', 'BsmtFinType1_BLQ|HouseStyle_1.5Unf', 'Foundation_PConc|KitchenQual_Tencode', 'Functional_Tencode|BsmtFinType2_Rec', 'BsmtFinSF2|Neighborhood_MeadowV', 'FireplaceQu_Gd|BsmtQual_Ex', 'Exterior2nd_CmentBd|MasVnrType_Stone', 'HouseStyle_SFoyer|ScreenPorch', 'FireplaceQu_Tencode|SaleType_Oth', 'Alley_Tencode|MiscFeature_Othr', 'GarageCars|Utilities_AllPub', 'ExterQual_Fa|LotConfig_Inside', 'LowQualFinSF|Exterior1st_BrkComm', 'GarageType_Detchd|Exterior1st_AsbShng', 'SaleType_ConLI|HouseStyle_1.5Fin', 'RoofMatl_Tencode|TotalBsmtSF', 'BldgType_Duplex|LandSlope_Gtl', 'ExterQual_TA|Exterior1st_MetalSd', 'YrSold|LandContour_HLS', 'LandSlope_Sev|MSZoning_RH', 'Street_Tencode|LotConfig_Inside', 'LandSlope_Sev|HalfBath', 'ExterQual_Tencode', 'BsmtQual_Ex|Functional_Maj1', 'RoofStyle_Hip|Neighborhood_NWAmes', 'GarageType_Attchd|SaleCondition_Partial', 'Exterior2nd_BrkFace|GarageQual_Tencode', 'PavedDrive_Y|BsmtCond_Gd', 'MiscVal|BsmtQual_Gd', 'LandSlope_Tencode|PavedDrive_P', 'BsmtExposure_Tencode|SaleType_WD', 'GarageCars|CentralAir_Tencode', 'BsmtQual_Fa|Neighborhood_BrkSide', 'LotShape_Reg|Functional_Maj2', 'LotShape_IR2|GarageCond_Ex', 'LotShape_IR2|MSZoning_FV', 'Neighborhood_NoRidge|PoolArea', 'RoofMatl_WdShngl', 'BsmtFinSF1|Neighborhood_SawyerW', 'Neighborhood_Crawfor|Neighborhood_MeadowV', 'MiscFeature_Othr|Fence_Tencode', 'KitchenQual_Tencode|GarageCond_Ex', 'LowQualFinSF|HouseStyle_SLvl', 'YrSold|PavedDrive_Tencode', 'Exterior2nd_Stone|MSZoning_RH', 'Fireplaces|Fence_MnPrv', 'GarageCond_Tencode|LandContour_Bnk', 'LotShape_IR1|WoodDeckSF', 'LandSlope_Sev|Neighborhood_NWAmes', 'LandSlope_Mod|Street_Grvl', 'LandContour_Low|FireplaceQu_TA', 'TotalBsmtSF|Condition1_Feedr', 'GarageType_Detchd|Exterior2nd_Stucco', 'Neighborhood_NPkVill|GarageCars', 'BsmtQual_Gd', 'Alley_Pave|Neighborhood_Crawfor', 'Neighborhood_NPkVill|GarageQual_Po', 'Electrical_FuseF|Exterior1st_MetalSd', 'Electrical_FuseP|BsmtFinType1_Rec', 'HouseStyle_SFoyer|ExterCond_Fa', 'RoofMatl_Tencode|Neighborhood_Mitchel', 'BsmtUnfSF|FireplaceQu_TA', 'Fence_Tencode|2ndFlrSF', 'GarageCond_Tencode|ExterQual_Ex', 'BsmtFinType2_Rec|PoolArea', 'Neighborhood_OldTown|BldgType_TwnhsE', 'GarageQual_Fa|GarageType_BuiltIn', 'CentralAir_Tencode|RoofMatl_WdShngl', 'LandSlope_Sev|BsmtFinType1_Rec', 'HeatingQC_TA|FireplaceQu_Fa', 'Neighborhood_Blmngtn|FireplaceQu_Ex', 'Neighborhood_NridgHt|MSZoning_FV', 'BsmtFinType1_BLQ|RoofStyle_Shed', 'BsmtExposure_Tencode|LotConfig_FR2', 'BsmtExposure_Gd|MasVnrType_BrkFace', 'LotShape_IR3|Exterior2nd_Plywood', 'Alley_Tencode|LandSlope_Mod', 'FireplaceQu_Po|GarageQual_Po', 'TotRmsAbvGrd|MasVnrType_BrkFace', 'SaleCondition_Partial|Exterior1st_Wd Sdng', 'Exterior2nd_BrkFace|BsmtQual_Fa', 'GarageType_Attchd|Fence_MnWw', 'BsmtFinType1_LwQ|LotConfig_Inside', 'Neighborhood_BrDale|Fence_MnPrv', 'Neighborhood_Blmngtn|2ndFlrSF', 'Heating_Tencode|GarageCond_Fa', 'LotShape_Tencode|BsmtFinType2_LwQ', 'BsmtFinType2_Rec|Exterior1st_Wd Sdng', 'GarageCond_Po|Functional_Typ', 'Electrical_Tencode|BsmtFinSF2', 'PoolQC_Tencode|SaleCondition_Partial', 'Neighborhood_NridgHt|HouseStyle_1Story', 'Fence_GdWo|Exterior1st_VinylSd', 'GarageFinish_Unf|Neighborhood_Sawyer', 'Neighborhood_SWISU|MiscFeature_Shed', 'Utilities_Tencode|LotConfig_Corner', 'RoofStyle_Hip|KitchenQual_Tencode', 'SaleType_Oth|HouseStyle_1.5Fin', 'RoofMatl_Tencode|3SsnPorch', 'Heating_Grav|BsmtExposure_No', 'LotFrontage|MasVnrType_Tencode', 'Neighborhood_Tencode|HeatingQC_Ex', 'Condition1_Artery|HeatingQC_Fa', 'BsmtFinType2_Unf|KitchenQual_TA', 'RoofMatl_Tencode|GarageFinish_RFn', 'BsmtFinType2_BLQ|BsmtUnfSF', 'YearRemodAdd|RoofMatl_WdShngl', 'Neighborhood_NAmes|Street_Grvl', 'SaleType_ConLD|CentralAir_Tencode', 'Electrical_FuseF|CentralAir_N', 'SaleCondition_Abnorml|HouseStyle_1.5Fin', 'EnclosedPorch|BsmtFinType2_Rec', 'HeatingQC_Ex|TotRmsAbvGrd', 'HouseStyle_SLvl|Exterior1st_Tencode', 'SaleCondition_Normal|Neighborhood_IDOTRR', 'Exterior2nd_Stucco|MSZoning_Tencode', 'PavedDrive_N|RoofMatl_CompShg', 'RoofStyle_Flat|PavedDrive_Y', 'LotConfig_FR2|GarageQual_Tencode', 'TotalBsmtSF|BsmtFinType2_LwQ', 'Fireplaces|GarageCond_Gd', 'FireplaceQu_Tencode|Neighborhood_ClearCr', 'Condition1_Feedr|LandSlope_Gtl', 'GarageFinish_Fin|RoofMatl_CompShg', 'Fireplaces|Neighborhood_Edwards', 'BldgType_Duplex|SaleType_Tencode', 'HouseStyle_SLvl|Foundation_Slab', 'Neighborhood_Tencode|ScreenPorch', 'Neighborhood_Mitchel|BsmtExposure_No', 'MSSubClass|CentralAir_Tencode', 'Neighborhood_Blmngtn|BsmtFinType2_Tencode', 'HeatingQC_Ex|KitchenQual_Tencode', 'Exterior2nd_Stucco|Condition1_Tencode', 'Electrical_FuseP|Functional_Mod', 'LandContour_Low|MiscFeature_Shed', 'Functional_Typ|BsmtFinType2_ALQ', 'Exterior1st_Stucco|LotConfig_CulDSac', 'HeatingQC_Gd', 'SaleType_ConLI|Neighborhood_StoneBr', 'GarageQual_TA|Neighborhood_Sawyer', 'HeatingQC_Fa|LandContour_Tencode', 'Exterior2nd_Tencode|HouseStyle_1.5Unf', 'Exterior1st_BrkFace|BsmtFinType2_Rec', 'Condition1_Artery|Condition2_Norm', 'Electrical_FuseA|KitchenQual_Ex', 'BldgType_Twnhs|Functional_Min1', 'Neighborhood_NPkVill|2ndFlrSF', 'RoofStyle_Hip|Neighborhood_Somerst', 'Functional_Tencode|Neighborhood_SawyerW', 'GarageCond_Gd|HouseStyle_1.5Fin', 'Functional_Mod|SaleType_Oth', 'BsmtFinType1_BLQ|MiscFeature_Othr', 'HouseStyle_1Story|GarageCars', 'GarageType_Basment|Street_Grvl', 'Exterior2nd_AsbShng|Exterior1st_Plywood', 'Alley_Pave|Exterior1st_MetalSd', 'BsmtQual_Tencode|GarageCond_Gd', 'Exterior1st_Stucco|MSZoning_RH', 'GarageType_CarPort|GarageQual_Tencode', 'FireplaceQu_Fa|SaleType_COD', 'YrSold|LandSlope_Tencode', 'Neighborhood_Veenker|Exterior2nd_Brk Cmn', 'Neighborhood_BrDale|HeatingQC_TA', 'GarageFinish_Fin|BsmtFinType1_ALQ', 'MSZoning_Tencode|MSZoning_FV', 'Heating_Grav|Exterior1st_Tencode', 'Functional_Maj2|MSZoning_RL', 'Exterior2nd_BrkFace|SaleType_Tencode', 'Electrical_FuseA|BsmtFullBath', 'BsmtExposure_Av|Neighborhood_Crawfor', 'GarageCond_Tencode|ExterQual_Tencode', 'HouseStyle_Tencode|Exterior2nd_Tencode', 'GarageFinish_RFn|MSZoning_RH', 'Neighborhood_Gilbert|Neighborhood_Timber', 'PoolArea|CentralAir_Tencode', 'MSZoning_Tencode|HouseStyle_1.5Fin', 'TotalBsmtSF|MiscVal', 'FireplaceQu_Ex|Exterior1st_MetalSd', 'GarageQual_Gd|Functional_Maj1', 'Condition2_Tencode|RoofStyle_Gambrel', 'BldgType_2fmCon|BsmtExposure_Gd', 'Condition1_RRAe|Functional_Min1', 'ExterQual_TA|GarageQual_Po', 'BsmtCond_Po|Utilities_AllPub', 'Fireplaces|Condition2_Tencode', 'Exterior1st_Stucco|SaleCondition_Alloca', 'Condition1_Artery|Neighborhood_Timber', 'Condition1_Feedr|PavedDrive_P', 'RoofStyle_Gable|BsmtCond_Fa', 'LotShape_IR1|MiscFeature_Othr', 'TotalBsmtSF|Alley_Pave', 'YearRemodAdd|GarageType_Tencode', 'Exterior2nd_Wd Shng|Street_Pave', 'Neighborhood_ClearCr|Neighborhood_Tencode', 'Heating_Grav|MSZoning_RH', 'Neighborhood_BrDale|BsmtExposure_Mn', 'GarageType_Attchd|BsmtCond_Po', 'FullBath|Neighborhood_StoneBr', 'FireplaceQu_Fa|MSZoning_FV', 'SaleType_New|GarageCond_Ex', 'HalfBath|Street_Pave', 'ExterCond_TA|Neighborhood_MeadowV', 'LandContour_HLS|ExterCond_Gd', 'BldgType_Tencode|Functional_Min2', 'GarageCars|SaleCondition_Normal', 'RoofStyle_Hip|Fence_Tencode', 'BsmtQual_Ex|Utilities_AllPub', 'Neighborhood_ClearCr|MasVnrType_BrkCmn', 'Neighborhood_Mitchel|HouseStyle_1.5Fin', 'BsmtCond_Gd|MSZoning_FV', 'Functional_Mod|MiscFeature_Tencode', 'RoofMatl_Tencode|Exterior2nd_Tencode', 'Exterior2nd_BrkFace|TotRmsAbvGrd', 'RoofStyle_Gambrel|Exterior2nd_CmentBd', 'Neighborhood_NPkVill|LotConfig_FR2', 'Electrical_FuseP|LotConfig_FR2', 'GarageCond_Gd|SaleCondition_Normal', 'Foundation_PConc|Neighborhood_SWISU', 'YearBuilt|SaleType_New', 'Neighborhood_StoneBr|ScreenPorch', 'SaleType_Tencode|BsmtFinType2_Unf', 'HouseStyle_1Story|GarageType_Tencode', 'HeatingQC_Tencode|Neighborhood_NWAmes', 'BsmtExposure_Tencode|BsmtExposure_No', 'Condition1_Artery|HouseStyle_2Story', 'GarageCond_TA|BsmtQual_Tencode', 'ExterCond_Tencode|WoodDeckSF', 'GarageCond_Gd', 'RoofStyle_Gambrel|PoolArea', 'Foundation_PConc|SaleType_CWD', 'Exterior2nd_Stone|SaleCondition_Abnorml', 'BsmtQual_Fa|GarageType_CarPort', 'KitchenQual_Gd|OpenPorchSF', 'Exterior1st_Stucco|LandContour_Bnk', 'Neighborhood_NridgHt|Exterior1st_Wd Sdng', 'LotConfig_FR2|Street_Grvl', 'LandContour_HLS|BsmtCond_Tencode', 'MiscFeature_Tencode|BsmtExposure_Mn', 'GarageQual_Fa|BsmtCond_TA', 'LotArea|LandContour_Lvl', 'YrSold|Neighborhood_IDOTRR', 'RoofStyle_Gable|HouseStyle_2Story', 'Neighborhood_CollgCr|Exterior2nd_BrkFace', 'Neighborhood_NAmes|Exterior1st_BrkComm', 'Functional_Typ|PoolQC_Tencode', 'PavedDrive_Tencode|MasVnrArea', 'GarageFinish_Fin|MSZoning_Tencode', 'Neighborhood_ClearCr|LandContour_Bnk', 'Condition1_RRAe|GarageQual_Tencode', 'SaleCondition_Normal|LotShape_IR3', 'MasVnrType_BrkFace|BsmtCond_Fa', 'GarageQual_Fa|MSZoning_RL', 'GarageCond_TA|LandContour_Bnk', 'Functional_Tencode|Exterior1st_VinylSd', 'GarageType_Attchd|BsmtExposure_Av', 'LotShape_IR2|BsmtQual_Tencode', 'Neighborhood_Crawfor|Street_Grvl', 'Alley_Pave|SaleCondition_Alloca', 'GarageQual_Po|BsmtCond_Gd', 'MSZoning_Tencode|HouseStyle_SLvl', 'Condition1_Feedr|ExterCond_Fa', 'Exterior2nd_BrkFace|Condition1_Feedr', 'Exterior1st_BrkFace|PoolQC_Tencode', 'HeatingQC_Tencode|PoolArea', 'LotArea|SaleType_COD', 'ExterQual_Tencode|Street_Pave', 'HeatingQC_Ex|SaleType_CWD', 'Neighborhood_Blmngtn|GarageCond_Fa', 'Condition1_RRAn|Neighborhood_BrkSide', 'ExterCond_TA|OverallCond', 'GarageCars|GarageType_BuiltIn', 'Electrical_SBrkr|OpenPorchSF', 'SaleType_WD|GarageType_2Types', 'BsmtFullBath|BsmtCond_Po', 'Heating_GasW|LotShape_IR3', 'FireplaceQu_Fa|Neighborhood_BrkSide', 'RoofStyle_Flat|KitchenQual_Gd', 'MasVnrType_BrkCmn|Neighborhood_MeadowV', 'Alley_Pave|BsmtCond_Tencode', 'RoofStyle_Gable|GarageYrBlt', 'FullBath|Electrical_SBrkr', 'PavedDrive_Tencode|BldgType_TwnhsE', 'GarageQual_Po|WoodDeckSF', 'SaleCondition_Abnorml|Neighborhood_BrkSide', 'FireplaceQu_Gd|Neighborhood_SawyerW', 'Neighborhood_SWISU|Condition2_Norm', 'LotFrontage|Electrical_Tencode', 'YrSold|Exterior2nd_Plywood', 'HeatingQC_Tencode|Foundation_CBlock', 'Exterior1st_Stucco|MSZoning_Tencode', 'LotShape_Reg|GarageCond_TA', 'Heating_GasA|BsmtFinType1_Rec', '3SsnPorch|LotConfig_Tencode', 'Exterior1st_BrkFace|Exterior2nd_Brk Cmn', 'BsmtExposure_Tencode|Exterior1st_Wd Sdng', 'Exterior1st_AsbShng|CentralAir_Tencode', 'GarageCond_Gd|CentralAir_Y', 'GarageQual_TA|GarageType_2Types', 'BsmtFinType2_Tencode|Functional_Typ', 'Foundation_PConc|Alley_Pave', 'ExterQual_TA|Exterior2nd_Wd Shng', 'Condition1_Artery|Neighborhood_IDOTRR', 'YrSold|BsmtFinSF2', 'CentralAir_Y|GarageType_2Types', 'YrSold|BsmtFinType1_Rec', 'GarageCond_Gd|Alley_Grvl', 'Exterior2nd_AsphShn|Neighborhood_MeadowV', 'Heating_GasW|Street_Pave', 'LotShape_IR1|Functional_Maj2', 'Condition1_RRAe|LotConfig_Tencode', 'Neighborhood_Veenker|Neighborhood_NAmes', 'Exterior1st_BrkFace|MoSold', 'MasVnrType_BrkFace|Foundation_Slab', 'Neighborhood_Gilbert|GarageQual_Tencode', 'Fireplaces|BsmtExposure_Av', 'PavedDrive_N|ExterCond_Gd', 'LandSlope_Tencode|FireplaceQu_Ex', 'KitchenQual_Ex|Fence_GdPrv', 'RoofMatl_CompShg|Neighborhood_Tencode', 'Condition1_PosA|Exterior1st_Tencode', 'PavedDrive_Y|CentralAir_Y', 'Neighborhood_Tencode|GarageType_CarPort', 'GarageFinish_Unf|SaleType_New', 'Exterior2nd_VinylSd|Heating_GasW', 'Street_Pave|Exterior2nd_AsphShn', 'Heating_Grav|Neighborhood_CollgCr', 'Electrical_Tencode|Exterior2nd_MetalSd', 'LandSlope_Gtl|Exterior1st_VinylSd', 'Electrical_FuseA|Fence_MnPrv', 'Neighborhood_SWISU|Condition2_Artery', 'MiscFeature_Othr|Exterior1st_Tencode', 'LowQualFinSF|SaleType_New', 'BsmtFinType2_Rec|MasVnrArea', 'Condition1_Norm|BldgType_1Fam', 'HouseStyle_SFoyer|Fireplaces', 'Heating_Tencode|MiscFeature_Shed', 'Fence_GdPrv|OverallCond', 'ExterQual_Ex|FireplaceQu_TA', 'RoofStyle_Flat|Foundation_CBlock', 'Fence_Tencode|ExterQual_Fa', 'BsmtFinType2_Rec|BsmtUnfSF', 'RoofMatl_Tar&Grv|HouseStyle_2.5Unf', 'BldgType_2fmCon|Neighborhood_OldTown', 'FullBath|HouseStyle_Tencode', 'BsmtFinSF1|Alley_Grvl', 'BldgType_2fmCon|GarageCond_Ex', 'Neighborhood_NridgHt|PavedDrive_Tencode', 'KitchenQual_Ex|RoofStyle_Gambrel', 'Exterior1st_CemntBd|Neighborhood_Crawfor', 'LotConfig_Corner|FireplaceQu_Po', 'HeatingQC_Tencode|Fence_MnWw', 'GarageType_Attchd|MasVnrType_Tencode', 'GarageType_Tencode|OpenPorchSF', 'BsmtFinType2_ALQ|Neighborhood_Edwards', 'Fence_GdWo|Exterior1st_BrkComm', 'GarageType_BuiltIn|Exterior1st_BrkComm', 'TotalBsmtSF|ScreenPorch', 'Exterior2nd_BrkFace|Condition2_Tencode', 'HouseStyle_1Story|PoolQC_Tencode', 'KitchenQual_Gd|MiscFeature_Shed', 'RoofMatl_Tencode|MSZoning_C (all)', 'BsmtFinType1_BLQ|Condition1_PosN', 'SaleCondition_Abnorml|Exterior2nd_HdBoard', 'Foundation_Stone|ExterQual_Gd', 'HeatingQC_Ex|BsmtFinType1_Rec', 'YearBuilt|BsmtFinType1_Unf', 'LotConfig_Corner|GarageType_2Types', 'GarageCond_Fa|Exterior2nd_HdBoard', 'LotShape_Reg|CentralAir_Y', 'GarageFinish_Fin|Neighborhood_Timber', 'BedroomAbvGr|BsmtFinType1_ALQ', 'Condition1_Artery|ExterQual_Gd', '3SsnPorch|MSZoning_RL', 'Neighborhood_NPkVill|SaleType_CWD', 'LotConfig_FR2|MiscFeature_Gar2', 'YrSold|SaleType_WD', '1stFlrSF|PoolArea', 'BsmtFinType2_ALQ|Exterior2nd_MetalSd', 'ExterQual_Ex|FireplaceQu_Ex', 'PavedDrive_N|Condition1_PosN', 'Fence_Tencode|BsmtUnfSF', 'Neighborhood_NoRidge|Exterior2nd_Wd Shng', 'Neighborhood_NridgHt|BsmtHalfBath', 'GarageType_BuiltIn|Condition1_Feedr', 'Electrical_FuseA|ScreenPorch', 'KitchenAbvGr|GarageCond_TA', 'Neighborhood_BrDale|FireplaceQu_Gd', 'LotShape_Reg|HouseStyle_Tencode', 'MiscFeature_Tencode|ExterQual_Gd', 'BsmtFullBath|Exterior2nd_MetalSd', 'BsmtCond_Gd|Exterior1st_Wd Sdng', 'MiscFeature_Othr|Condition1_Feedr', 'RoofStyle_Gambrel|SaleType_New', 'LotShape_Tencode|Exterior1st_Plywood', 'LandContour_Lvl|Utilities_AllPub', 'LotFrontage|BsmtFinType1_ALQ', 'LotConfig_Tencode|GarageCond_Ex', 'Electrical_Tencode|3SsnPorch', 'ExterQual_TA', 'RoofMatl_Tencode|LandContour_HLS', 'GarageFinish_Tencode|BsmtFinType1_Unf', 'Exterior2nd_AsbShng|FireplaceQu_Gd', 'EnclosedPorch|Neighborhood_ClearCr', 'HeatingQC_Fa|Condition2_Artery', 'RoofMatl_CompShg|BsmtQual_Ex', 'Condition2_Artery|LotShape_IR3', 'MSZoning_RM|HouseStyle_1.5Fin', 'HeatingQC_Gd|MiscVal', 'Fireplaces|GarageQual_Po', 'LotFrontage|BldgType_TwnhsE', 'BedroomAbvGr|Electrical_FuseF', 'PavedDrive_Y|Functional_Min1', 'Neighborhood_Mitchel|Electrical_SBrkr', 'MoSold|RoofStyle_Tencode', 'HeatingQC_Tencode|CentralAir_Tencode', 'LandSlope_Tencode|BsmtExposure_Av', 'PavedDrive_Tencode|Condition2_Tencode', 'LotConfig_Tencode|SaleType_Oth', 'Neighborhood_Blmngtn|BsmtFinType2_LwQ', 'BsmtExposure_Tencode|Neighborhood_OldTown', 'RoofStyle_Hip|LotConfig_CulDSac', 'Exterior1st_Stucco|MiscFeature_Shed', 'SaleType_ConLI|BsmtCond_Po', 'LotConfig_CulDSac|Condition2_Norm', 'Neighborhood_ClearCr|GarageQual_TA', 'BsmtFinType2_Tencode|Alley_Pave', 'PavedDrive_N|MasVnrType_Tencode', 'HouseStyle_SFoyer|YearBuilt', 'BsmtFinType1_Tencode|Electrical_FuseA', 'Functional_Typ|Exterior2nd_Wd Sdng', 'GarageCond_TA|Functional_Tencode', 'SaleType_Oth|RoofMatl_WdShngl', 'Exterior2nd_VinylSd|GarageQual_Tencode', 'Functional_Tencode|MasVnrType_BrkFace', 'SaleCondition_Family|SaleType_WD', 'FireplaceQu_TA|GarageYrBlt', 'Neighborhood_Somerst|Exterior2nd_Wd Shng', 'RoofStyle_Tencode|ExterQual_Fa', 'HeatingQC_Tencode|SaleType_New', 'Exterior2nd_HdBoard|Utilities_AllPub', 'HalfBath|MSZoning_FV', 'RoofStyle_Hip|SaleType_ConLw', 'MSZoning_C (all)|Condition1_RRAe', 'BsmtFinType2_Tencode|LotConfig_Inside', 'Street_Tencode|GarageQual_Fa', 'RoofStyle_Hip|Neighborhood_Crawfor', 'LandSlope_Sev|Street_Pave', 'BsmtExposure_Tencode|BsmtFinType2_LwQ', 'BldgType_TwnhsE|Exterior1st_VinylSd', 'EnclosedPorch|WoodDeckSF', 'Electrical_Tencode|SaleType_CWD', 'ExterQual_Tencode|Neighborhood_BrkSide', 'Exterior2nd_BrkFace|Functional_Mod', 'MSZoning_C (all)|MiscFeature_Tencode', 'GarageFinish_Fin|SaleType_COD', 'BedroomAbvGr|Exterior2nd_CmentBd', 'LotShape_IR2|Foundation_Slab', 'Condition1_Artery|GarageCond_Gd', 'Fence_GdPrv|Condition1_Tencode', '1stFlrSF|Utilities_AllPub', 'GarageCars|MasVnrType_BrkCmn', 'BsmtFinType1_BLQ|GarageCond_Fa', '3SsnPorch|MiscFeature_Tencode', 'Street_Tencode|Neighborhood_NAmes', 'HouseStyle_1.5Unf|Exterior1st_CemntBd', 'LandSlope_Sev|BsmtCond_Fa', 'RoofMatl_CompShg|Heating_GasW', 'BldgType_Twnhs|MSZoning_Tencode', 'GarageCars|Exterior1st_Stucco', 'GarageCond_Po|Street_Pave', 'LotShape_Tencode|LotFrontage', 'Exterior2nd_Stone|Neighborhood_Somerst', 'BsmtFinType1_BLQ|Functional_Min2', 'SaleCondition_Alloca|HouseStyle_2.5Unf', 'TotalBsmtSF|BsmtExposure_Gd', 'SaleType_ConLw|Exterior1st_VinylSd', 'GarageCond_Po|BsmtFinSF2', 'Electrical_FuseF|Neighborhood_Gilbert', 'Electrical_FuseP|BsmtExposure_Gd', 'Functional_Maj1|Condition1_RRAn', 'GarageCond_Fa|GarageType_Basment', 'FireplaceQu_Po|CentralAir_N', 'Functional_Tencode|BldgType_1Fam', 'BsmtCond_Gd|Neighborhood_SawyerW', 'SaleType_New|BsmtFinType1_Unf', 'BsmtFinSF2|SaleType_New', 'ExterCond_TA|Heating_Tencode', 'GarageQual_Fa|MSZoning_RM', 'LotArea|RoofStyle_Tencode', 'Heating_GasA|Alley_Tencode', 'SaleType_CWD|Foundation_Slab', 'BsmtFullBath|MasVnrType_Stone', '1stFlrSF|Fence_GdWo', 'Functional_Mod|SaleCondition_Partial', 'RoofMatl_CompShg|Neighborhood_Edwards', 'Exterior1st_BrkFace|Neighborhood_CollgCr', 'Foundation_Tencode|SaleType_WD', 'Exterior1st_BrkFace|1stFlrSF', 'Neighborhood_Veenker|PoolQC_Tencode', 'FireplaceQu_Fa|Foundation_Slab', 'Fence_GdPrv|KitchenQual_TA', 'LowQualFinSF|BsmtCond_TA', 'Functional_Maj1|Functional_Min2', 'GarageQual_Gd|Neighborhood_Crawfor', 'GarageType_Tencode|PavedDrive_Y', 'Electrical_FuseF|BsmtCond_Gd', 'RoofStyle_Tencode|SaleCondition_Abnorml', 'BsmtQual_Tencode|Functional_Min2', 'LotConfig_Corner|GarageType_Attchd', 'HeatingQC_TA|BsmtFinType2_Rec', 'ExterCond_Tencode|Utilities_AllPub', 'Neighborhood_ClearCr|YearBuilt', 'GarageQual_Tencode|Exterior1st_Plywood', 'HalfBath|ExterCond_Tencode', 'Neighborhood_NoRidge|Neighborhood_Veenker', 'Condition1_Feedr|KitchenQual_Fa', 'HeatingQC_TA|SaleType_WD', 'RoofMatl_Tencode|Exterior1st_BrkComm', 'Heating_GasA|Neighborhood_Gilbert', 'Exterior1st_BrkFace|RoofStyle_Hip', 'SaleType_WD|ExterQual_Tencode', 'LandSlope_Sev|BsmtQual_Ex', 'MiscFeature_Othr|SaleCondition_Partial', 'Electrical_FuseP|Foundation_Slab', 'MiscVal|Neighborhood_SawyerW', 'LotShape_IR2|Neighborhood_Mitchel', 'Condition1_Norm|MSZoning_RL', 'Neighborhood_Somerst|Exterior1st_VinylSd', 'SaleType_ConLD|Neighborhood_Veenker', 'Exterior1st_AsbShng|MasVnrType_None', 'MSZoning_FV|WoodDeckSF', 'Exterior2nd_CmentBd|Exterior1st_BrkComm', 'RoofStyle_Hip|GarageCond_Tencode', 'BsmtUnfSF|MasVnrType_BrkFace', 'Condition2_Artery|GarageFinish_RFn', 'EnclosedPorch|BldgType_Tencode', 'Condition1_Artery|Condition1_RRAe', 'BsmtQual_Fa|FireplaceQu_Fa', 'BsmtFinType1_Rec|MiscFeature_Shed', 'Neighborhood_Gilbert|CentralAir_N', 'Foundation_Stone|GarageYrBlt', 'GarageCond_Po|KitchenQual_Tencode', 'EnclosedPorch|Neighborhood_Tencode', 'LandSlope_Sev|Condition1_Tencode', 'EnclosedPorch|Neighborhood_Edwards', 'Exterior2nd_Tencode|RoofMatl_Tar&Grv', 'LotConfig_FR2|Foundation_Slab', 'SaleType_ConLI|BsmtCond_TA', 'SaleCondition_Alloca|RoofStyle_Tencode', 'GarageCars|SaleType_ConLD', 'MiscVal|1stFlrSF', 'GarageType_Detchd|Neighborhood_SawyerW', 'KitchenQual_Gd|SaleType_Oth', 'LandContour_Bnk|Neighborhood_Gilbert', 'Neighborhood_Somerst|CentralAir_Y', 'FullBath|Neighborhood_Tencode', 'Foundation_Stone|Neighborhood_NWAmes', 'Foundation_Stone|Fence_MnPrv', 'BsmtQual_Ex|HouseStyle_1.5Fin', '3SsnPorch|1stFlrSF', 'RoofMatl_Tencode|Condition1_Feedr', 'Foundation_Stone|GarageCond_Fa', 'TotalBsmtSF|BsmtQual_Gd', 'Functional_Maj1|BsmtExposure_Mn', 'LotConfig_Tencode|BsmtExposure_Mn', 'MiscFeature_Shed|FireplaceQu_Ex', 'SaleType_ConLw|Condition2_Tencode', 'YearRemodAdd|SaleCondition_Alloca', 'SaleCondition_Family|Functional_Min1', 'Utilities_Tencode|HouseStyle_1Story', 'FireplaceQu_Tencode|BldgType_2fmCon', 'HouseStyle_1.5Unf|GarageFinish_RFn', 'LowQualFinSF|MasVnrType_Stone', 'Street_Tencode|HouseStyle_1.5Fin', 'BsmtQual_Tencode|Condition2_Artery', 'GarageCond_TA|Foundation_Stone', 'BsmtFinType2_Tencode|ExterCond_TA', 'FireplaceQu_Ex|KitchenQual_Fa', 'Foundation_PConc|PoolQC_Tencode', 'MasVnrArea|BsmtExposure_Mn', 'RoofStyle_Hip|ExterQual_Gd', 'YrSold|RoofMatl_Tencode', 'LandContour_Tencode|Condition1_RRAe', 'YrSold|LotConfig_Inside', 'BldgType_Tencode|MSZoning_RH', 'BsmtFinType2_GLQ|Foundation_Tencode', 'FireplaceQu_Tencode|BsmtFinType1_Tencode', 'YearRemodAdd|Condition1_RRAe', 'Exterior1st_HdBoard|Condition2_Tencode', 'RoofMatl_Tar&Grv|BsmtCond_Fa', 'Neighborhood_CollgCr|GarageQual_Tencode', 'LotConfig_Tencode|OverallCond', 'LandSlope_Mod|MSZoning_FV', 'MSZoning_RH|Exterior2nd_AsphShn', 'LotShape_Tencode|BsmtFinSF2', 'KitchenQual_Ex|Exterior2nd_VinylSd', 'RoofStyle_Hip|MiscFeature_Shed', 'LandSlope_Sev|LandContour_Tencode', 'GarageQual_TA|Condition1_RRAn', '3SsnPorch|Alley_Grvl', 'BsmtCond_Po', '2ndFlrSF|Exterior1st_BrkComm', 'BsmtExposure_Tencode|HeatingQC_Tencode', 'Alley_Tencode|FireplaceQu_Po', 'Neighborhood_CollgCr|BsmtCond_Po', 'BsmtFinType2_GLQ|FireplaceQu_Ex', 'BsmtFinSF1|HouseStyle_1.5Fin', 'GarageFinish_Fin|Exterior2nd_HdBoard', 'Exterior2nd_AsbShng|CentralAir_Tencode', 'BsmtFinType1_ALQ|Functional_Min2', 'GarageType_Basment|HouseStyle_SLvl', 'Exterior2nd_BrkFace|Functional_Maj1', 'EnclosedPorch|Neighborhood_NWAmes', 'Foundation_PConc|BsmtQual_Gd', 'Neighborhood_Blmngtn|FireplaceQu_TA', 'GarageCond_Tencode|LowQualFinSF', 'HouseStyle_SFoyer|LowQualFinSF', 'BedroomAbvGr|BsmtFinType2_LwQ', 'Street_Tencode|BsmtCond_Gd', 'Condition1_Artery|OverallCond', 'BldgType_2fmCon|FireplaceQu_Fa', 'HouseStyle_1Story|KitchenQual_Ex', '1stFlrSF|Exterior1st_Plywood', 'Alley_Tencode|BsmtFinSF2', 'YearBuilt|Street_Grvl', 'ExterCond_TA|LotConfig_CulDSac', 'BldgType_Duplex|YearBuilt', 'Neighborhood_Tencode|Exterior1st_Wd Sdng', 'FireplaceQu_Fa|Functional_Maj1', 'LandContour_Low|BsmtCond_Po', 'BsmtFinType1_BLQ|Exterior2nd_Tencode', 'BsmtFinType2_BLQ|Exterior1st_WdShing', 'BldgType_Duplex|Functional_Mod', 'Functional_Tencode|KitchenQual_Fa', 'LotShape_IR2|Exterior2nd_Wd Sdng', 'Neighborhood_BrDale|PoolArea', 'GarageType_Detchd|Exterior2nd_MetalSd', 'Functional_Mod|Neighborhood_Timber', 'ExterCond_TA|RoofMatl_Tar&Grv', 'GarageQual_Po|Exterior2nd_Wd Shng', 'GrLivArea|LandSlope_Tencode', 'PavedDrive_Y|Alley_Grvl', 'Exterior1st_BrkFace|BsmtFinType2_BLQ', 'LotFrontage|BsmtFinType1_Rec', 'CentralAir_Tencode|Functional_Min2', 'BsmtFinType1_Rec|MSZoning_RH', 'GarageCond_Po|Neighborhood_Blmngtn', 'Functional_Maj2|BsmtExposure_Av', 'GarageType_Detchd|KitchenQual_Gd', 'ExterCond_Tencode|Fence_MnPrv', 'OverallCond|Neighborhood_SawyerW', 'Neighborhood_BrkSide|BsmtExposure_No', 'BldgType_Twnhs|Exterior1st_Plywood', 'PavedDrive_N|HouseStyle_1.5Fin', 'BsmtFinType2_LwQ|Functional_Min2', 'KitchenQual_Tencode|BsmtFinType2_LwQ', 'MSZoning_FV', 'GarageQual_Gd|MasVnrType_None', 'Condition2_Norm|Functional_Min2', 'HouseStyle_SFoyer|MSSubClass', 'GarageType_Detchd|Heating_Grav', 'PavedDrive_N|Exterior1st_WdShing', 'Fireplaces|LotConfig_Inside', 'BldgType_1Fam|Exterior1st_MetalSd', 'CentralAir_N|Exterior1st_Tencode', 'BsmtExposure_Gd|BsmtFinType1_Unf', 'BsmtHalfBath|RoofStyle_Shed', 'KitchenQual_Tencode|Exterior2nd_CmentBd', 'KitchenQual_Gd|SaleCondition_Normal', 'Neighborhood_Mitchel|Condition1_PosA', 'BsmtExposure_Mn', 'BsmtFullBath|GarageType_2Types', 'Heating_GasA|GarageType_Tencode', 'Electrical_FuseP|3SsnPorch', 'MiscFeature_Othr|OverallCond', 'BsmtFinType2_GLQ|BsmtFinType2_LwQ', 'GarageType_Detchd|BsmtFinType1_BLQ', 'Exterior2nd_Stucco|PavedDrive_P', 'Neighborhood_Blmngtn|BsmtHalfBath', 'Condition2_Artery|HouseStyle_2.5Unf', 'BldgType_Twnhs|Exterior1st_Stucco', 'Condition1_Artery|2ndFlrSF', 'ExterQual_TA|BsmtFinType2_GLQ', 'MSZoning_FV|ExterCond_Fa', 'Functional_Tencode|HouseStyle_2Story', 'GarageCond_Po|Exterior2nd_Brk Cmn', 'Exterior1st_HdBoard|SaleCondition_Normal', 'Neighborhood_Tencode|Alley_Grvl', 'Neighborhood_Somerst|BsmtCond_Gd', 'FireplaceQu_TA|ScreenPorch', 'Electrical_FuseA|Exterior1st_Tencode', 'KitchenQual_Gd|BsmtFinType2_LwQ', 'Neighborhood_NridgHt|SaleType_Oth', 'MSSubClass|GarageType_2Types', 'ExterQual_Tencode|MasVnrType_BrkFace', 'SaleType_WD|Condition1_PosN', 'EnclosedPorch|OpenPorchSF', 'Neighborhood_ClearCr|MiscFeature_Tencode', 'LandSlope_Gtl|BsmtCond_Po', 'GarageFinish_Unf|Functional_Tencode', 'Condition1_Norm|Exterior1st_BrkComm', 'SaleType_ConLw|HouseStyle_1.5Fin', 'Neighborhood_Somerst|Condition1_Norm', 'HouseStyle_Tencode|BsmtQual_Gd', 'Neighborhood_Blmngtn|MSZoning_RH', 'Condition1_Norm|BsmtCond_Fa', 'LotShape_IR3|Neighborhood_MeadowV', 'Foundation_PConc|FireplaceQu_Po', 'BsmtHalfBath|BsmtCond_Gd', 'ExterCond_TA|BsmtFinType1_Rec', 'Neighborhood_NoRidge|SaleType_ConLI', 'BsmtQual_Ex|PoolArea', 'BsmtUnfSF|BsmtCond_Tencode', 'LotConfig_Corner|HalfBath', 'LotShape_Tencode|Alley_Tencode', 'GarageCond_TA|ScreenPorch', 'BsmtExposure_Tencode|ExterQual_Gd', 'BldgType_Duplex|Exterior1st_Wd Sdng', 'HeatingQC_Ex|2ndFlrSF', 'YearRemodAdd|Condition1_Feedr', 'BsmtFinSF2|MSZoning_RL', 'SaleCondition_Family|CentralAir_Y', 'GarageType_BuiltIn|MasVnrArea', 'HeatingQC_Fa|Exterior1st_BrkComm', 'LandSlope_Mod|FireplaceQu_Fa', 'Neighborhood_Crawfor|OverallCond', 'Functional_Tencode|ExterCond_Tencode', 'BsmtExposure_Gd|BsmtExposure_Mn', 'HouseStyle_1.5Fin|LotConfig_Inside', 'Neighborhood_NWAmes|RoofStyle_Tencode', 'YrSold|Foundation_Slab', 'TotRmsAbvGrd|GarageType_Attchd', 'YearBuilt|GarageType_2Types', 'SaleType_Tencode|RoofStyle_Tencode', 'GarageType_Tencode|ScreenPorch', 'SaleCondition_Family|RoofStyle_Gable', 'FullBath|GarageCond_Gd', 'HeatingQC_TA|MasVnrType_Tencode', 'Foundation_PConc|SaleCondition_Family', 'Foundation_PConc|GarageCond_Fa', 'PavedDrive_N|Alley_Grvl', 'BsmtFullBath|Exterior2nd_Brk Cmn', 'HeatingQC_TA|Electrical_FuseA', 'Neighborhood_SWISU|GarageType_BuiltIn', 'HouseStyle_1Story|Condition1_Feedr', 'Neighborhood_Veenker|Condition1_RRAe', 'BsmtFinType2_Rec|GarageQual_Tencode', 'Neighborhood_Tencode|LandContour_Bnk', 'BsmtFinType1_GLQ|Exterior1st_Tencode', 'Foundation_BrkTil|BsmtQual_TA', 'LotConfig_CulDSac|Neighborhood_BrkSide', 'OverallQual|FireplaceQu_Fa', 'LotShape_Reg|Neighborhood_CollgCr', 'GarageType_Attchd|HouseStyle_1.5Fin', 'Exterior1st_HdBoard|Neighborhood_IDOTRR', 'GarageCars|Exterior2nd_Tencode', 'BsmtFinType1_BLQ|Utilities_AllPub', 'Utilities_Tencode|MSZoning_RH', 'LandContour_Bnk|ScreenPorch', 'LandContour_HLS|LandContour_Tencode', 'LandSlope_Tencode|SaleCondition_Partial', 'Condition2_Artery|WoodDeckSF', 'Neighborhood_Crawfor|BldgType_1Fam', 'LotConfig_Corner|Condition1_RRAe', 'GarageQual_Tencode|ExterQual_Fa', 'BldgType_2fmCon|Exterior1st_HdBoard', 'MiscFeature_Othr|LandContour_HLS', 'Neighborhood_NPkVill|ExterQual_Ex', 'MSSubClass|BldgType_1Fam', 'LandSlope_Mod|BsmtFinSF2', 'HeatingQC_Ex|BsmtFinType2_Unf', 'Exterior2nd_Stone|Neighborhood_Crawfor', 'LandSlope_Mod|Exterior2nd_BrkFace', 'BsmtFinType1_Tencode|FireplaceQu_TA', 'GarageCond_Fa|SaleCondition_Partial', 'MiscVal|Exterior1st_Tencode', 'GarageQual_TA|Neighborhood_SawyerW', 'YearRemodAdd|Foundation_Tencode', 'Exterior2nd_Plywood|BsmtCond_Fa', 'HeatingQC_TA|LandSlope_Tencode', '3SsnPorch|Neighborhood_Gilbert', 'MasVnrType_Stone|GarageType_2Types', 'HouseStyle_1Story|GarageCond_Po', 'Functional_Min2|LotConfig_Inside', 'Utilities_Tencode|Exterior1st_Tencode', 'Functional_Mod|SaleCondition_Abnorml', 'LotShape_Reg|Fence_Tencode', 'Condition1_PosA|LotShape_IR3', 'GarageType_Attchd|Exterior1st_VinylSd', 'Foundation_PConc|BsmtFinType1_Unf', 'FireplaceQu_Gd|LandContour_Bnk', 'Condition1_PosA|HouseStyle_2Story', 'BsmtFinType1_ALQ|Exterior1st_MetalSd', 'HouseStyle_2.5Unf|FireplaceQu_TA', 'GarageQual_Po|Exterior1st_VinylSd', 'FireplaceQu_Ex|MasVnrType_Tencode', 'Exterior2nd_HdBoard|Exterior2nd_Wd Shng', 'LandContour_Low|Condition2_Norm', 'Neighborhood_Mitchel|GarageArea', 'BsmtCond_Po|BsmtCond_TA', 'RoofStyle_Gable|GarageArea', 'SaleType_ConLw|YearBuilt', 'OverallQual|Utilities_AllPub', 'OverallQual|CentralAir_N', 'Exterior1st_AsbShng|SaleType_Tencode', 'GarageQual_Po|BsmtFinType1_Unf', 'Neighborhood_StoneBr|Neighborhood_SawyerW', 'LandContour_Bnk|LowQualFinSF', 'Fence_Tencode|Heating_Tencode', 'GarageType_Detchd|Alley_Tencode', 'MoSold|GarageFinish_RFn', 'Neighborhood_BrDale|LotConfig_FR2', 'Functional_Tencode|RoofMatl_CompShg', 'SaleCondition_Alloca|Exterior1st_Tencode', 'SaleType_ConLw|Functional_Mod', 'BldgType_2fmCon|BsmtFinType1_BLQ', 'Exterior2nd_Tencode|Functional_Maj1', 'BsmtFinType1_BLQ|Exterior1st_Tencode', 'KitchenQual_Gd|FireplaceQu_Po', 'BldgType_Duplex|Neighborhood_Veenker', 'Foundation_Stone|PavedDrive_P', 'BsmtFullBath|GarageType_Attchd', 'LandSlope_Sev|MiscFeature_Gar2', 'BsmtFinType2_LwQ|PoolArea', 'Neighborhood_ClearCr|ExterQual_Gd', 'BldgType_Twnhs|MSZoning_C (all)', 'Fence_Tencode|MiscFeature_Shed', 'BsmtExposure_Tencode|Neighborhood_Gilbert', 'YearRemodAdd|Neighborhood_Sawyer', 'Exterior2nd_Stucco|Heating_Tencode', 'RoofStyle_Flat|Exterior2nd_VinylSd', 'SaleCondition_Abnorml|BsmtExposure_Mn', 'Neighborhood_CollgCr|Fence_Tencode', 'GarageFinish_Fin|GarageType_2Types', 'LotShape_Reg|ExterQual_Gd', 'OverallQual|MasVnrType_Tencode', 'BldgType_Twnhs|Exterior2nd_HdBoard', 'BsmtFinType2_GLQ|Condition1_RRAn', 'KitchenQual_Tencode|BsmtFinType1_LwQ', 'LandSlope_Mod|Street_Pave', 'HalfBath|BldgType_Tencode', 'Utilities_Tencode|FullBath', 'BsmtFinType2_Unf|MasVnrType_Tencode', 'YrSold|Fireplaces', 'Neighborhood_NWAmes|MSZoning_FV', 'MiscFeature_Othr|Functional_Min1', 'Electrical_FuseA|Condition1_RRAn', 'Neighborhood_Mitchel|Street_Grvl', 'RoofMatl_CompShg|BedroomAbvGr', 'GarageType_Tencode|FireplaceQu_Ex', 'GarageType_Detchd|FireplaceQu_Gd', 'Exterior2nd_Tencode|Exterior1st_Tencode', 'Condition1_PosN|GarageCond_Ex', 'LandContour_Bnk|RoofStyle_Tencode', 'Street_Pave|MasVnrType_Tencode', 'Fence_GdWo|GarageType_2Types', 'BldgType_Tencode|Neighborhood_MeadowV', 'BsmtQual_Ex|Neighborhood_SawyerW', 'BsmtFinType1_Tencode|LandContour_HLS', 'LandContour_HLS|GarageCond_Gd', 'LandContour_Bnk|BsmtCond_Fa', 'Neighborhood_Veenker|BsmtFinType2_Rec', 'LandSlope_Tencode|FireplaceQu_Fa', 'KitchenQual_Gd|BsmtExposure_Mn', 'OpenPorchSF|Foundation_CBlock', '1stFlrSF|BsmtExposure_Mn', 'OverallQual|Foundation_BrkTil', 'LandContour_HLS|MasVnrType_Tencode', 'LotShape_Reg|LotConfig_Corner', 'GarageCars|Fence_GdWo', 'GarageQual_Gd|GarageQual_TA', 'GarageCond_Tencode|Neighborhood_MeadowV', 'GarageCond_Tencode|KitchenQual_Ex', 'OverallQual|KitchenQual_TA', 'HeatingQC_Gd|SaleType_ConLI', 'Exterior1st_Stucco|HouseStyle_1.5Unf', 'LotConfig_FR2|Neighborhood_SWISU', 'HeatingQC_TA|Condition2_Tencode', 'KitchenQual_Gd|Electrical_FuseP', 'Neighborhood_Mitchel|Condition1_Tencode', 'GarageType_Tencode|MSZoning_RH', 'Neighborhood_IDOTRR|Functional_Min2', 'BsmtQual_Tencode|Condition1_Feedr', 'Neighborhood_NWAmes|Condition1_Feedr', 'LotShape_IR1|Electrical_FuseF', 'LandContour_HLS|GarageQual_Tencode', 'Exterior2nd_Stucco|ExterQual_TA', 'HeatingQC_TA|Neighborhood_Mitchel', 'Condition2_Tencode|CentralAir_N', 'Neighborhood_StoneBr|GarageCond_Ex', 'BsmtExposure_Av|WoodDeckSF', 'BsmtFinType1_Tencode|ExterQual_Fa', 'Neighborhood_Veenker|Neighborhood_SWISU', 'BsmtQual_TA|GarageYrBlt', 'Heating_Tencode|GarageQual_Po', 'Heating_Tencode|MasVnrType_BrkCmn', 'Foundation_BrkTil|KitchenQual_Ex', 'GarageCond_Po|LotShape_IR3', 'HouseStyle_SFoyer|LotConfig_Inside', 'MiscVal|Exterior2nd_HdBoard', 'Fireplaces|Exterior1st_CemntBd', 'RoofMatl_Tencode|GarageCond_Tencode', 'HouseStyle_1.5Unf|LotConfig_Tencode', 'Neighborhood_NridgHt|Functional_Tencode', 'Condition1_RRAe|Exterior1st_BrkComm', 'Foundation_PConc|MasVnrArea', 'LowQualFinSF|MiscFeature_Tencode', 'GarageFinish_Tencode|ExterQual_Gd', 'RoofStyle_Hip|Neighborhood_OldTown', 'LowQualFinSF|CentralAir_Y', 'GarageQual_Fa|GarageArea', 'Neighborhood_Tencode|TotRmsAbvGrd', 'PavedDrive_N|HouseStyle_1.5Unf', 'ExterQual_TA|Exterior2nd_Plywood', 'GrLivArea|Neighborhood_NoRidge', 'GarageQual_Tencode|GarageYrBlt', '2ndFlrSF|WoodDeckSF', 'GarageCond_TA|ExterQual_Ex', 'ExterQual_Gd|KitchenQual_TA', 'LandSlope_Tencode|Neighborhood_Edwards', 'FireplaceQu_Po|RoofMatl_WdShngl', 'Foundation_BrkTil|Functional_Min2', 'BsmtUnfSF|BldgType_1Fam', 'HeatingQC_Tencode|BsmtExposure_No', 'BsmtQual_Ex|GarageFinish_RFn', 'EnclosedPorch|Neighborhood_BrkSide', 'TotalBsmtSF|BsmtQual_Ex', 'Functional_Typ|Exterior2nd_HdBoard', 'GarageFinish_Unf|BldgType_TwnhsE', 'LandSlope_Mod|MasVnrType_None', 'SaleCondition_Family|RoofMatl_Tar&Grv', 'SaleType_New|BsmtFinType2_Unf', 'KitchenQual_Ex|Exterior2nd_Wd Sdng', 'FireplaceQu_Tencode|SaleType_COD', 'Electrical_FuseA|RoofStyle_Shed', 'LotShape_IR1|Exterior2nd_BrkFace', 'BsmtFinType1_BLQ|LotArea', 'Electrical_SBrkr|GarageFinish_Tencode', 'KitchenQual_TA|WoodDeckSF', 'Foundation_Stone|BsmtQual_Fa', 'Exterior1st_AsbShng|Neighborhood_Crawfor', 'Neighborhood_BrkSide|MasVnrType_BrkFace', 'TotalBsmtSF|Functional_Tencode', 'LotArea|OverallCond', 'MiscVal|Exterior2nd_Plywood', '1stFlrSF|KitchenQual_TA', 'YearRemodAdd|Neighborhood_Timber', 'HouseStyle_Tencode|BsmtExposure_Gd', 'Fence_GdPrv|CentralAir_Y', 'PavedDrive_P|BldgType_1Fam', 'GarageType_Detchd|GarageType_BuiltIn', 'GarageType_Tencode|LandContour_Lvl', 'EnclosedPorch|PavedDrive_Y', 'BsmtCond_Po|RoofMatl_WdShngl', 'Exterior1st_AsbShng|BsmtFinType2_LwQ', 'RoofStyle_Flat|Electrical_FuseA', 'YearBuilt|BsmtExposure_Mn', 'SaleCondition_Tencode|Exterior1st_BrkComm', 'Neighborhood_Somerst|BsmtCond_Po', 'LotShape_Tencode|KitchenQual_Ex', 'ExterQual_TA|Functional_Typ', 'BsmtFinType1_BLQ|SaleType_WD', 'BsmtExposure_No|MSZoning_FV', 'PavedDrive_N|LotShape_IR1', 'LandSlope_Gtl|2ndFlrSF', 'Alley_Tencode|Exterior1st_Stucco', 'FireplaceQu_Fa|Foundation_CBlock', 'BsmtCond_Gd|CentralAir_Y', 'GarageFinish_Fin|Exterior1st_Plywood', 'Foundation_Tencode|SaleCondition_Family', 'BsmtFinType1_ALQ|Exterior1st_WdShing', 'Neighborhood_Mitchel|Foundation_Tencode', 'Foundation_Tencode|HeatingQC_Ex', 'Fence_GdWo|BsmtExposure_Gd', 'HalfBath|RoofMatl_WdShngl', 'GarageCond_TA|GarageType_2Types', 'Electrical_FuseA|Neighborhood_Timber', 'BsmtFinType2_Tencode|BsmtCond_Tencode', 'SaleCondition_Alloca|SaleCondition_Normal', 'MasVnrType_BrkCmn|Condition1_Tencode', 'BedroomAbvGr|BsmtExposure_Av', 'SaleCondition_Normal|Neighborhood_NAmes', 'SaleType_ConLw|KitchenQual_Fa', 'MSZoning_Tencode|MasVnrType_Stone', 'Functional_Typ|BsmtFinType1_GLQ', 'Heating_Tencode|MoSold', 'Alley_Tencode|LowQualFinSF', 'Heating_Tencode|LandContour_Tencode', 'CentralAir_Tencode|GarageType_2Types', 'Exterior1st_CemntBd|MSZoning_RH', 'Neighborhood_NPkVill|ExterCond_Tencode', 'ExterCond_Tencode|GarageType_CarPort', 'RoofStyle_Flat|Fence_MnPrv', 'BsmtCond_Po|Neighborhood_Sawyer', 'HalfBath|KitchenQual_TA', 'Electrical_FuseA|LotConfig_CulDSac', 'Condition2_Norm|BsmtExposure_Mn', 'HeatingQC_Gd|KitchenQual_Tencode', 'GarageCond_TA|Condition1_PosN', 'Heating_Tencode|BldgType_Tencode', 'FullBath|GarageQual_TA', 'PavedDrive_Y|SaleType_COD', 'Condition1_PosA|OverallCond', 'MiscFeature_Othr|BsmtQual_TA', 'LotShape_IR1|Fence_MnPrv', 'Electrical_Tencode|Functional_Min2', 'Neighborhood_NoRidge|YearBuilt', 'Utilities_Tencode|BsmtExposure_Mn', 'Neighborhood_Blmngtn|BsmtQual_Gd', 'RoofMatl_Tencode|YearRemodAdd', 'LotFrontage|Neighborhood_Tencode', 'BsmtFinType1_Tencode|EnclosedPorch', 'LandContour_Bnk|Exterior1st_BrkComm', 'RoofMatl_Tencode|Neighborhood_NWAmes', 'BsmtFinType2_GLQ|Condition1_Feedr', 'BsmtQual_Fa|Exterior1st_Tencode', 'RoofMatl_Tencode|Fireplaces', 'Foundation_Stone|SaleCondition_Family', 'GarageFinish_Unf|GarageType_2Types', 'Exterior1st_BrkFace|Neighborhood_NoRidge', 'Functional_Maj2|ExterQual_Tencode', 'LotFrontage|BsmtQual_Ex', 'BsmtExposure_Tencode|Fence_MnWw', 'Exterior1st_HdBoard|LotShape_IR1', 'GarageCond_Tencode|Exterior2nd_Wd Sdng', 'Street_Tencode|Neighborhood_NridgHt', 'GarageCond_Po|Foundation_CBlock', 'Neighborhood_CollgCr|BsmtExposure_Gd', 'Electrical_FuseP|Fence_GdWo', 'BsmtHalfBath|CentralAir_Tencode', 'MiscVal|HeatingQC_Ex', 'RoofStyle_Tencode|Neighborhood_IDOTRR', 'Neighborhood_NWAmes|MSSubClass', 'Alley_Pave|BsmtCond_Gd', 'SaleCondition_Family|BsmtExposure_Gd', 'HeatingQC_Fa|Neighborhood_BrkSide', 'Exterior1st_CemntBd|Exterior2nd_Wd Shng', 'RoofStyle_Gable|LandSlope_Gtl', 'LandContour_Low|Condition1_RRAn', 'Neighborhood_CollgCr|BsmtExposure_No', 'BldgType_Twnhs|OverallCond', 'HouseStyle_1Story|Foundation_CBlock', 'RoofStyle_Flat|BsmtFinType2_ALQ', 'TotRmsAbvGrd|KitchenQual_TA', 'KitchenQual_Gd|BsmtFinType2_Rec', 'Alley_Pave|GarageQual_Gd', 'Exterior2nd_AsbShng|SaleCondition_Normal', 'MiscFeature_Othr|SaleCondition_Normal', 'MoSold|Functional_Mod', 'BsmtFinType2_Tencode|RoofMatl_CompShg', 'HouseStyle_1Story|PavedDrive_P', 'Condition1_RRAe|MiscFeature_Gar2', 'KitchenAbvGr|BldgType_Duplex', 'GarageCond_TA|MiscFeature_Othr', 'Neighborhood_Veenker|GarageCond_Gd', 'BsmtExposure_Gd|MasVnrType_Tencode', 'Exterior1st_AsbShng|Exterior1st_Wd Sdng', 'SaleCondition_Alloca|Exterior2nd_Plywood', 'BsmtExposure_Gd|ExterCond_Fa', 'MasVnrType_None|BsmtExposure_Mn', 'SaleCondition_Normal|BsmtExposure_Mn', 'Foundation_Tencode|MiscFeature_Tencode', 'GarageCond_Gd|GarageType_CarPort', 'BldgType_Duplex|Fence_MnPrv', 'HouseStyle_1Story|Functional_Tencode', 'HeatingQC_Ex|Exterior2nd_HdBoard', 'Alley_Pave|LandSlope_Mod', 'Heating_GasA|GarageCond_Tencode', 'SaleCondition_Tencode|Neighborhood_BrkSide', 'FireplaceQu_Fa|GarageType_BuiltIn', 'Exterior2nd_Stone|Foundation_BrkTil', 'Neighborhood_Tencode|BsmtQual_TA', 'GarageQual_Po|Condition2_Artery', 'MasVnrType_BrkCmn|MasVnrType_None', 'Neighborhood_BrDale|GarageYrBlt', 'ExterCond_Tencode|GarageQual_Tencode', 'EnclosedPorch', 'HouseStyle_SLvl|BsmtCond_Fa', 'Condition1_Artery|Street_Tencode', 'RoofStyle_Flat|SaleType_CWD', 'CentralAir_N|Neighborhood_Timber', 'HeatingQC_Tencode|GarageYrBlt', 'LandContour_Low|RoofStyle_Tencode', 'Condition1_PosA|Neighborhood_IDOTRR', '3SsnPorch|ExterCond_Gd', 'Foundation_Stone|3SsnPorch', 'BsmtFinType2_ALQ|BsmtCond_Fa', 'ExterQual_Tencode|GarageType_2Types', 'Neighborhood_SawyerW|Exterior2nd_Plywood', 'Condition1_Norm|LotShape_IR3', 'BsmtFinSF2|Neighborhood_Crawfor', 'Exterior2nd_Stucco|BedroomAbvGr', 'SaleType_ConLw|GarageQual_Tencode', 'HeatingQC_Ex|MiscFeature_Shed', 'BldgType_TwnhsE|Exterior2nd_Brk Cmn', 'MasVnrType_BrkCmn|BldgType_1Fam', 'MasVnrType_BrkCmn|Exterior1st_Plywood', 'Neighborhood_Mitchel|HouseStyle_SLvl', 'LandContour_Tencode|BsmtUnfSF', 'PavedDrive_Tencode|CentralAir_Tencode', 'LandSlope_Tencode|GarageQual_Po', 'Exterior2nd_MetalSd|GarageType_Attchd', 'GarageCond_Gd|Condition1_PosN', 'Neighborhood_Somerst|KitchenQual_Tencode', 'BsmtFinType2_ALQ|MSZoning_Tencode', 'Utilities_Tencode|HeatingQC_Fa', 'HalfBath|Electrical_FuseF', 'GarageType_CarPort|Exterior1st_Tencode', 'GarageType_CarPort|CentralAir_Y', 'Electrical_FuseP|HouseStyle_SLvl', 'LandSlope_Tencode|MiscFeature_Gar2', 'Exterior2nd_AsbShng|BsmtFinType2_LwQ', 'YrSold|Exterior2nd_BrkFace', 'GarageCond_Gd|Neighborhood_Gilbert', 'Neighborhood_Edwards|BsmtFinType2_Rec', 'BsmtQual_Tencode|SaleType_New', 'Functional_Typ|SaleCondition_Normal', 'RoofMatl_WdShngl|Neighborhood_Timber', 'Exterior1st_BrkFace|Neighborhood_SWISU', 'Exterior1st_BrkFace|GarageYrBlt', 'Neighborhood_NoRidge|Neighborhood_Crawfor', 'TotalBsmtSF|YearBuilt', 'TotalBsmtSF|Neighborhood_Sawyer', 'Exterior2nd_Stucco|LotConfig_CulDSac', 'BsmtQual_Tencode|MSZoning_RH', 'OverallQual|FireplaceQu_TA', 'Neighborhood_NoRidge|BsmtFinType1_LwQ', 'HeatingQC_Gd|Functional_Mod', 'GarageQual_Fa|Foundation_Slab', 'GarageFinish_Fin|LandContour_Tencode', '3SsnPorch|Functional_Mod', 'Heating_GasA|Neighborhood_NoRidge', 'GarageFinish_Fin|Neighborhood_NAmes', 'ExterCond_TA|Condition1_RRAn', 'YrSold|BsmtCond_TA', 'Condition1_Artery|PoolQC_Tencode', 'LotShape_Tencode|MiscFeature_Tencode', 'MoSold|BldgType_TwnhsE', 'Exterior1st_BrkFace|RoofMatl_WdShngl', 'TotalBsmtSF|BsmtFinType1_Tencode', 'SaleCondition_Tencode|BsmtExposure_Av', 'FireplaceQu_Po|SaleCondition_Family', 'Exterior1st_Wd Sdng|GarageType_2Types', '2ndFlrSF|MSZoning_FV', 'BsmtFinType2_ALQ|BsmtFinSF1', 'FireplaceQu_Tencode|GarageCond_Gd', 'Exterior1st_AsbShng|MasVnrArea', 'Functional_Typ|MiscFeature_Othr', 'GarageQual_Tencode|BsmtExposure_Mn', 'MasVnrType_BrkCmn|HouseStyle_SLvl', 'SaleCondition_Alloca|SaleCondition_Abnorml', 'EnclosedPorch|BsmtFinType2_LwQ', 'TotalBsmtSF|BsmtCond_Fa', 'SaleType_Tencode|CentralAir_Tencode', 'GrLivArea|Fence_MnWw', 'BsmtFinType2_Tencode|MSZoning_RL', 'RoofStyle_Gambrel|Neighborhood_Crawfor', 'HouseStyle_SFoyer|Neighborhood_Edwards', 'KitchenAbvGr|Functional_Maj1', 'Heating_Grav|BsmtCond_TA', 'Neighborhood_Edwards|Exterior2nd_AsphShn', 'Electrical_Tencode|LotArea', 'Functional_Mod|BsmtFinType1_GLQ', 'HeatingQC_TA|Heating_GasW', 'Exterior2nd_Wd Sdng|BsmtFinType2_Unf', 'SaleType_ConLD', 'Neighborhood_CollgCr|Neighborhood_OldTown', 'Functional_Maj2|BsmtUnfSF', 'BldgType_Twnhs|BsmtFinType1_Rec', 'MasVnrType_None|GarageCond_Ex', 'Foundation_BrkTil|BsmtExposure_No', 'Neighborhood_NPkVill|SaleType_ConLD', 'Functional_Maj2|MasVnrType_Stone', 'Exterior2nd_Stucco|GarageQual_Po', 'ExterQual_TA|MSZoning_RH', 'GarageCars|HeatingQC_Gd', 'OverallQual|Neighborhood_NAmes', 'BsmtFinType2_Unf|ExterCond_Fa', 'SaleType_ConLw|Exterior2nd_Tencode', 'Neighborhood_OldTown|Functional_Mod', 'GarageCond_Tencode|FireplaceQu_Fa', 'Condition1_Norm|Exterior1st_Tencode', 'Neighborhood_Somerst|Exterior1st_WdShing', 'Alley_Tencode|Electrical_FuseF', 'HalfBath|MasVnrType_None', 'KitchenQual_Fa|SaleType_COD', 'Foundation_BrkTil|BsmtQual_Ex', 'LotShape_IR3|Neighborhood_Timber', 'TotalBsmtSF|BsmtCond_Po', 'ExterQual_TA|Exterior1st_Tencode', 'Neighborhood_Mitchel|GarageCond_Gd', 'Foundation_Tencode|LotConfig_Inside', 'HeatingQC_Ex|MasVnrArea', 'Functional_Tencode|Exterior2nd_MetalSd', 'GarageQual_Fa|LandSlope_Gtl', 'LotArea|LandSlope_Sev', 'MSZoning_C (all)|Neighborhood_NAmes', 'Electrical_FuseP|Fence_MnPrv', 'Foundation_PConc|LowQualFinSF', 'Exterior1st_CemntBd|WoodDeckSF', 'YearBuilt|Exterior2nd_HdBoard', 'GarageCond_Po|Neighborhood_MeadowV', 'BldgType_2fmCon|Exterior1st_Tencode', 'RoofStyle_Flat|GarageCond_Fa', 'Neighborhood_Veenker|PoolArea', '2ndFlrSF|BsmtQual_Gd', 'YrSold|Condition1_PosN', 'BsmtQual_TA|BsmtFinType1_Rec', 'Functional_Tencode|BsmtFinType1_LwQ', 'KitchenAbvGr|BldgType_TwnhsE', 'Street_Tencode|Functional_Typ', 'HeatingQC_Fa|Heating_Grav', 'Foundation_BrkTil|LotConfig_CulDSac', '3SsnPorch|Exterior2nd_AsphShn', 'BedroomAbvGr|HouseStyle_2.5Unf', 'Electrical_Tencode|HouseStyle_2.5Unf', 'Functional_Typ|3SsnPorch', 'BsmtFinType1_ALQ|MoSold', 'Neighborhood_NoRidge|Functional_Min1', 'YrSold|Neighborhood_BrDale', 'RoofStyle_Hip|1stFlrSF', 'LotShape_IR1|Exterior1st_Stucco', 'Condition1_Tencode|MSZoning_RH', 'Electrical_SBrkr|MasVnrType_Stone', 'Condition1_PosA|ExterQual_Fa', 'BsmtQual_Tencode|MiscFeature_Shed', 'GarageType_Basment|MasVnrType_Stone', 'Condition1_Artery|GarageQual_Fa', 'BsmtFullBath|Exterior2nd_Plywood', 'PoolQC_Tencode|FireplaceQu_TA', 'Exterior2nd_Stucco|ExterCond_Gd', 'Neighborhood_StoneBr|MSSubClass', 'LandContour_Low|BsmtQual_TA', 'MiscFeature_Shed|Condition1_Feedr', 'YrSold|BsmtCond_Fa', 'BldgType_2fmCon|BsmtUnfSF', 'Neighborhood_Crawfor|Neighborhood_Gilbert', 'Condition1_PosA|SaleCondition_Normal', 'Neighborhood_NPkVill|SaleCondition_Normal', 'Foundation_Tencode', 'Alley_Pave|Exterior1st_BrkComm', 'GarageQual_Gd|PoolQC_Tencode', 'BsmtQual_TA|MasVnrType_BrkCmn', 'KitchenQual_Fa|Functional_Min2', 'GrLivArea|Exterior1st_AsbShng', 'MiscFeature_Othr|Foundation_CBlock', 'HouseStyle_1.5Fin|Street_Pave', 'Exterior2nd_Stucco|Foundation_CBlock', 'GarageCond_TA|Neighborhood_Sawyer', 'LotShape_Tencode|Neighborhood_Blmngtn', 'BsmtExposure_Gd|BsmtQual_Gd', 'Fence_Tencode|SaleType_CWD', 'SaleCondition_Normal|Neighborhood_BrkSide', 'MasVnrType_BrkCmn|RoofMatl_WdShngl', 'ExterCond_Gd|BsmtCond_Tencode', 'Electrical_FuseF|Street_Pave', 'FireplaceQu_Fa|MasVnrType_None', 'Neighborhood_Tencode|BsmtUnfSF', 'Heating_Tencode|WoodDeckSF', 'Neighborhood_CollgCr|Fence_GdPrv', 'HalfBath|BsmtExposure_Mn', 'Street_Tencode|Exterior1st_Tencode', 'MSZoning_Tencode|MiscFeature_Gar2', 'Neighborhood_SWISU|Exterior2nd_Brk Cmn', 'LandSlope_Gtl|Exterior2nd_HdBoard', 'Exterior1st_AsbShng|MSZoning_RH', 'RoofStyle_Gable|Exterior1st_VinylSd', 'Functional_Min1|Exterior1st_Wd Sdng', 'Condition1_Norm|Utilities_AllPub', 'GarageType_Tencode|MasVnrType_BrkCmn', 'SaleCondition_Normal|MasVnrType_None', 'GarageType_Tencode|Neighborhood_MeadowV', 'PoolQC_Tencode|ExterCond_Tencode', 'BsmtFinType2_Rec|MiscFeature_Shed', 'BsmtFinSF1|BldgType_Tencode', 'LandContour_Low|Neighborhood_MeadowV', 'GarageCond_Gd|Condition2_Artery', 'SaleType_ConLD|Condition1_RRAe', 'Exterior2nd_Wd Shng|HouseStyle_2Story', 'Condition1_Norm|BldgType_Tencode', 'BsmtHalfBath|BsmtExposure_Av', 'HouseStyle_1.5Unf|GarageQual_Fa', 'Electrical_Tencode|MSZoning_RM', 'CentralAir_N|GarageType_2Types', 'GarageCond_Po|GarageType_2Types', 'Exterior2nd_Wd Sdng|MSZoning_FV', 'LandSlope_Mod|Foundation_BrkTil', 'HouseStyle_Tencode|Street_Pave', 'SaleCondition_Tencode|Functional_Min2', 'HouseStyle_Tencode|RoofStyle_Gambrel', 'LandSlope_Tencode|GarageType_BuiltIn', 'Foundation_CBlock|ExterCond_Fa', 'GarageQual_Tencode|HouseStyle_1.5Fin', 'Condition1_Artery|LandSlope_Tencode', 'Neighborhood_Tencode|Foundation_Slab', 'Exterior1st_AsbShng|GarageType_CarPort', 'Functional_Typ|CentralAir_Y', 'Electrical_Tencode|BsmtQual_Gd', 'Neighborhood_Edwards|SaleCondition_Normal', 'BsmtHalfBath|MiscFeature_Gar2', 'MasVnrType_None|RoofMatl_WdShngl', 'BsmtQual_TA|BldgType_1Fam', 'Fence_GdWo', 'BsmtFinType1_BLQ|Neighborhood_ClearCr', 'Electrical_FuseA|Exterior2nd_Wd Sdng', 'Neighborhood_NPkVill|BsmtExposure_Gd', 'BsmtCond_Po|Fence_GdWo', 'Foundation_Stone|Fireplaces', 'ExterQual_TA|TotalBsmtSF', 'Street_Grvl|ExterQual_Tencode', 'BsmtFinType1_Rec|BsmtFinType2_Unf', 'Fence_Tencode|Fence_GdPrv', 'LotFrontage|Exterior1st_CemntBd', 'FireplaceQu_Ex|Alley_Grvl', 'LotConfig_Corner|Condition1_PosN', 'FireplaceQu_Tencode|MoSold', 'GarageFinish_Fin|MasVnrType_BrkCmn', 'BsmtFinType1_LwQ|BsmtFinSF1', 'SaleType_ConLI|LotConfig_CulDSac', 'LotShape_Tencode|RoofStyle_Shed', 'CentralAir_Y|Street_Grvl', 'BsmtFinType1_LwQ|GarageCond_Ex', 'BldgType_Twnhs|SaleCondition_Family', 'ExterQual_TA|HeatingQC_TA', 'BsmtFinType2_BLQ|GarageCond_Fa', 'Heating_GasA|BsmtQual_Tencode', 'SaleType_WD|Exterior1st_MetalSd', 'LotShape_Reg|KitchenQual_Tencode', 'OpenPorchSF|Utilities_AllPub', 'HouseStyle_Tencode|BsmtExposure_Av', 'HeatingQC_Fa|HeatingQC_Gd', 'Neighborhood_Veenker|HeatingQC_Tencode', 'Heating_Grav|Neighborhood_StoneBr', 'FireplaceQu_Po|Street_Grvl', 'Condition1_Artery|MiscFeature_Othr', 'SaleType_WD|Alley_Grvl', 'Condition1_RRAe|LotShape_IR3', 'BsmtFinType2_GLQ|Heating_GasW', 'Utilities_Tencode|Neighborhood_NAmes', 'CentralAir_Y|LotConfig_Inside', 'Fireplaces|LandSlope_Mod', 'PoolQC_Tencode|1stFlrSF', 'Functional_Maj2|BsmtExposure_No', 'Foundation_Tencode|MasVnrType_None', 'RoofStyle_Hip|RoofMatl_Tar&Grv', 'FireplaceQu_Po|LandContour_Bnk', 'LandContour_HLS|SaleType_CWD', 'Heating_Tencode|BsmtFinType1_GLQ', 'Exterior1st_AsbShng|Neighborhood_NoRidge', 'MasVnrType_None|Neighborhood_Gilbert', 'GarageArea|BsmtExposure_Mn', 'Neighborhood_Somerst|GarageArea', 'Exterior1st_BrkComm|MSZoning_FV', 'Exterior2nd_Stucco|Neighborhood_IDOTRR', 'BsmtFinSF1|Neighborhood_IDOTRR', 'Exterior2nd_VinylSd|SaleType_WD', 'BldgType_2fmCon|Foundation_Slab', 'PavedDrive_Tencode|BsmtUnfSF', 'SaleCondition_Tencode|SaleType_ConLw', 'LotConfig_FR2|Exterior2nd_Wd Sdng', 'BsmtFinType2_GLQ|Exterior2nd_VinylSd', 'YearRemodAdd|SaleType_ConLw', 'Condition2_Artery|SaleType_CWD', 'SaleCondition_Family|LandContour_Bnk', 'BsmtFinSF2|LotConfig_Inside', 'LandContour_Lvl|Fence_GdWo', 'Fireplaces|HouseStyle_Tencode', 'HeatingQC_Tencode|SaleCondition_Partial', 'Exterior2nd_HdBoard|MasVnrType_BrkFace', 'RoofStyle_Hip|BsmtUnfSF', 'KitchenAbvGr|Exterior2nd_Tencode', 'SaleType_ConLD|BsmtCond_Po', 'Exterior1st_VinylSd|MSZoning_Tencode', 'Exterior2nd_Tencode|Exterior1st_Stucco', 'BsmtFinSF2|Foundation_Tencode', 'HouseStyle_SFoyer|BsmtQual_Gd', 'SaleCondition_Alloca|Neighborhood_Sawyer', 'SaleType_ConLD|Heating_GasW', 'LotShape_IR1|GarageType_Tencode', 'LandContour_Low|BsmtExposure_Gd', 'HeatingQC_TA|Neighborhood_ClearCr', 'MiscFeature_Shed|SaleType_Oth', 'Foundation_Tencode|Neighborhood_NAmes', 'Condition1_PosN|BsmtCond_Fa', 'KitchenQual_Tencode|MasVnrType_Stone', 'Neighborhood_IDOTRR|BsmtQual_Gd', 'Condition2_Tencode|Foundation_Slab', 'ExterQual_Ex|BsmtFinType1_Unf', 'BsmtFinType1_BLQ|KitchenQual_Gd', 'BsmtQual_Fa|HouseStyle_1.5Unf', 'Neighborhood_NridgHt|Neighborhood_Sawyer', 'ExterQual_TA|GarageQual_Gd', 'GarageType_Tencode|Exterior1st_BrkComm', 'Functional_Typ|BsmtCond_Po', 'MSSubClass|OverallCond', 'RoofStyle_Shed|ScreenPorch', 'Exterior2nd_MetalSd|Neighborhood_NAmes', 'RoofStyle_Hip|SaleType_ConLI', 'ExterCond_TA|Exterior2nd_MetalSd', 'GarageCond_Ex|MasVnrType_Stone', 'Condition2_Norm|Neighborhood_MeadowV', 'FireplaceQu_TA|BsmtExposure_Mn', 'GarageType_Tencode|RoofStyle_Tencode', 'LowQualFinSF|BsmtUnfSF', 'SaleType_ConLw|BsmtFinSF2', 'Fireplaces|Neighborhood_Sawyer', 'PoolQC_Tencode|Neighborhood_BrkSide', 'Exterior2nd_Stucco|GarageCond_Gd', 'Functional_Mod|Exterior1st_WdShing', 'GarageType_CarPort|Neighborhood_StoneBr', 'Condition1_Norm|ScreenPorch', 'BsmtFinType1_Rec|MasVnrType_BrkFace', 'Electrical_FuseF|Exterior2nd_Wd Sdng', 'Exterior2nd_Stone|MiscFeature_Othr', 'BsmtFinType1_Rec|GarageFinish_Tencode', 'GarageQual_Tencode|MiscFeature_Gar2', 'BsmtQual_TA|BsmtCond_Gd', 'BsmtFinType1_ALQ|Condition1_Norm', 'Electrical_FuseA|Fence_GdWo', 'Neighborhood_NoRidge|BsmtFullBath', 'LotShape_IR1|BsmtCond_Gd', 'Exterior2nd_Wd Sdng|GarageQual_Tencode', 'SaleType_Tencode|MiscFeature_Gar2', 'Exterior1st_CemntBd|Exterior1st_MetalSd', 'Condition1_Feedr|Fence_MnWw', 'Exterior2nd_CmentBd|GarageType_2Types', 'KitchenQual_Tencode|MSSubClass', 'SaleType_New|BsmtFinType2_Rec', 'Fireplaces|GarageCond_Ex', 'ExterCond_Tencode|Foundation_CBlock', 'HeatingQC_Gd|Exterior2nd_Tencode', 'Functional_Tencode|Condition1_Norm', 'Exterior1st_Plywood|Utilities_AllPub', 'Neighborhood_Somerst|GarageType_Basment', 'Functional_Maj2|Condition1_RRAn', 'YearBuilt|LandSlope_Sev', 'Heating_GasA|Condition1_PosA', 'BsmtFinType2_Tencode|LowQualFinSF', 'LotShape_Tencode|ExterQual_Fa', 'LowQualFinSF|Neighborhood_MeadowV', 'RoofMatl_CompShg|RoofMatl_WdShngl', 'BldgType_1Fam|Exterior1st_Wd Sdng', 'LandContour_Low|RoofStyle_Shed', 'RoofMatl_Tar&Grv|Fence_GdWo', 'Exterior1st_Stucco|TotRmsAbvGrd', 'HeatingQC_TA|SaleType_Tencode', 'Condition2_Tencode|Exterior2nd_MetalSd', 'HouseStyle_1Story|Neighborhood_Blmngtn', 'ExterQual_TA|BsmtUnfSF', 'SaleCondition_Family|Exterior1st_CemntBd', 'BldgType_Twnhs|Exterior2nd_Wd Sdng', 'ExterCond_TA|Neighborhood_Tencode', 'Neighborhood_OldTown|BsmtFinType2_Rec', 'ExterCond_Tencode|Functional_Min1', 'LandSlope_Gtl|LotConfig_Inside', 'Neighborhood_CollgCr|BsmtQual_TA', 'Neighborhood_BrDale|CentralAir_Tencode', 'LotConfig_FR2|BsmtQual_Fa', 'BsmtFinType1_GLQ|LotShape_IR3', 'HeatingQC_Gd|BsmtCond_Gd', 'BsmtExposure_Tencode|LotFrontage', 'LotFrontage|Condition1_RRAn', 'Exterior1st_Stucco|LotConfig_FR2', 'YearBuilt|SaleCondition_Alloca', 'ExterCond_TA|MSZoning_RH', 'Foundation_BrkTil|BsmtExposure_Av', 'LotShape_IR1|HalfBath', 'MiscFeature_Gar2|Fence_MnPrv', 'Foundation_PConc|Electrical_FuseA', 'SaleCondition_Tencode|BldgType_Twnhs', 'Exterior2nd_Brk Cmn|Fence_MnPrv', 'GarageType_Tencode|BedroomAbvGr', 'Exterior2nd_CmentBd|Exterior1st_Wd Sdng', 'Electrical_FuseP|BsmtFinType1_LwQ', 'GarageCond_TA|Exterior1st_Plywood', 'Fence_GdPrv|GarageYrBlt', 'BsmtExposure_Tencode|BsmtCond_TA', 'BsmtFinType2_Unf|BsmtCond_Fa', 'Neighborhood_BrDale|KitchenQual_Gd', 'LotArea|Heating_GasW', 'LandSlope_Tencode|Neighborhood_BrkSide', 'GarageType_Attchd|Neighborhood_NAmes', 'RoofStyle_Hip|BsmtCond_TA', 'KitchenAbvGr|2ndFlrSF', 'GarageType_BuiltIn|SaleCondition_Partial', 'Neighborhood_Somerst|Foundation_Stone', 'Street_Tencode|MiscFeature_Gar2', 'Foundation_BrkTil|WoodDeckSF', 'Neighborhood_NoRidge|MasVnrType_BrkCmn', 'BsmtFinType2_LwQ|PavedDrive_P', 'Foundation_Tencode|GarageType_BuiltIn', 'Neighborhood_NoRidge|MasVnrType_None', 'BsmtFinType2_GLQ|GarageCond_Gd', 'Alley_Tencode|RoofMatl_WdShngl', 'MSZoning_C (all)|Neighborhood_NWAmes', 'BsmtFinType2_ALQ|BsmtFinType1_Unf', 'LotShape_Reg|BsmtFinType1_Rec', 'GarageCond_Fa|MSZoning_RH', 'BsmtQual_Tencode|SaleCondition_Family', 'BsmtFinType1_Rec|GarageQual_Tencode', 'Foundation_Stone|PoolQC_Tencode', 'BsmtExposure_Av|Neighborhood_Gilbert', 'LandSlope_Gtl|CentralAir_Tencode', 'BsmtExposure_Av|OpenPorchSF', 'KitchenQual_Gd|MiscFeature_Othr', 'Neighborhood_Mitchel|PoolQC_Tencode', 'Heating_GasA|Neighborhood_SawyerW', 'PoolArea|Exterior2nd_AsphShn', 'GarageFinish_Tencode|GarageType_Basment', 'BsmtFinType1_Rec|BsmtFinSF1', 'LotShape_Tencode|Functional_Typ', 'Neighborhood_NAmes|GarageYrBlt', 'Neighborhood_Edwards|GarageType_Basment', 'Foundation_CBlock|GarageType_Basment', 'Foundation_Tencode|GarageType_Attchd', 'Alley_Grvl|ExterQual_Fa', 'Foundation_CBlock|BsmtCond_Fa', 'PoolQC_Tencode|Exterior1st_WdShing', 'MasVnrType_BrkCmn|Condition2_Artery', 'BldgType_2fmCon|Fence_MnPrv', 'BsmtFinType2_Tencode|BsmtFinType1_ALQ', 'Condition1_PosA|MoSold', 'LotShape_IR2|MasVnrArea', 'LandContour_Low|Exterior2nd_BrkFace', 'BsmtCond_Tencode|MSZoning_RL', 'Neighborhood_Tencode|RoofStyle_Tencode', 'GarageQual_Gd|BsmtCond_Fa', 'MSZoning_FV|Exterior1st_MetalSd', 'Neighborhood_ClearCr|BldgType_TwnhsE', 'CentralAir_N|BsmtExposure_No', 'RoofMatl_Tencode|Condition2_Artery', 'Electrical_Tencode|MiscFeature_Othr', 'BsmtFinType2_BLQ|CentralAir_N', 'GarageFinish_Fin|BsmtExposure_Mn', 'Condition1_RRAn|BsmtCond_Fa', 'Exterior1st_MetalSd|LotConfig_Inside', 'SaleCondition_Family|Neighborhood_IDOTRR', 'BsmtFinType1_ALQ|Condition1_Feedr', 'HouseStyle_Tencode|KitchenQual_Tencode', 'Neighborhood_ClearCr|KitchenQual_Gd', 'LotShape_IR1|Fence_GdPrv', 'BsmtFinType1_Tencode|BsmtFinType2_Unf', 'Exterior2nd_Stone|BedroomAbvGr', 'SaleType_Tencode|FireplaceQu_Ex', 'RoofStyle_Shed|Neighborhood_IDOTRR', 'TotRmsAbvGrd|Street_Grvl', 'FireplaceQu_Ex|MSZoning_RM', 'BsmtFinType1_ALQ|MiscFeature_Shed', 'Neighborhood_ClearCr|GarageCond_Fa', 'RoofMatl_WdShngl|MasVnrType_BrkFace', 'ExterQual_TA|MasVnrType_None', 'Exterior1st_AsbShng|TotRmsAbvGrd', 'BsmtFinType1_LwQ|CentralAir_Tencode', 'BsmtFinType2_BLQ|BsmtQual_Fa', 'HeatingQC_Gd|BsmtFinType2_Rec', 'GarageCond_TA|Functional_Maj1', 'GarageCond_Po|BsmtQual_TA', 'FireplaceQu_Fa|Functional_Min1', 'Electrical_FuseP|SaleType_Tencode', 'Exterior2nd_Tencode|MasVnrType_Tencode', 'SaleCondition_Tencode|RoofMatl_WdShngl', 'Neighborhood_BrkSide|Exterior1st_Plywood', 'PavedDrive_Y|Functional_Mod', 'TotalBsmtSF|ExterCond_Tencode', 'Alley_Pave|BsmtFinType2_GLQ', 'HeatingQC_Gd|ExterCond_TA', 'Foundation_BrkTil|MiscFeature_Shed', 'MiscVal|BsmtFullBath', 'SaleType_ConLw|Neighborhood_OldTown', 'LandContour_Low|FireplaceQu_Gd', 'KitchenQual_Gd|BsmtQual_Tencode', 'LotShape_Reg|Street_Pave', 'BsmtFinType2_ALQ|LotConfig_FR2', 'Exterior2nd_AsbShng|SaleType_ConLD', 'Neighborhood_Blmngtn|Exterior2nd_Plywood', 'EnclosedPorch|BsmtExposure_Gd', 'LotShape_Tencode|Neighborhood_Gilbert', 'MSZoning_RM|LotShape_IR3', 'Fence_GdWo|MasVnrType_Stone', 'GarageCars|Foundation_CBlock', 'GarageCond_Gd|GarageType_Attchd', 'Exterior2nd_Stone|1stFlrSF', 'TotRmsAbvGrd|Alley_Grvl', 'Alley_Tencode|BsmtExposure_Av', 'Electrical_SBrkr|Exterior1st_VinylSd', 'BldgType_Duplex|Heating_GasW', 'RoofMatl_Tencode|BsmtFinSF1', 'PavedDrive_Y|MSSubClass', 'Condition1_PosN|BsmtFinType2_Rec', 'FireplaceQu_Tencode|GarageFinish_Unf', 'GrLivArea|BsmtFinType2_BLQ', 'SaleCondition_Tencode|Neighborhood_Mitchel', 'SaleType_ConLw|PoolArea', 'Neighborhood_ClearCr|GarageQual_Gd', 'Neighborhood_Tencode|CentralAir_Y', 'LotArea|BsmtExposure_No', 'BsmtFinType1_BLQ|HouseStyle_2.5Unf', 'Electrical_FuseA|Electrical_FuseF', 'GarageQual_Po|BldgType_1Fam', 'Functional_Typ|BsmtFinType2_Rec', 'Exterior1st_BrkFace|LandContour_Lvl', 'GrLivArea|HalfBath', 'Functional_Mod|Street_Grvl', 'MiscFeature_Othr|Exterior2nd_AsphShn', 'Functional_Maj2|BldgType_TwnhsE', 'LandSlope_Mod|SaleCondition_Partial', 'ExterQual_TA|SaleType_ConLw', 'PavedDrive_N|Functional_Tencode', 'RoofStyle_Hip|Neighborhood_Timber', 'Exterior2nd_MetalSd|GarageArea', 'Heating_GasW|BsmtFinType1_Unf', 'GarageQual_Gd|OverallCond', 'MiscFeature_Othr|PavedDrive_Tencode', 'ExterCond_TA|BldgType_1Fam', 'LotConfig_Tencode|Neighborhood_Gilbert', 'ExterQual_TA|HeatingQC_Ex', 'Exterior2nd_Stone|GarageCond_TA', 'LotFrontage|Functional_Typ', 'HouseStyle_1Story|RoofStyle_Gambrel', 'LotShape_IR2|Exterior2nd_Brk Cmn', 'LandContour_Low|GarageCond_Ex', 'BsmtQual_Fa|FireplaceQu_Ex', 'HeatingQC_Ex|MSZoning_RL', 'LotConfig_Corner|Neighborhood_Veenker', 'ExterQual_TA|LotConfig_CulDSac', 'HouseStyle_2.5Unf', 'CentralAir_N|BsmtFinType1_GLQ', 'Exterior1st_AsbShng|SaleCondition_Alloca', 'LotArea|BsmtCond_Tencode', 'SaleCondition_Family|Neighborhood_Timber', 'GarageCond_Po|Functional_Min1', 'PavedDrive_Y|Neighborhood_Gilbert', 'Alley_Grvl|Exterior2nd_Plywood', 'Heating_GasA|BsmtFinType2_Rec', 'RoofMatl_CompShg|Exterior2nd_AsphShn', 'FireplaceQu_Po|Neighborhood_Timber', 'SaleCondition_Tencode|Neighborhood_IDOTRR', 'Exterior2nd_Stone|MiscFeature_Tencode', 'GarageQual_Fa|MoSold', 'BsmtQual_Tencode|LandSlope_Gtl', 'BldgType_Duplex|Functional_Typ', 'BsmtExposure_Tencode|Exterior2nd_CmentBd', '3SsnPorch|BsmtExposure_Mn', '1stFlrSF|Street_Pave', 'RoofStyle_Flat|BsmtCond_Fa', 'Exterior2nd_Tencode|BsmtUnfSF', 'Exterior2nd_CmentBd|MasVnrType_Tencode', 'BsmtFinSF1|Condition1_RRAn', 'GarageType_Tencode|WoodDeckSF', 'EnclosedPorch|Neighborhood_SawyerW', 'SaleType_ConLI|BsmtQual_Fa', 'GarageCars|TotRmsAbvGrd', 'RoofMatl_Tencode|BsmtCond_Gd', 'Functional_Tencode|SaleType_ConLD', 'HeatingQC_TA|OverallCond', 'SaleType_New|CentralAir_Tencode', 'Exterior2nd_Stone|Foundation_Tencode', 'Exterior2nd_BrkFace|Neighborhood_IDOTRR', 'Condition1_Artery|HouseStyle_1.5Fin', 'GarageQual_Gd|MiscFeature_Shed', 'BldgType_TwnhsE|Neighborhood_IDOTRR', 'Neighborhood_Somerst|RoofStyle_Gable', 'RoofStyle_Flat|TotRmsAbvGrd', 'BldgType_Twnhs|MasVnrType_Stone', 'Neighborhood_Edwards|ExterQual_Tencode', 'GarageType_Tencode|HalfBath', 'MSSubClass|HouseStyle_2Story', 'SaleCondition_Family|LandSlope_Gtl', 'BldgType_Twnhs|MasVnrType_BrkFace', 'LotFrontage|RoofMatl_WdShngl', 'BsmtFinType2_ALQ|CentralAir_Tencode', 'YearRemodAdd|Neighborhood_NWAmes', 'Exterior2nd_Tencode|ExterQual_Ex', 'SaleCondition_Family|BsmtFinType1_GLQ', 'LandContour_Bnk|GarageType_2Types', 'BedroomAbvGr|BsmtQual_Gd', 'Exterior2nd_Brk Cmn|Exterior2nd_Wd Shng', 'Neighborhood_NPkVill|GarageFinish_RFn', 'BsmtFinType2_ALQ|MiscVal', 'BsmtFinType2_Tencode|MSZoning_Tencode', 'Neighborhood_Mitchel|MiscFeature_Tencode', 'ExterCond_Gd|GarageFinish_RFn', 'SaleCondition_Alloca|BsmtCond_Fa', 'LotConfig_Tencode|Exterior1st_VinylSd', 'GarageFinish_Fin|ExterQual_Gd', 'Exterior1st_AsbShng|MasVnrType_BrkCmn', 'Exterior2nd_MetalSd|Exterior1st_WdShing', 'MSZoning_RM|GarageFinish_RFn', 'Exterior2nd_VinylSd|BsmtQual_Gd', 'GarageType_Tencode|BsmtFinSF1', 'LotShape_IR1|Alley_Grvl', 'GrLivArea|GarageQual_Tencode', 'EnclosedPorch|GarageCond_Fa', 'GarageCond_Po|GarageCond_TA', 'LowQualFinSF|Exterior2nd_HdBoard', 'Exterior2nd_MetalSd|BsmtUnfSF', 'LotShape_IR2|HeatingQC_Tencode', 'BsmtExposure_Tencode|SaleType_ConLw', 'GarageType_Tencode|Fence_GdWo', 'MSZoning_FV|Exterior1st_Tencode', 'Fireplaces|Exterior2nd_Wd Sdng', 'Exterior1st_Stucco|Neighborhood_MeadowV', '3SsnPorch|Fence_MnWw', 'Exterior2nd_Stone|GarageType_CarPort', 'RoofMatl_CompShg|BsmtFinSF1', 'LotArea|GarageArea', 'Alley_Pave|LotFrontage', 'BsmtFinType2_Tencode|Neighborhood_NWAmes', 'PoolQC_Tencode|RoofStyle_Tencode', 'ExterQual_TA|CentralAir_Tencode', 'Fence_GdPrv|Neighborhood_MeadowV', 'SaleType_ConLw|GarageCond_Ex', 'Neighborhood_ClearCr|SaleType_New', 'Functional_Typ|Condition2_Artery', 'LotShape_Reg|Alley_Pave', 'OverallQual|MSZoning_RH', 'Exterior1st_Stucco|Exterior2nd_CmentBd', 'Exterior2nd_Tencode|HouseStyle_SLvl', 'Neighborhood_NoRidge|KitchenQual_Ex', 'RoofStyle_Hip|KitchenQual_Ex', 'Condition1_Artery|GarageQual_Po', 'FireplaceQu_Tencode|PavedDrive_Y', 'SaleType_ConLI|BsmtFinType1_GLQ', 'GarageFinish_Tencode|Exterior1st_Wd Sdng', 'FireplaceQu_Tencode|GarageQual_TA', 'Electrical_FuseP|FireplaceQu_TA', 'LotShape_IR1|PavedDrive_Tencode', 'FullBath|BsmtFinType2_BLQ', 'LandContour_Tencode|Neighborhood_StoneBr', 'Exterior2nd_AsbShng|Condition2_Norm', 'SaleType_ConLw|MSZoning_RL', 'Functional_Typ|SaleType_ConLw', 'RoofStyle_Gable|LotShape_IR3', 'Neighborhood_ClearCr|Fireplaces', 'KitchenAbvGr|Foundation_CBlock', 'GarageType_Detchd|BldgType_Duplex', 'BsmtFinType1_Unf|MasVnrArea', 'SaleType_ConLI|RoofStyle_Gable', 'BsmtFinType1_Rec|OverallCond', 'Exterior2nd_Wd Sdng|ExterCond_Fa', 'HeatingQC_TA|KitchenQual_Tencode', 'BldgType_2fmCon|KitchenQual_Tencode', 'KitchenQual_Gd|Neighborhood_StoneBr', 'Neighborhood_SWISU|Condition1_RRAe', 'Neighborhood_OldTown|Exterior2nd_AsphShn', 'Functional_Tencode|Electrical_Tencode', 'RoofMatl_Tar&Grv|MasVnrType_Stone', 'Neighborhood_Veenker|Condition1_PosA', 'Neighborhood_Edwards|Alley_Grvl', 'MiscVal|Condition1_Feedr', 'Neighborhood_Somerst|ExterQual_Ex', 'Neighborhood_NPkVill|GarageType_Tencode', 'Heating_GasA|Foundation_CBlock', 'TotalBsmtSF|Foundation_CBlock', 'PavedDrive_N|GarageQual_Fa', 'Heating_GasW|Exterior2nd_Wd Shng', 'LotFrontage|SaleCondition_Family', 'PavedDrive_Y|Condition1_Feedr', 'Functional_Tencode|SaleType_New', 'OverallQual|SaleType_WD', 'LotFrontage|BsmtFinType2_GLQ', 'LowQualFinSF|GarageType_Attchd', 'LotConfig_FR2|LowQualFinSF', 'GarageQual_Gd|MasVnrType_Tencode', 'LotConfig_FR2|MSSubClass', 'Foundation_Stone|GarageType_CarPort', 'LotFrontage|Exterior1st_Plywood', 'SaleType_Tencode|BsmtFinType1_Unf', 'Functional_Tencode|Heating_Tencode', 'Condition1_PosN|Exterior1st_Wd Sdng', 'Exterior2nd_Stucco|GrLivArea', 'OpenPorchSF|MSZoning_FV', 'RoofStyle_Flat|HalfBath', 'Street_Tencode|MSZoning_C (all)', 'FireplaceQu_Gd|Condition1_RRAe', 'HouseStyle_SFoyer|BsmtQual_Fa', 'RoofStyle_Flat|GarageQual_Fa', 'PoolArea|Exterior2nd_Brk Cmn', 'Functional_Typ|Exterior1st_CemntBd', '3SsnPorch|Condition2_Norm', 'BsmtFinType2_LwQ|Exterior2nd_HdBoard', 'HeatingQC_TA|ExterQual_Gd', 'Functional_Tencode|PavedDrive_Y', 'BsmtQual_Tencode', 'BsmtFinType1_Tencode|BedroomAbvGr', 'EnclosedPorch|PavedDrive_P', 'HalfBath|BsmtFinType1_Rec', 'GarageType_BuiltIn|SaleType_COD', 'FireplaceQu_Po|Neighborhood_BrkSide', 'SaleType_New|BsmtExposure_No', 'GarageCond_TA|Neighborhood_MeadowV', 'Functional_Typ|Neighborhood_Sawyer', 'SaleType_ConLD|Neighborhood_SWISU', 'YearBuilt|Neighborhood_Edwards', 'RoofMatl_CompShg|MSZoning_RM', 'GarageType_Tencode|Exterior2nd_Plywood', 'BsmtQual_TA|GarageCond_Fa', 'Exterior2nd_Wd Sdng|SaleType_CWD', 'TotalBsmtSF|Exterior1st_MetalSd', 'TotalBsmtSF|HeatingQC_Ex', 'Foundation_Stone|MSZoning_RM', 'BsmtExposure_Mn|Functional_Min2', 'PavedDrive_Tencode|Exterior1st_Plywood', 'GarageFinish_Fin|LotConfig_FR2', 'KitchenAbvGr|Condition1_Artery', 'Foundation_PConc|BsmtFinType2_Rec', 'LandContour_Low|LotShape_IR1', 'BsmtFinType1_Tencode|GarageType_Basment', 'LotShape_IR2|LandContour_Bnk', 'BsmtFinType1_Unf|MasVnrType_BrkFace', 'GarageQual_TA|GarageQual_Po', 'Heating_Tencode|Neighborhood_SawyerW', 'Exterior2nd_AsbShng|BsmtFinType2_GLQ', 'HeatingQC_Tencode|Neighborhood_MeadowV', 'MSZoning_RM|Neighborhood_StoneBr', 'Neighborhood_Sawyer|HouseStyle_1.5Fin', 'ExterCond_TA|Exterior2nd_VinylSd', 'BsmtFinType1_BLQ|BsmtUnfSF', 'GarageFinish_Fin|RoofMatl_WdShngl', 'ExterQual_TA|Exterior1st_Wd Sdng', 'LandContour_Low|MSZoning_RL', 'GarageFinish_Fin|2ndFlrSF', 'BsmtFinSF1|GarageYrBlt', 'Condition1_Feedr|PoolArea', 'Neighborhood_SWISU|Exterior1st_Plywood', '1stFlrSF|BsmtFinType2_Rec', 'BsmtFinType2_Tencode|BsmtFullBath', 'BsmtQual_Tencode|Electrical_SBrkr', 'PavedDrive_Tencode|Neighborhood_NWAmes', 'Fence_GdPrv|PoolArea', 'GarageArea|ExterQual_Gd', 'OverallQual|LotConfig_FR2', 'Exterior2nd_BrkFace|Neighborhood_NWAmes', 'BsmtHalfBath|MSZoning_Tencode', 'LandContour_Tencode|WoodDeckSF', 'EnclosedPorch|Functional_Maj2', 'Exterior1st_BrkFace|Foundation_Tencode', 'KitchenQual_Ex|LandContour_Tencode', 'LotShape_IR2|MiscFeature_Othr', 'GarageQual_Gd|GarageFinish_Fin', 'RoofStyle_Gambrel|Fence_MnWw', 'LotFrontage|Functional_Mod', 'Neighborhood_Crawfor|BsmtFinSF1', 'ExterQual_TA|MasVnrType_Stone', 'Neighborhood_Blmngtn|Condition1_PosN', 'PavedDrive_N|ScreenPorch', 'Foundation_PConc|Neighborhood_BrkSide', 'Condition1_Artery|Exterior1st_VinylSd', 'Neighborhood_Mitchel|BsmtFinType2_ALQ', 'BsmtFinType2_Unf|LotConfig_Inside', 'LandContour_HLS|RoofStyle_Gambrel', 'GarageQual_Gd|LandSlope_Gtl', 'SaleType_New|GarageType_CarPort', 'Alley_Pave|Fireplaces', 'PavedDrive_N|BsmtFinType1_Tencode', 'Condition1_Feedr|BsmtCond_Tencode', 'KitchenQual_Gd|MasVnrType_BrkFace', 'BsmtExposure_Av|MSZoning_FV', 'BsmtFinType1_Tencode|Exterior1st_BrkComm', 'Neighborhood_BrDale|MoSold', 'LotShape_IR2|MoSold', 'HouseStyle_SFoyer|LandSlope_Mod', 'RoofMatl_CompShg|Fence_GdWo', 'RoofStyle_Gable|1stFlrSF', 'YrSold|CentralAir_Tencode', 'Fence_GdWo|Fence_MnPrv', 'HouseStyle_Tencode|Heating_GasW', 'OverallQual|Fence_MnPrv', 'BsmtQual_TA|HouseStyle_1.5Fin', 'RoofStyle_Flat|Neighborhood_Tencode', 'Condition1_Feedr|KitchenQual_TA', 'Alley_Tencode|Functional_Typ', 'HouseStyle_1Story|BldgType_TwnhsE', 'GarageType_BuiltIn|ExterQual_Tencode', 'Neighborhood_Veenker|ExterQual_Tencode', 'KitchenAbvGr|Foundation_Stone', 'LotShape_IR2|Exterior1st_MetalSd', 'MiscFeature_Othr|SaleType_ConLD', 'Neighborhood_StoneBr|Foundation_Slab', 'Neighborhood_OldTown|RoofStyle_Gambrel', 'HouseStyle_SLvl|ExterQual_Fa', 'LowQualFinSF|Condition1_RRAn', 'SaleCondition_Normal|GarageArea', 'Functional_Maj2|Functional_Mod', 'BsmtFinType2_Tencode|MasVnrArea', 'HouseStyle_1Story|BsmtExposure_No', 'Foundation_Tencode|MSZoning_FV', 'Exterior1st_HdBoard|SaleCondition_Alloca', 'Fence_GdPrv|FireplaceQu_Ex', 'Condition1_PosN|Condition1_RRAn', 'Exterior2nd_VinylSd|BsmtCond_Fa', 'Neighborhood_Edwards|RoofMatl_Tar&Grv', 'BsmtFinType2_ALQ|BsmtExposure_No', 'Exterior2nd_AsbShng|Fireplaces', 'Neighborhood_Crawfor|PavedDrive_P', 'GarageCond_TA|ExterQual_Fa', 'Heating_GasW|BsmtFullBath', 'LowQualFinSF|Functional_Min2', 'Fence_Tencode|Fence_MnWw', 'Electrical_FuseF|Condition1_RRAn', 'Exterior2nd_CmentBd|BsmtFinType1_Unf', 'Foundation_Stone|1stFlrSF', 'LotShape_IR2|PavedDrive_P', 'HeatingQC_Fa|MasVnrType_Stone', 'ExterQual_Ex|PavedDrive_P', 'BsmtFinType1_BLQ|Exterior2nd_BrkFace', 'BsmtQual_Tencode|Condition1_PosN', 'LandContour_Bnk|Street_Grvl', 'Neighborhood_NridgHt|ExterQual_Gd', 'HeatingQC_Gd|BsmtFinType1_GLQ', 'Functional_Tencode|Exterior2nd_Wd Sdng', 'Functional_Typ|GarageCond_Ex', 'OpenPorchSF|GarageType_2Types', 'Foundation_Tencode|MSZoning_RH', 'GarageFinish_Unf|Exterior2nd_CmentBd', 'LandContour_Bnk|Exterior2nd_Wd Sdng', 'SaleType_ConLD|GarageCond_Gd', 'Functional_Maj1|LotShape_IR3', 'Electrical_FuseF|BsmtFinType1_GLQ', 'Condition1_PosN|SaleType_Oth', 'Functional_Tencode|GarageQual_Gd', 'HouseStyle_Tencode|LandContour_Tencode', 'Foundation_PConc|PoolArea', 'Exterior1st_BrkComm|Alley_Grvl', 'BsmtFinType1_Tencode|YearRemodAdd', 'BsmtExposure_Tencode|GarageType_CarPort', 'GarageType_Detchd|GarageType_Basment', 'LandSlope_Tencode|GarageFinish_RFn', 'Neighborhood_OldTown|LotConfig_Inside', 'Electrical_Tencode|LandSlope_Mod', 'FireplaceQu_Gd|Foundation_Tencode', 'MasVnrType_BrkCmn|PavedDrive_P', 'GarageCond_Po|Street_Grvl', 'Neighborhood_Crawfor|MasVnrType_BrkFace', 'Fence_GdPrv|WoodDeckSF', 'KitchenQual_Gd|BldgType_1Fam', 'BldgType_TwnhsE|GarageType_2Types', 'BsmtQual_Tencode|MiscFeature_Tencode', 'RoofStyle_Flat|MasVnrArea', 'SaleCondition_Alloca|LandSlope_Gtl', 'Neighborhood_StoneBr|Neighborhood_Sawyer', 'EnclosedPorch|Exterior1st_WdShing', 'YearBuilt|Utilities_AllPub', 'ExterQual_TA|GarageCond_Ex', 'Exterior2nd_BrkFace|1stFlrSF', 'Fence_GdPrv|BsmtCond_Po', 'Exterior1st_BrkComm', 'Heating_GasW|GarageYrBlt', 'LandContour_Low|Exterior2nd_Wd Shng', 'FireplaceQu_Tencode|OverallCond', 'FireplaceQu_Gd|KitchenQual_Tencode', 'BsmtQual_Ex|Neighborhood_SWISU', 'Exterior2nd_AsbShng|Foundation_CBlock', 'GarageType_BuiltIn|FireplaceQu_Ex', 'GarageType_Tencode|1stFlrSF', 'LandSlope_Mod|SaleType_WD', 'HouseStyle_1Story|Heating_GasA', 'Neighborhood_NoRidge|Neighborhood_BrkSide', 'CentralAir_Y|WoodDeckSF', 'LandContour_Tencode|RoofStyle_Tencode', 'OverallQual|Fence_GdPrv', 'GarageQual_Gd|GarageYrBlt', 'BsmtFinType2_GLQ|LandSlope_Gtl', 'MoSold|Exterior2nd_Wd Sdng', 'OverallCond|Exterior2nd_Brk Cmn', 'FireplaceQu_Gd|BsmtFinType2_Tencode', 'BsmtFinType1_Unf|HouseStyle_SLvl', 'Electrical_SBrkr|BsmtCond_Po', 'Functional_Tencode|SaleType_Tencode', 'GarageQual_Gd|SaleType_ConLI', 'SaleCondition_Tencode|Condition1_PosN', 'SaleCondition_Alloca|Neighborhood_Gilbert', 'SaleType_ConLI|ExterQual_Fa', 'Fence_MnWw|HouseStyle_2Story', 'Exterior2nd_Wd Sdng|MasVnrType_Stone', 'LotConfig_Corner|MiscFeature_Othr', 'SaleCondition_Family|BsmtFullBath', 'KitchenQual_Gd|LandSlope_Mod', 'EnclosedPorch|BsmtFinType1_BLQ', 'SaleCondition_Tencode|Neighborhood_NPkVill', 'BsmtQual_Ex|FireplaceQu_Fa', 'SaleType_ConLw|Foundation_Slab', 'Neighborhood_ClearCr|Neighborhood_Crawfor', 'LotConfig_Corner|PavedDrive_Y', 'MoSold|Condition1_Tencode', 'Neighborhood_Somerst|Exterior2nd_Brk Cmn', 'Foundation_Stone|Heating_GasW', 'GarageArea|Condition1_Feedr', 'GarageFinish_Fin|KitchenQual_Tencode', 'GarageType_Detchd|LandContour_HLS', 'MSSubClass|GarageCond_Ex', 'BldgType_2fmCon|MiscVal', 'LandContour_Low|LandSlope_Tencode', 'Neighborhood_Somerst|KitchenQual_Fa', 'BsmtFinType2_BLQ|GarageType_2Types', 'BsmtFullBath|KitchenQual_Fa', 'FireplaceQu_Tencode|Exterior2nd_BrkFace', 'KitchenAbvGr|HouseStyle_2Story', 'OpenPorchSF|Condition2_Norm', 'Neighborhood_Edwards|MasVnrType_Stone', 'FullBath|Neighborhood_SWISU', 'Foundation_BrkTil|SaleType_CWD', 'HalfBath|Foundation_Slab', 'BsmtFinType2_Unf|Neighborhood_MeadowV', 'KitchenQual_Gd|Fence_MnWw', 'HouseStyle_Tencode|KitchenQual_Ex', 'Electrical_FuseA|MasVnrType_Stone', 'Neighborhood_Sawyer|BsmtFinType1_Unf', 'Exterior2nd_VinylSd|BsmtFinType1_Unf', 'GrLivArea|Condition1_Norm', 'MiscFeature_Shed|ExterQual_Ex', 'BsmtFinType2_ALQ|TotRmsAbvGrd', 'Neighborhood_NridgHt|SaleType_ConLD', 'Electrical_FuseA|Neighborhood_Veenker', 'BldgType_Duplex|SaleType_CWD', 'Heating_GasW|Street_Grvl', 'Alley_Tencode|Functional_Maj2', 'RoofStyle_Hip|LandContour_Bnk', 'LotShape_IR1|LandContour_Lvl', 'KitchenQual_Ex|Fence_GdWo', 'HouseStyle_SFoyer|BsmtQual_Tencode', 'Neighborhood_CollgCr|MasVnrType_BrkCmn', 'RoofMatl_Tencode|Exterior1st_Tencode', 'GarageQual_Fa|Electrical_FuseF', 'Fence_GdPrv|MSZoning_RL', 'Fence_GdPrv|Exterior1st_Tencode', 'ExterCond_TA|LotArea', 'PavedDrive_Y|MiscFeature_Shed', 'RoofMatl_CompShg|MSSubClass', 'FireplaceQu_Gd|SaleType_CWD', 'HeatingQC_TA|LotConfig_Inside', 'BldgType_2fmCon|BsmtCond_Tencode', 'Neighborhood_Mitchel|LotConfig_FR2', 'KitchenAbvGr|Condition1_PosA', 'BsmtFullBath|ExterCond_Fa', 'HouseStyle_SFoyer|Exterior1st_Tencode', 'LotShape_Reg|Neighborhood_OldTown', 'Neighborhood_Blmngtn|GarageFinish_Fin', 'FireplaceQu_Fa|ScreenPorch', 'ExterQual_Ex|MSZoning_RH', 'BldgType_2fmCon', 'BsmtFinType2_ALQ|RoofMatl_WdShngl', 'Exterior2nd_AsbShng|ExterCond_Tencode', 'YearRemodAdd|MiscVal', 'Foundation_Stone|BsmtFinType1_ALQ', 'RoofStyle_Gable|Neighborhood_Sawyer', 'Alley_Tencode|GarageType_CarPort', 'RoofStyle_Flat|ExterQual_Tencode', 'GrLivArea|Exterior2nd_Tencode', 'LandSlope_Sev|BsmtFinType1_GLQ', 'BldgType_Duplex|Exterior1st_Stucco', 'FireplaceQu_Po|Exterior2nd_VinylSd', 'LandContour_Tencode|LotShape_IR3', 'GarageFinish_Tencode|Neighborhood_NWAmes', 'SaleType_ConLI|BsmtExposure_No', 'Neighborhood_StoneBr|MasVnrType_Tencode', 'Foundation_PConc|MasVnrType_Stone', 'YearBuilt|GarageQual_Fa', 'BsmtFullBath|GarageType_Basment', 'BsmtFinType1_Rec|BsmtExposure_Mn', 'Neighborhood_SawyerW|WoodDeckSF', 'BldgType_Twnhs|Neighborhood_Gilbert', 'PavedDrive_Y|BsmtCond_Fa', 'OverallQual|Condition1_Feedr', 'LotShape_Reg|PavedDrive_Y', 'FireplaceQu_Po|BsmtQual_Tencode', 'HeatingQC_Ex|ExterCond_Fa', 'Exterior1st_BrkFace|PavedDrive_Tencode', 'HouseStyle_1.5Unf|Condition1_PosN', 'Electrical_FuseF|ExterCond_Fa', 'LotShape_IR2|MasVnrType_Stone', '2ndFlrSF|KitchenQual_Fa', 'BsmtExposure_Gd|LotShape_IR3', 'Heating_Grav|Fireplaces', 'Exterior2nd_Brk Cmn|Exterior1st_Tencode', 'GarageType_Basment|PavedDrive_P', 'GarageQual_Fa|Exterior2nd_MetalSd', 'Electrical_FuseA|BsmtFinType2_LwQ', 'Electrical_FuseF|Exterior2nd_Wd Shng', 'SaleType_ConLD|BsmtFinType1_GLQ', 'Neighborhood_Somerst|RoofStyle_Shed', 'Neighborhood_Veenker|Neighborhood_BrkSide', 'Neighborhood_NWAmes|BsmtFinType2_Unf', 'Exterior2nd_BrkFace|Condition1_RRAe', 'HouseStyle_2.5Unf|Exterior1st_WdShing', 'MSZoning_FV|MSZoning_RH', 'SaleCondition_Tencode|OpenPorchSF', 'RoofMatl_Tencode|GarageQual_Fa', 'LandSlope_Sev|HeatingQC_Ex', '1stFlrSF|ExterQual_Gd', 'Functional_Tencode|1stFlrSF', 'LandContour_Bnk|2ndFlrSF', 'KitchenQual_Ex|LandSlope_Gtl', 'Street_Grvl|MasVnrType_Stone', 'Fireplaces|GarageCond_Fa', 'Neighborhood_Edwards|BsmtFinSF1', 'PoolQC_Tencode|Neighborhood_StoneBr', 'GarageType_Tencode|Condition1_PosN', 'MiscVal|Utilities_AllPub', 'GarageType_Detchd|MSZoning_Tencode', 'HeatingQC_Fa|Foundation_Stone', 'Neighborhood_Edwards|Exterior2nd_MetalSd', 'FireplaceQu_Po|PavedDrive_Tencode', 'BsmtFinType1_Rec|Exterior2nd_HdBoard', 'GarageType_BuiltIn|CentralAir_Y', 'Condition1_Feedr|Exterior1st_Wd Sdng', 'ExterCond_Tencode|Exterior2nd_MetalSd', 'Electrical_SBrkr|Utilities_AllPub', 'GarageCond_TA|Neighborhood_StoneBr', 'BsmtFinType2_Unf|BsmtExposure_Gd', 'MiscVal|BldgType_TwnhsE', 'LotShape_Reg|MiscFeature_Gar2', 'Neighborhood_OldTown|MSZoning_RM', 'MiscFeature_Gar2|WoodDeckSF', 'GarageType_CarPort|BsmtCond_Fa', 'Heating_Grav|Exterior1st_Plywood', 'GarageType_Detchd|TotRmsAbvGrd', 'GarageQual_Po|SaleCondition_Partial', 'Foundation_Tencode|TotRmsAbvGrd', 'PavedDrive_Tencode|Exterior1st_BrkComm', 'Neighborhood_SWISU|PavedDrive_P', 'Neighborhood_Edwards|Condition1_Tencode', 'Condition1_RRAe|Alley_Grvl', 'LotShape_Reg|PavedDrive_P', 'HouseStyle_Tencode|BldgType_Tencode', 'HouseStyle_SLvl|LotShape_IR3', 'BldgType_Duplex|Exterior2nd_Brk Cmn', 'PoolQC_Tencode|MiscFeature_Tencode', 'Neighborhood_ClearCr|MSZoning_C (all)', 'LotShape_Reg|Neighborhood_Sawyer', 'LotConfig_Corner|SaleType_ConLI', 'Fence_GdPrv|Functional_Mod', 'Neighborhood_Gilbert|BsmtExposure_Gd', 'Functional_Tencode|BldgType_Twnhs', 'Exterior1st_BrkFace|Exterior1st_HdBoard', 'Neighborhood_NridgHt|BsmtCond_Tencode', 'BedroomAbvGr|Foundation_CBlock', 'BsmtFullBath|LowQualFinSF', 'GarageFinish_RFn|Exterior1st_WdShing', 'GarageType_CarPort|MasVnrType_Tencode', 'BsmtFinType2_LwQ|OverallCond', 'GarageCond_Ex|HouseStyle_2Story', 'RoofMatl_Tencode|YearBuilt', 'LandContour_Low|2ndFlrSF', 'GarageCond_Po|RoofStyle_Tencode', 'LotFrontage|PoolQC_Tencode', 'HouseStyle_SFoyer|Neighborhood_StoneBr', 'BsmtQual_Ex|MasVnrType_BrkFace', 'TotalBsmtSF|Condition1_RRAn', 'BldgType_1Fam|Foundation_Slab', 'GarageCond_Tencode|HouseStyle_SLvl', 'KitchenQual_Gd|Neighborhood_SWISU', 'Condition1_PosA|BsmtCond_Po', 'BsmtUnfSF|Exterior1st_Tencode', 'BsmtFinType1_BLQ|Functional_Mod', 'PoolArea|GarageFinish_RFn', 'FireplaceQu_Po|SaleType_COD', 'BedroomAbvGr|MSZoning_Tencode', 'Neighborhood_Veenker|BldgType_Tencode', 'Exterior1st_HdBoard|LotFrontage', 'Exterior2nd_Stone|SaleType_ConLD', 'ExterCond_Tencode|CentralAir_N', 'Condition1_Artery|HeatingQC_Ex', 'GarageCars|LotConfig_Inside', 'Utilities_Tencode|LotShape_IR1', 'RoofMatl_Tencode|CentralAir_Tencode', 'BsmtQual_Tencode|BsmtExposure_Mn', 'Electrical_Tencode|BsmtFinType2_ALQ', 'Neighborhood_Sawyer|MSZoning_RH', 'SaleType_Oth|Condition2_Norm', 'Fence_GdPrv|BsmtUnfSF', 'Functional_Typ|KitchenQual_Fa', 'Alley_Pave|Foundation_Stone', 'Exterior1st_CemntBd|Exterior1st_WdShing', 'HeatingQC_Ex|BldgType_1Fam', 'Electrical_Tencode|HouseStyle_Tencode', 'LandSlope_Sev|LotShape_IR3', '3SsnPorch|BsmtFinType2_Unf', 'Condition1_RRAe|MiscFeature_Tencode', 'Neighborhood_ClearCr|Exterior1st_Stucco', 'TotalBsmtSF|GarageCond_TA', 'ExterQual_TA|LotArea', 'KitchenAbvGr|ExterQual_TA', 'BsmtUnfSF|Neighborhood_Timber', 'Electrical_FuseA|PavedDrive_P', 'LandSlope_Mod|BsmtExposure_No', 'Exterior1st_BrkFace|BsmtFinType2_Unf', 'TotRmsAbvGrd|Exterior1st_Wd Sdng', 'Heating_GasA|LandSlope_Tencode', 'SaleCondition_Family|Condition2_Artery', 'MasVnrType_BrkCmn|MiscFeature_Gar2', 'FullBath|MasVnrType_BrkCmn', 'Electrical_FuseA|GarageFinish_RFn', 'FireplaceQu_Tencode|BsmtFinType2_Unf', 'LowQualFinSF', 'SaleType_New', 'GarageCond_Tencode|GarageCond_Fa', 'BsmtQual_Ex|Functional_Min1', 'Exterior2nd_AsbShng|MSZoning_RM', 'BldgType_Twnhs|Fence_GdPrv', 'ExterCond_Gd|Foundation_CBlock', 'Electrical_FuseP|BsmtFinType2_LwQ', 'Exterior2nd_Stone|Neighborhood_SWISU', 'Exterior2nd_VinylSd|Exterior2nd_CmentBd', 'PavedDrive_N|Exterior2nd_Tencode', 'Alley_Tencode|ExterCond_TA', 'Exterior1st_BrkFace|Exterior1st_Stucco', 'SaleType_WD|Condition2_Tencode', 'BsmtFinType1_GLQ|Neighborhood_MeadowV', 'BsmtExposure_Tencode|HeatingQC_Gd', 'TotRmsAbvGrd|Neighborhood_NWAmes', 'GarageCond_Ex|SaleType_CWD', 'RoofStyle_Hip|Foundation_Slab', 'HalfBath|SaleType_CWD', 'Alley_Pave|SaleType_COD', 'GarageType_Detchd|MiscFeature_Gar2', 'RoofMatl_CompShg|MasVnrType_None', 'LotShape_IR1|GarageType_CarPort', 'Neighborhood_SawyerW|LotShape_IR3', 'GarageFinish_Tencode|CentralAir_Y', 'Neighborhood_SWISU|BsmtCond_Fa', 'GarageType_Tencode|BsmtCond_Po', 'Exterior2nd_AsbShng|Exterior2nd_AsphShn', 'TotalBsmtSF|ExterCond_Gd', 'BsmtQual_Fa|MasVnrType_BrkFace', 'GarageFinish_Unf|SaleType_ConLD', 'Electrical_FuseP|GarageFinish_RFn', 'SaleType_COD', 'BsmtFinType1_LwQ|Neighborhood_IDOTRR', 'GarageQual_Po|BsmtExposure_No', 'MSSubClass|Foundation_Slab', 'Fireplaces|Exterior1st_VinylSd', 'GarageCond_Fa|FireplaceQu_TA', 'LandContour_Low|Neighborhood_ClearCr', 'Neighborhood_StoneBr|OverallCond', 'SaleType_WD|BsmtFullBath', 'BsmtFinType2_Tencode|SaleType_ConLI', 'LotConfig_Tencode|Exterior2nd_Plywood', 'TotRmsAbvGrd|MasVnrArea', 'GarageType_Basment|CentralAir_Y', 'PavedDrive_Tencode|GarageCond_Fa', 'BsmtFinType1_Tencode|SaleType_Tencode', 'GarageCond_TA|Exterior2nd_MetalSd', 'SaleType_Tencode|Foundation_Tencode', 'RoofMatl_Tencode|RoofStyle_Gable', 'Neighborhood_NoRidge|Exterior1st_Wd Sdng', 'Foundation_Stone|Functional_Maj1', 'KitchenQual_Gd|LotConfig_FR2', 'FireplaceQu_Gd|BsmtQual_TA', 'LotShape_IR1|ExterCond_Fa', 'YearBuilt|SaleType_Tencode', 'MiscFeature_Tencode', 'Heating_GasA|MSSubClass', 'Neighborhood_Tencode|ExterQual_Tencode', 'Exterior1st_HdBoard|GarageType_Tencode', 'GarageType_Basment|GarageType_2Types', 'RoofMatl_Tencode|BsmtFinType2_LwQ', 'HouseStyle_1Story|Foundation_Slab', 'BsmtFinType2_GLQ|RoofStyle_Gable', 'BsmtExposure_Gd|MasVnrArea', 'BsmtExposure_Av|Neighborhood_Sawyer', 'ExterQual_Tencode|HouseStyle_2Story', 'Condition1_PosA|MSSubClass', 'HouseStyle_Tencode|PavedDrive_Tencode', 'SaleCondition_Family|Functional_Min2', 'PavedDrive_N|YearRemodAdd', 'BsmtQual_Fa|OpenPorchSF', 'MSZoning_FV|BsmtFinType1_GLQ', 'HeatingQC_Gd|LandContour_Lvl', 'FullBath|SaleType_ConLw', 'GarageCond_Gd|Exterior2nd_Wd Shng', 'Heating_GasW|ExterQual_Ex', 'Neighborhood_Crawfor|ExterQual_Fa', 'Heating_Tencode|Foundation_Slab', 'HalfBath|FireplaceQu_Ex', 'PavedDrive_N|Electrical_FuseF', 'HouseStyle_SFoyer|SaleType_COD', 'Neighborhood_CollgCr|Functional_Min1', 'Neighborhood_NPkVill|BsmtFinType1_ALQ', 'HeatingQC_TA|Exterior2nd_Wd Sdng', 'Fireplaces|MSZoning_RH', 'GarageType_Attchd|GarageArea', 'CentralAir_Y|MSZoning_RL', 'EnclosedPorch|PavedDrive_Tencode', 'Foundation_Stone|MSZoning_Tencode', 'BsmtFinType1_Unf|Exterior1st_Wd Sdng', 'GarageType_Detchd|Street_Tencode', 'GarageType_CarPort|Exterior1st_Plywood', 'OverallCond', 'BsmtFinType2_BLQ|Neighborhood_NAmes', 'Exterior2nd_AsbShng|Neighborhood_Tencode', 'Neighborhood_Veenker|PavedDrive_Tencode', 'BsmtFinType1_BLQ|KitchenQual_Tencode', 'FireplaceQu_Gd|TotRmsAbvGrd', 'GrLivArea|RoofStyle_Flat', 'FireplaceQu_Tencode|3SsnPorch', 'Condition2_Tencode|Exterior2nd_CmentBd', 'GarageFinish_Fin|ScreenPorch', 'LandContour_Bnk|GarageYrBlt', 'MiscFeature_Othr|BsmtCond_Tencode', 'GarageType_Detchd|Neighborhood_NoRidge', 'Fence_MnPrv|HouseStyle_2Story', 'MSZoning_RM|SaleType_CWD', 'Exterior2nd_VinylSd|RoofMatl_Tar&Grv', 'BsmtFinType1_BLQ|SaleCondition_Alloca', 'LotShape_IR2|FullBath', 'Electrical_FuseP|WoodDeckSF', 'SaleType_WD|HouseStyle_SLvl', 'MasVnrType_BrkFace|HouseStyle_2Story', 'HouseStyle_1Story|Functional_Typ', 'FireplaceQu_Po|Exterior2nd_Plywood', 'FireplaceQu_Po|BsmtExposure_Av', 'BsmtHalfBath|Condition2_Artery', 'KitchenQual_Ex|Neighborhood_Edwards', 'TotRmsAbvGrd|Foundation_Slab', 'BsmtFinType1_Tencode|GarageType_CarPort', 'HouseStyle_2.5Unf|Exterior2nd_HdBoard', 'TotalBsmtSF|Condition1_PosA', 'GarageQual_Fa|2ndFlrSF', 'FireplaceQu_Gd|PavedDrive_Tencode', 'PavedDrive_P|Neighborhood_SawyerW', 'BsmtFinType1_Tencode|BsmtCond_Gd', 'Heating_GasA|MasVnrType_Tencode', 'BsmtHalfBath|CentralAir_Y', 'LandContour_HLS|KitchenQual_Fa', 'GarageCond_TA|Neighborhood_SWISU', 'RoofStyle_Flat|GarageQual_Po', 'Functional_Maj1|Foundation_CBlock', 'Alley_Tencode|RoofStyle_Shed', 'BsmtFinSF1|MSZoning_FV', 'LotConfig_CulDSac|Condition1_Tencode', 'Exterior2nd_VinylSd|Condition1_PosA', 'LowQualFinSF|Exterior1st_WdShing', 'BsmtExposure_Av|CentralAir_N', 'HeatingQC_Fa|HouseStyle_2.5Unf', 'KitchenAbvGr|Exterior1st_Tencode', 'Neighborhood_SWISU|Neighborhood_MeadowV', 'Exterior2nd_CmentBd|ExterCond_Fa', 'Exterior1st_AsbShng|MSSubClass', 'BsmtQual_Tencode|Exterior2nd_MetalSd', 'BsmtFinSF1|SaleCondition_Abnorml', 'Condition1_Norm|Functional_Mod', 'LotConfig_Corner|LotShape_IR3', 'GarageType_CarPort|Street_Pave', 'Exterior1st_BrkFace|PoolArea', 'BsmtFinType1_BLQ|Alley_Tencode', 'OverallQual|GarageYrBlt', 'LandContour_Bnk|SaleCondition_Alloca', 'SaleType_CWD|Exterior2nd_AsphShn', 'HeatingQC_TA|KitchenQual_Gd', 'Electrical_FuseP|LandSlope_Gtl', 'GarageFinish_Fin|Functional_Maj1', 'GarageCond_Gd|ExterQual_Ex', 'PoolQC_Tencode|3SsnPorch', 'YearRemodAdd|Neighborhood_SWISU', 'BsmtFinType1_BLQ|Exterior2nd_MetalSd', 'Exterior2nd_AsbShng|BsmtFinType2_Tencode', 'HeatingQC_Tencode|KitchenQual_Tencode', 'BldgType_TwnhsE|Functional_Min2', 'LandSlope_Tencode|SaleCondition_Normal', 'KitchenAbvGr|BsmtQual_Fa', 'BsmtFinType2_Unf|Exterior2nd_Plywood', 'Heating_Grav|SaleType_ConLI', 'BsmtFinType2_Tencode|LandSlope_Sev', 'PoolArea|Condition2_Norm', 'Foundation_PConc|Electrical_SBrkr', 'Neighborhood_Veenker|HouseStyle_1.5Fin', 'Neighborhood_BrkSide|Exterior2nd_AsphShn', 'MiscFeature_Othr|LandContour_Tencode', 'BsmtCond_Gd|Neighborhood_StoneBr', 'PavedDrive_N|Condition1_RRAn', 'BsmtQual_Ex|Condition1_Tencode', 'BsmtExposure_Gd|ExterQual_Fa', 'MasVnrType_BrkCmn|CentralAir_Tencode', 'Neighborhood_Somerst|MiscFeature_Tencode', 'BsmtFinType2_GLQ|ExterCond_Fa', 'Electrical_FuseA|Foundation_Tencode', 'MoSold|MSZoning_FV', 'Exterior2nd_VinylSd|BsmtFinType2_BLQ', 'Exterior2nd_Wd Shng|Exterior1st_Wd Sdng', 'Street_Tencode|BsmtQual_Gd', 'Neighborhood_CollgCr|LotArea', 'BsmtFinType1_ALQ|Foundation_Slab', 'BsmtUnfSF|HouseStyle_2.5Unf', 'GarageCond_Po|SaleType_ConLI', 'BsmtFinSF2|Fence_GdPrv', 'LandContour_Low|RoofMatl_CompShg', 'Exterior2nd_Stucco|Exterior2nd_AsphShn', 'Exterior1st_AsbShng|BsmtCond_TA', 'MSZoning_RM|GarageYrBlt', 'HouseStyle_1Story|SaleCondition_Alloca', 'Neighborhood_Edwards|BsmtCond_TA', 'Neighborhood_NoRidge|Street_Grvl', 'Exterior2nd_Wd Sdng|Foundation_Slab', 'FireplaceQu_Tencode|GarageType_BuiltIn', 'Foundation_Tencode|KitchenQual_Fa', 'RoofStyle_Hip|FireplaceQu_Gd', 'HeatingQC_TA|Condition2_Norm', 'RoofStyle_Hip|BldgType_2fmCon', 'BsmtQual_Fa|BldgType_1Fam', 'Heating_Grav|HouseStyle_2Story', 'Exterior2nd_Stucco|Electrical_FuseA', 'GarageCond_Gd|Condition1_Tencode', 'Condition1_PosN|Foundation_Slab', 'LotShape_Reg|Foundation_Stone', 'BldgType_2fmCon|ExterQual_Ex', 'LandSlope_Sev|BsmtQual_Gd', 'Neighborhood_ClearCr', 'Functional_Typ|Foundation_Tencode', 'Neighborhood_CollgCr|BsmtFinType1_GLQ', 'ExterCond_TA|OpenPorchSF', 'LotArea|Exterior2nd_Plywood', 'GarageCond_TA|Exterior1st_CemntBd', 'Street_Tencode|Exterior2nd_CmentBd', 'Neighborhood_Edwards|CentralAir_N', 'BsmtCond_Po|Neighborhood_SawyerW', 'BsmtFinType2_ALQ|Condition1_Feedr', 'Foundation_BrkTil|MiscFeature_Tencode', 'YearRemodAdd|Functional_Tencode', 'GrLivArea|LandSlope_Sev', 'HouseStyle_1.5Unf|Exterior1st_VinylSd', 'BsmtFinType2_Rec|Exterior1st_Plywood', 'Street_Tencode|BsmtFinType1_Tencode', 'GarageFinish_Fin|Heating_Tencode', 'Neighborhood_ClearCr|SaleCondition_Family', 'Foundation_Stone|BsmtQual_Gd', 'SaleType_WD|Neighborhood_NAmes', 'GarageFinish_Unf|BsmtExposure_Av', 'Functional_Maj2|Exterior2nd_Plywood', 'Neighborhood_NridgHt|Exterior1st_HdBoard', 'BsmtQual_Tencode|ExterQual_Gd', 'Neighborhood_ClearCr|Neighborhood_Edwards', 'MSZoning_RM|Neighborhood_SawyerW', 'Functional_Typ|Neighborhood_BrkSide', 'LotShape_Reg|Condition2_Tencode', 'LotShape_Tencode|YearBuilt', 'MSSubClass|HouseStyle_SLvl', 'EnclosedPorch|Neighborhood_NPkVill', 'FireplaceQu_Ex|Neighborhood_Gilbert', 'Neighborhood_Sawyer|GarageFinish_RFn', 'HeatingQC_Fa|Exterior1st_Wd Sdng', 'Neighborhood_NAmes|ScreenPorch', 'HeatingQC_Tencode|LandSlope_Gtl', 'HouseStyle_Tencode|Exterior1st_BrkComm', 'LandContour_HLS|BsmtCond_Gd', 'ExterQual_TA|MasVnrType_BrkCmn', 'KitchenQual_Gd|Fireplaces', 'Neighborhood_Mitchel|SaleType_Oth', 'LandContour_HLS|Neighborhood_BrkSide', 'HouseStyle_1Story|MSSubClass', 'Exterior1st_Stucco|GarageType_BuiltIn', 'BsmtQual_Ex|GarageType_2Types', 'BsmtCond_Fa|Exterior1st_MetalSd', 'Electrical_FuseA|LandSlope_Mod', 'Street_Tencode|SaleCondition_Alloca', '3SsnPorch|BsmtExposure_Av', 'LotConfig_FR2|BsmtFinType2_Unf', 'FireplaceQu_Po|MoSold', 'KitchenQual_Tencode|CentralAir_Y', 'LandContour_Lvl|HouseStyle_2Story', 'SaleType_ConLD|Exterior2nd_Plywood', 'Condition1_PosN|Exterior2nd_CmentBd', 'Neighborhood_BrDale|Functional_Maj2', 'GarageType_CarPort|GarageCond_Ex', 'Neighborhood_Mitchel|BsmtFinType1_Rec', 'RoofStyle_Flat|Functional_Typ', 'Neighborhood_Somerst|Street_Grvl', 'SaleCondition_Family|GarageType_CarPort', 'Neighborhood_Edwards|GarageFinish_RFn', 'Alley_Tencode|Exterior1st_MetalSd', 'GarageType_Detchd|KitchenQual_TA', 'Neighborhood_Somerst|SaleType_ConLw', 'Foundation_PConc|Exterior2nd_VinylSd', 'Foundation_PConc|BsmtFinType2_Unf', 'BsmtFinType2_Unf|Fence_MnWw', 'Neighborhood_Gilbert|GarageType_2Types', 'BsmtFinType1_BLQ|GarageFinish_RFn', 'HeatingQC_Gd|TotRmsAbvGrd', 'Utilities_Tencode|GarageType_CarPort', 'OverallQual|BsmtExposure_Gd', 'ExterCond_TA|LotConfig_Corner', 'Street_Tencode|Foundation_Slab', 'PavedDrive_Tencode|BsmtQual_Gd', 'Condition1_Artery|Electrical_FuseF', 'BsmtFinType2_Rec|GarageType_2Types', 'BsmtQual_Tencode|Neighborhood_Crawfor', 'BldgType_TwnhsE|Neighborhood_Crawfor', 'Exterior1st_Stucco|LotConfig_Inside', 'YrSold|HeatingQC_Ex', 'Exterior2nd_BrkFace|LandSlope_Gtl', 'Neighborhood_CollgCr|Condition1_Tencode', 'LotShape_Tencode|Exterior2nd_Wd Sdng', 'Condition2_Tencode|PavedDrive_P', 'HeatingQC_Fa|MiscVal', 'YrSold|Exterior1st_Wd Sdng', 'Neighborhood_BrDale|BsmtExposure_Gd', 'HeatingQC_TA|Neighborhood_BrkSide', 'SaleType_WD|GarageType_Basment', 'Foundation_PConc|OpenPorchSF', 'BsmtExposure_Tencode|Alley_Grvl', 'GarageFinish_Unf|GarageQual_TA', 'Foundation_CBlock|Exterior1st_MetalSd', 'Exterior2nd_AsbShng|RoofMatl_Tar&Grv', 'GarageQual_Po|OverallCond', 'BsmtFinType1_Rec|Neighborhood_Timber', 'BsmtFinType2_GLQ|MiscFeature_Gar2', 'RoofMatl_CompShg|Foundation_CBlock', 'Neighborhood_NridgHt|HouseStyle_2.5Unf', 'Condition1_RRAe|MiscFeature_Shed', 'Heating_Grav|Fence_GdWo', 'BsmtExposure_Gd|Foundation_Slab', 'Alley_Tencode|MasVnrType_Stone', 'Neighborhood_CollgCr|PavedDrive_Y', 'Neighborhood_Somerst|SaleCondition_Alloca', 'KitchenQual_Gd|Exterior2nd_VinylSd', 'BsmtFinSF1|GarageQual_Tencode', 'Fence_Tencode|Exterior1st_Tencode', 'Foundation_PConc|Neighborhood_NWAmes', 'GarageType_Detchd|Heating_GasW', 'Electrical_FuseA|GarageYrBlt', 'FireplaceQu_Gd|Exterior2nd_AsphShn', 'ExterQual_TA|GarageCond_Tencode', 'LandContour_Bnk|LotConfig_CulDSac', 'BldgType_Tencode|BsmtFinType1_GLQ', 'SaleCondition_Family|Condition1_Feedr', 'Neighborhood_NoRidge|Electrical_SBrkr', 'BsmtFinType2_GLQ|MasVnrType_None', 'BldgType_2fmCon|Exterior2nd_Tencode', 'Utilities_Tencode|Exterior2nd_Brk Cmn', 'BsmtQual_TA|RoofStyle_Tencode', 'LandContour_Lvl|GarageType_2Types', 'Electrical_FuseF|SaleCondition_Partial', 'GarageQual_Fa|Functional_Mod', 'LotArea|MasVnrArea', 'Neighborhood_Blmngtn|BsmtFinType1_GLQ', 'BsmtFinType2_Tencode|ExterCond_Fa', 'SaleCondition_Family|MSZoning_RL', 'LandSlope_Tencode|GarageType_Attchd', 'LandContour_Low|BsmtQual_Fa', 'GarageFinish_Tencode|GarageType_2Types', 'FireplaceQu_Gd|LotConfig_FR2', 'Exterior2nd_Stucco|MiscFeature_Shed', 'GarageQual_TA|Neighborhood_IDOTRR', 'Neighborhood_Somerst|BsmtFinSF1', 'Heating_GasW|BedroomAbvGr', 'GarageQual_Gd|SaleType_Oth', 'Condition1_Artery|Functional_Maj2', 'YearRemodAdd|LandSlope_Gtl', 'LotConfig_Tencode|BsmtFinSF1', 'LandSlope_Mod|PavedDrive_Tencode', 'FullBath|OverallCond', 'Foundation_PConc|RoofStyle_Gambrel', 'HouseStyle_1Story|SaleType_ConLD', 'GarageFinish_Fin|LandContour_HLS', 'BsmtFinType1_BLQ|Neighborhood_Edwards', 'Condition2_Artery|MSZoning_RH', 'Exterior2nd_AsbShng|HouseStyle_1Story', 'BldgType_Twnhs|Foundation_BrkTil', 'GarageFinish_Fin|MasVnrArea', 'LotFrontage|GarageType_BuiltIn', 'Exterior1st_BrkFace|SaleCondition_Abnorml', 'SaleType_Tencode|GarageFinish_RFn', 'Exterior1st_BrkComm|BsmtCond_Fa', 'Fence_GdWo|Exterior2nd_AsphShn', 'TotalBsmtSF|RoofMatl_Tar&Grv', 'GarageCars|LandSlope_Sev', 'GarageQual_Gd|Condition1_Norm', 'LotShape_IR1|ExterQual_Tencode', 'Street_Tencode|SaleCondition_Partial', 'GarageCond_Po|BsmtQual_Fa', 'Neighborhood_NPkVill|MSSubClass', 'FireplaceQu_Tencode|GarageType_Attchd', 'SaleType_New|BsmtExposure_Mn', 'GarageCond_Fa|CentralAir_Y', 'LotShape_Reg|MasVnrType_Stone', '3SsnPorch|BsmtQual_TA', '3SsnPorch|BsmtFullBath', 'HeatingQC_Ex|SaleCondition_Abnorml', 'Foundation_Stone|Condition1_PosA', 'Foundation_PConc|Neighborhood_NAmes', 'PavedDrive_Tencode|MiscFeature_Shed', 'LandContour_Low|HouseStyle_2Story', 'Condition2_Artery|MSZoning_FV', 'ExterCond_TA|RoofMatl_WdShngl', 'Exterior2nd_Stucco|Neighborhood_BrDale', 'MiscFeature_Shed|SaleType_COD', 'GarageType_Detchd|BsmtCond_Fa', 'Exterior1st_HdBoard|BldgType_Tencode', 'HeatingQC_Ex|MiscFeature_Gar2', 'Neighborhood_Blmngtn|Condition1_Norm', 'OverallQual|MasVnrType_BrkCmn', 'GarageQual_TA|GarageFinish_RFn', 'OverallQual|GarageCond_Ex', 'Condition2_Tencode|SaleType_New', 'BsmtExposure_Tencode|BsmtExposure_Mn', 'BsmtFinType2_BLQ|Functional_Maj2', 'BsmtCond_Po|Condition1_Tencode', 'GrLivArea|Neighborhood_Mitchel', 'Exterior2nd_Tencode|Neighborhood_Gilbert', 'SaleType_WD|GarageType_CarPort', 'FireplaceQu_Tencode|Electrical_Tencode', 'Fireplaces|BsmtFinSF2', 'Foundation_Tencode|LotConfig_Tencode', 'Heating_GasW|2ndFlrSF', 'Neighborhood_BrDale|Neighborhood_SawyerW', 'MSSubClass|Exterior1st_WdShing', 'GarageFinish_Fin|MiscVal', 'Exterior2nd_Wd Shng|BsmtCond_Fa', 'Neighborhood_ClearCr|MasVnrType_Tencode', 'MiscFeature_Othr|LandSlope_Tencode', 'MoSold|BsmtUnfSF', 'LotShape_Tencode|HouseStyle_Tencode', 'Exterior1st_Stucco|MSZoning_RL', 'HeatingQC_Gd|PavedDrive_P', 'TotalBsmtSF|Exterior1st_Tencode', 'BsmtCond_Po|MasVnrType_BrkFace', 'FullBath|PoolArea', 'ExterCond_TA|BldgType_TwnhsE', 'LotShape_IR2|Condition2_Artery', 'GrLivArea|BsmtCond_Tencode', 'RoofMatl_CompShg|Electrical_FuseF', 'Exterior1st_Stucco|2ndFlrSF', 'SaleCondition_Tencode|SaleCondition_Alloca', 'GarageFinish_Fin|BsmtCond_TA', 'BsmtUnfSF|Exterior1st_WdShing', 'RoofMatl_Tar&Grv|MiscFeature_Gar2', 'Neighborhood_Sawyer|BsmtFinSF1', 'BsmtCond_TA|GarageType_2Types', 'Neighborhood_OldTown|MasVnrType_BrkCmn', 'Condition1_Feedr|BsmtExposure_No', 'BldgType_2fmCon|Condition1_Norm', 'EnclosedPorch|Neighborhood_Somerst', 'Neighborhood_CollgCr|Exterior1st_Stucco', 'RoofMatl_CompShg|MSZoning_Tencode', 'MasVnrType_BrkFace', 'FireplaceQu_Fa|Condition1_RRAn', 'MiscFeature_Tencode|PavedDrive_P', 'Fence_GdPrv|MasVnrType_BrkFace', 'PavedDrive_P|SaleType_CWD', 'BsmtHalfBath|Condition1_RRAn', 'MSZoning_RM|KitchenQual_TA', 'Condition1_PosA|KitchenQual_TA', 'HouseStyle_1Story|Neighborhood_Somerst', 'Neighborhood_NoRidge|Fence_MnWw', 'Heating_GasW|Exterior2nd_Brk Cmn', 'Condition2_Tencode|Exterior2nd_Wd Shng', 'LandContour_Tencode|Condition1_PosA', 'RoofMatl_Tar&Grv|Neighborhood_BrkSide', 'HouseStyle_Tencode|Exterior1st_Stucco', 'Foundation_Tencode|LandSlope_Tencode', 'GarageFinish_Unf|SaleType_ConLI', 'GarageType_Detchd|BsmtFinType1_ALQ', 'BldgType_Duplex|Neighborhood_Blmngtn', 'BsmtUnfSF|Condition1_RRAn', 'MSZoning_C (all)|GarageCond_Fa', 'PavedDrive_Tencode|RoofMatl_WdShngl', 'RoofStyle_Flat|SaleType_Oth', 'Exterior2nd_Stucco|TotalBsmtSF', 'SaleCondition_Alloca|MSZoning_RL', 'BsmtFinType1_Tencode|BldgType_Twnhs', 'Neighborhood_Blmngtn|Condition1_Tencode', 'GarageCond_Tencode|BsmtFinType1_GLQ', 'Condition1_PosA|ExterQual_Ex', 'Electrical_FuseP|MSZoning_RH', 'PoolQC_Tencode|Exterior2nd_Wd Sdng', 'Neighborhood_Mitchel|OverallCond', 'EnclosedPorch|Exterior2nd_VinylSd', 'BsmtExposure_Tencode|RoofMatl_CompShg', 'BsmtQual_TA|SaleType_COD', 'BsmtQual_Tencode|Foundation_Slab', 'Fence_GdWo|Exterior1st_Wd Sdng', 'LandSlope_Tencode|BsmtExposure_Mn', 'BsmtFinType1_BLQ|LotConfig_CulDSac', 'Exterior1st_BrkFace|LotConfig_FR2', 'TotRmsAbvGrd|MoSold', 'Neighborhood_Edwards|HouseStyle_1.5Unf', 'FireplaceQu_Po|GarageType_BuiltIn', 'YrSold|GarageQual_Gd', 'BldgType_2fmCon|HeatingQC_Fa', 'RoofMatl_CompShg|GarageArea', 'SaleType_ConLw|BsmtCond_Fa', 'Heating_GasA|Neighborhood_Mitchel', 'YearBuilt|Exterior2nd_AsphShn', 'GarageCond_TA|SaleType_ConLw', 'GarageFinish_Tencode|RoofStyle_Gambrel', 'LandContour_HLS|Condition1_Tencode', 'BsmtFinType1_Tencode|Exterior2nd_Brk Cmn', 'SaleType_WD|GarageFinish_Tencode', 'Fireplaces|BsmtFinType2_Rec', 'Neighborhood_IDOTRR|HouseStyle_1.5Fin', 'FullBath|BsmtExposure_Av', 'Electrical_Tencode|Condition2_Tencode', 'Neighborhood_NAmes|BsmtExposure_Gd', 'FireplaceQu_Po|Exterior2nd_Wd Sdng', 'MSZoning_RM|BldgType_Tencode', 'LotShape_Reg|BsmtFinType1_GLQ', 'Alley_Tencode|CentralAir_N', 'BldgType_Twnhs|Functional_Mod', 'Foundation_PConc|Neighborhood_CollgCr', 'Exterior1st_HdBoard|RoofStyle_Gambrel', 'Fence_GdPrv|GarageType_Basment', 'Exterior2nd_Stone|MoSold', 'KitchenQual_Gd|HeatingQC_Ex', 'Exterior2nd_Stucco|Exterior1st_Wd Sdng', 'BedroomAbvGr|GarageFinish_RFn', 'Utilities_Tencode|GarageCond_Po', 'HeatingQC_Ex|Alley_Grvl', 'HouseStyle_Tencode|MasVnrType_BrkFace', 'Condition1_RRAn|BsmtFinType1_GLQ', 'FireplaceQu_Gd|GarageFinish_RFn', 'BsmtFinType2_Tencode|BldgType_TwnhsE', 'SaleType_ConLw|MSZoning_RM', 'RoofStyle_Flat|Exterior2nd_Wd Shng', 'Electrical_FuseF|GarageCond_Fa', 'SaleType_New|Fence_MnPrv', 'Neighborhood_Tencode|GarageType_Basment', 'LandContour_Low|LandSlope_Sev', 'MiscFeature_Othr|RoofStyle_Tencode', 'ExterCond_Tencode|HouseStyle_1.5Fin', 'Neighborhood_BrDale|Neighborhood_Veenker', 'HeatingQC_Fa|Condition1_Norm', 'BldgType_Duplex|HouseStyle_2.5Unf', 'SaleType_ConLw|Functional_Maj1', 'BsmtFinType1_Rec|SaleType_Oth', 'Neighborhood_NWAmes|Exterior2nd_Plywood', 'MiscFeature_Othr|Exterior2nd_HdBoard', 'BsmtFinType2_ALQ|GarageArea', 'MiscFeature_Tencode|Exterior1st_MetalSd', 'BsmtFinType1_GLQ|Neighborhood_Timber', 'HeatingQC_Fa|ExterQual_Ex', 'LotShape_IR2|Condition1_RRAe', 'ExterCond_Tencode|BsmtCond_Fa', 'TotRmsAbvGrd|BsmtExposure_Av', 'Functional_Maj2|GarageYrBlt', 'ExterQual_Tencode|Fence_MnPrv', 'Foundation_Tencode|Exterior1st_Wd Sdng', 'KitchenQual_Gd|RoofMatl_CompShg', 'BsmtFinType2_GLQ|Street_Grvl', 'Exterior2nd_BrkFace|LotShape_IR3', 'Neighborhood_Veenker|Exterior1st_MetalSd', 'Neighborhood_BrDale|WoodDeckSF', 'Condition1_Feedr|CentralAir_Tencode', 'Utilities_Tencode|SaleType_CWD', 'OverallQual|MiscFeature_Othr', 'MiscFeature_Othr|MSZoning_RM', 'SaleType_ConLD|HouseStyle_1.5Unf', 'FireplaceQu_Po|MiscFeature_Tencode', 'Heating_Grav|BsmtExposure_Mn', 'Condition1_RRAe|Neighborhood_MeadowV', 'GarageCars|GarageType_Basment', 'FireplaceQu_Tencode|FireplaceQu_Gd', 'Neighborhood_Somerst|BsmtExposure_Mn', 'GarageQual_Gd|Functional_Maj2', 'LotConfig_Corner|BsmtFinType1_Unf', 'HouseStyle_Tencode|Neighborhood_SWISU', 'KitchenQual_Ex|SaleType_ConLI', 'PavedDrive_N|BsmtCond_TA', 'BsmtFinSF2|LandContour_Lvl', 'KitchenQual_Ex|YearBuilt', 'Exterior2nd_Tencode|BsmtFinType2_Unf', 'MoSold|ExterQual_Fa', 'SaleCondition_Partial|BsmtExposure_No', 'HeatingQC_Fa|Exterior2nd_AsphShn', 'Heating_GasW|WoodDeckSF', 'Exterior1st_AsbShng|SaleType_CWD', 'HeatingQC_Gd|BsmtCond_Po', 'Exterior2nd_Tencode|Electrical_SBrkr', 'Exterior2nd_Brk Cmn|Condition1_RRAn', 'GarageCond_Gd|BsmtCond_Tencode', 'Neighborhood_Somerst|GarageCond_Tencode', 'MiscFeature_Shed|CentralAir_Tencode', 'Heating_Grav|Alley_Grvl', 'LandSlope_Tencode', 'BsmtFinType1_GLQ|Exterior2nd_Plywood', 'BsmtFinType1_ALQ|MSZoning_RM', 'RoofStyle_Tencode|Functional_Min2', 'Alley_Tencode|MSZoning_RM', 'LandContour_Lvl|Exterior2nd_HdBoard', 'Electrical_SBrkr', 'Exterior1st_BrkFace|MSZoning_RL', 'LotConfig_Corner|Neighborhood_Timber', 'PavedDrive_N|Exterior1st_CemntBd', 'Condition1_Artery|HouseStyle_1Story', 'BsmtQual_TA|Condition1_Tencode', 'Alley_Tencode|HeatingQC_Tencode', 'Street_Tencode|Foundation_CBlock', 'PavedDrive_Y|MasVnrType_BrkFace', 'GarageQual_Tencode|Fence_MnPrv', 'LandContour_HLS|HeatingQC_Ex', 'YrSold|BsmtFinType2_BLQ', 'LotConfig_CulDSac|GarageQual_Fa', 'BsmtFinType2_GLQ|GarageType_2Types', 'Foundation_PConc|Functional_Min2', 'LotArea|TotRmsAbvGrd', 'Street_Tencode|MiscFeature_Shed', 'Functional_Typ|Neighborhood_SWISU', 'LotConfig_Corner|Utilities_AllPub', 'Electrical_Tencode|BldgType_TwnhsE', 'ExterCond_TA|GarageCond_Gd', 'BsmtExposure_Tencode|Condition2_Artery', 'BsmtFinType2_Rec|BsmtCond_Tencode', 'HeatingQC_Fa|Neighborhood_Sawyer', 'LandSlope_Mod|BsmtExposure_Av', 'Foundation_PConc|GarageArea', 'Exterior1st_AsbShng|FireplaceQu_Ex', 'PavedDrive_N|BsmtFinType1_BLQ', 'Heating_Grav|RoofStyle_Gable', 'MiscVal|Fence_MnWw', 'PavedDrive_N|MiscFeature_Tencode', 'SaleCondition_Tencode|Electrical_SBrkr', 'BsmtFinType2_Rec|MasVnrType_BrkFace', 'SaleCondition_Family|BsmtFinType2_LwQ', 'Neighborhood_Sawyer|KitchenQual_TA', 'Electrical_FuseA|BsmtFinSF2', 'HouseStyle_1.5Unf|Neighborhood_Timber', 'GarageType_Detchd|GarageCars', 'Fence_Tencode|Neighborhood_OldTown', 'BedroomAbvGr|GarageCond_Ex', 'HeatingQC_Ex|1stFlrSF', 'RoofStyle_Flat|WoodDeckSF', 'Fence_GdPrv|GarageQual_TA', 'GarageType_Detchd|BldgType_2fmCon', 'GarageCond_Po|GarageQual_TA', 'Foundation_Stone|Neighborhood_SawyerW', 'LotFrontage|OpenPorchSF', 'BsmtUnfSF|MSZoning_RL', 'HalfBath|Alley_Grvl', 'Electrical_FuseA|HouseStyle_SLvl', 'Alley_Pave|ExterQual_Fa', 'HeatingQC_TA|FireplaceQu_TA', 'SaleType_WD|ScreenPorch', 'Heating_GasA|Heating_Tencode', 'Utilities_Tencode|LotConfig_CulDSac', 'ExterCond_TA|Exterior1st_Plywood', 'Foundation_PConc|BedroomAbvGr', 'ExterQual_Tencode|HouseStyle_SLvl', 'BsmtExposure_Gd|MSZoning_RL', 'Exterior2nd_Stucco|KitchenQual_Gd', 'Electrical_SBrkr|ExterCond_Fa', 'Neighborhood_Somerst|MasVnrArea', 'Exterior1st_AsbShng|HeatingQC_Tencode', 'GarageType_Attchd|Condition1_RRAn', 'LandContour_Tencode|HalfBath', 'BsmtExposure_Av|Exterior1st_BrkComm', 'Condition1_PosN|Condition2_Norm', 'BldgType_2fmCon|SaleType_WD', 'BldgType_Tencode|BsmtFinType1_Unf', 'LotFrontage|SaleType_New', 'BsmtFinType1_BLQ|SaleType_ConLI', 'Condition1_PosA|Exterior2nd_HdBoard', 'HeatingQC_Fa|Functional_Maj1', 'FireplaceQu_Tencode|GarageType_Detchd', 'RoofMatl_Tar&Grv|Neighborhood_Sawyer', 'Condition1_PosN|ExterQual_Gd', 'Neighborhood_Mitchel|MasVnrType_Stone', 'KitchenAbvGr|LandSlope_Gtl', 'Exterior1st_BrkFace|MasVnrType_Tencode', 'Exterior1st_BrkFace|BsmtQual_Tencode', 'MiscFeature_Shed|Exterior1st_BrkComm', 'GarageCond_Gd|Exterior1st_BrkComm', 'Alley_Pave|Heating_GasW', 'Functional_Tencode|Exterior2nd_AsphShn', 'SaleCondition_Tencode|Exterior2nd_VinylSd', 'Exterior1st_BrkFace|GarageType_CarPort', 'FireplaceQu_Gd|SaleType_ConLw', 'Heating_GasW|LandSlope_Tencode', 'GarageCond_TA|Fence_MnWw', 'LotShape_Reg|RoofStyle_Shed', 'Street_Tencode|Alley_Tencode', 'RoofStyle_Shed|Exterior1st_VinylSd', 'Neighborhood_NoRidge|Condition2_Artery', 'MiscFeature_Gar2|BsmtCond_TA', 'HouseStyle_SFoyer|ExterQual_Tencode', 'BsmtUnfSF|KitchenQual_Fa', 'Exterior1st_BrkFace|Neighborhood_Edwards', 'BsmtHalfBath|SaleType_ConLD', 'FireplaceQu_Po|RoofMatl_Tar&Grv', 'Neighborhood_Edwards|TotRmsAbvGrd', 'Exterior2nd_Wd Sdng|Exterior1st_BrkComm', 'BsmtFinType1_ALQ|MSZoning_Tencode', 'GarageQual_TA|SaleType_Oth', 'Utilities_Tencode|Condition1_PosA', 'TotRmsAbvGrd|MSSubClass', 'BsmtFinType2_GLQ|SaleType_ConLw', 'Neighborhood_NridgHt|Condition1_Norm', 'BsmtFinType1_BLQ|LotConfig_Corner', 'Heating_Tencode|Alley_Grvl', 'SaleCondition_Normal|BsmtCond_Tencode', 'GarageQual_Gd|MSZoning_Tencode', 'GarageCond_Fa|Neighborhood_Crawfor', 'MiscVal|BsmtFinType1_ALQ', 'BsmtCond_Gd|BsmtQual_Gd', 'Condition1_RRAe|Fence_MnPrv', 'ScreenPorch|MiscFeature_Gar2', 'HeatingQC_Gd|Exterior2nd_BrkFace', 'LandContour_Tencode|Exterior1st_CemntBd', 'BsmtExposure_No|LotShape_IR3', 'BsmtFinType2_Unf|CentralAir_N', 'Functional_Maj2|MiscFeature_Shed', 'BsmtFinType2_Rec|Condition1_Tencode', 'CentralAir_Tencode', 'ExterQual_TA|LotShape_IR3', 'LandSlope_Tencode|Neighborhood_Gilbert', 'PavedDrive_N|BsmtFinType2_ALQ', 'Exterior2nd_Plywood|Foundation_Slab', 'BsmtFinType1_LwQ|BsmtExposure_No', 'Neighborhood_ClearCr|SaleType_ConLD', 'LandContour_Lvl|Exterior2nd_Plywood', 'BldgType_Twnhs|HouseStyle_Tencode', '1stFlrSF|Exterior2nd_Wd Sdng', 'YearBuilt|Alley_Grvl', 'BsmtFinType2_Unf|GarageQual_Tencode', 'ExterQual_Gd|Exterior1st_Tencode', 'Electrical_SBrkr|RoofStyle_Gambrel', 'HeatingQC_Fa|Neighborhood_Tencode', 'GarageCond_Fa|Condition1_Norm', 'HeatingQC_Gd|BsmtUnfSF', 'LotConfig_FR2|Condition1_RRAe', 'KitchenQual_Ex|Alley_Grvl', 'FireplaceQu_Tencode|Neighborhood_NoRidge', 'GarageType_Detchd|PavedDrive_Tencode', 'GarageType_Detchd|BsmtCond_Tencode', 'Neighborhood_NridgHt|BsmtFinType1_Tencode', 'Fence_Tencode|Exterior1st_Plywood', 'Condition1_Feedr|BldgType_Tencode', 'BedroomAbvGr|MSZoning_FV', 'RoofMatl_Tencode|SaleType_WD', 'BldgType_2fmCon|Condition1_Feedr', 'GarageCond_TA|BsmtCond_Fa', 'FireplaceQu_Gd|Exterior2nd_HdBoard', 'BsmtExposure_Tencode|Exterior1st_MetalSd', 'Condition2_Tencode|Neighborhood_Timber', 'Neighborhood_Blmngtn|Neighborhood_CollgCr', 'EnclosedPorch|FireplaceQu_TA', 'BsmtQual_Fa|Exterior1st_BrkComm', 'HeatingQC_Gd|Functional_Min1', 'BsmtQual_Fa|BsmtCond_TA', 'TotalBsmtSF|SaleType_Oth', 'Functional_Typ|SaleType_COD', 'Alley_Grvl|Neighborhood_BrkSide', 'BsmtFinType2_ALQ|MasVnrType_Stone', 'Foundation_BrkTil|Condition1_PosA', 'KitchenAbvGr|Alley_Tencode', 'Exterior2nd_Stone|RoofMatl_Tencode', 'GarageCond_TA|BsmtFinType2_Unf', 'RoofStyle_Flat|Electrical_SBrkr', 'FireplaceQu_Po|Exterior1st_VinylSd', 'Electrical_FuseP|GarageQual_TA', 'FireplaceQu_Po|LandSlope_Tencode', 'RoofMatl_Tencode|SaleType_COD', 'BldgType_Twnhs|BsmtCond_Fa', 'Neighborhood_NridgHt|Exterior2nd_AsphShn', 'YearBuilt|GarageCond_Ex', 'RoofStyle_Gambrel|Fence_MnPrv', 'GarageFinish_Tencode|HouseStyle_SLvl', 'Alley_Pave|HeatingQC_Gd', 'GarageFinish_Fin|GarageCond_Fa', 'Heating_Grav|GarageQual_TA', 'Neighborhood_Mitchel|MSZoning_FV', 'Functional_Min1|LotConfig_Inside', 'Foundation_PConc|Street_Pave', 'Neighborhood_Edwards|BsmtFinType1_LwQ', 'Foundation_BrkTil|GarageCond_Fa', 'Exterior2nd_Stone|Street_Tencode', 'Exterior2nd_MetalSd|BsmtFinType1_GLQ', 'Neighborhood_Edwards|Fence_MnPrv', 'HouseStyle_1Story|CentralAir_N', 'Neighborhood_NridgHt|Functional_Mod', 'Neighborhood_NPkVill|TotRmsAbvGrd', 'GarageCond_Tencode|Fence_GdPrv', 'OverallCond|MasVnrArea', 'Foundation_CBlock|Exterior1st_WdShing', 'MiscFeature_Othr|Condition1_Norm', 'LotArea|PavedDrive_P', 'SaleCondition_Family|GarageQual_Po', 'LotShape_IR2|BsmtFinType1_LwQ', 'Street_Grvl|Exterior2nd_HdBoard', 'RoofStyle_Tencode|KitchenQual_Fa', 'PavedDrive_Tencode|MoSold', 'HeatingQC_Tencode|HouseStyle_1.5Fin', 'Neighborhood_CollgCr|Electrical_FuseF', 'SaleType_New|GarageCond_Fa', 'YrSold|SaleType_Oth', 'MiscVal|GarageType_BuiltIn', 'BsmtCond_Po|BsmtFinSF1', 'Functional_Mod|Neighborhood_Sawyer', 'Exterior2nd_Tencode|TotRmsAbvGrd', 'Exterior2nd_Stucco|Condition2_Norm', 'YearRemodAdd|BsmtFinType2_Tencode', 'FireplaceQu_Tencode|Exterior1st_Tencode', 'BsmtExposure_Gd|Exterior1st_WdShing', 'Exterior2nd_AsbShng|RoofMatl_CompShg', 'Fence_GdPrv|BsmtQual_Gd', 'Foundation_BrkTil|BsmtQual_Gd', 'Alley_Pave|BsmtQual_Tencode', 'HeatingQC_Fa|BsmtFinType2_ALQ', 'GarageCond_Po|Neighborhood_Sawyer', 'BsmtFinType2_GLQ|BsmtFinType1_LwQ', 'FireplaceQu_Gd|Neighborhood_BrkSide', 'BsmtQual_Fa|GarageCond_Gd', 'Neighborhood_Somerst|LandContour_Bnk', 'HouseStyle_1Story|Exterior1st_WdShing', 'Condition1_Norm|PavedDrive_P', 'Street_Tencode|Neighborhood_Mitchel', 'RoofStyle_Hip|FireplaceQu_TA', 'PavedDrive_N|MasVnrType_Stone', 'BldgType_Duplex|LotConfig_FR2', 'PoolQC_Tencode|Foundation_CBlock', 'Condition1_RRAe|1stFlrSF', 'BsmtFinType2_ALQ|BsmtFullBath', 'EnclosedPorch|GarageType_2Types', 'GarageCars|Fence_MnPrv', 'Neighborhood_OldTown|BsmtFinType1_LwQ', 'HeatingQC_Fa|GarageQual_Gd', 'EnclosedPorch|GarageCond_Ex', 'Neighborhood_SawyerW|GarageType_2Types', 'Heating_GasW|ExterCond_Tencode', 'BsmtFinType1_Tencode|RoofStyle_Shed', 'CentralAir_Y|Exterior1st_WdShing', 'BsmtFinType2_Tencode|Fireplaces', 'HouseStyle_Tencode|RoofMatl_Tar&Grv', 'GarageType_CarPort|BsmtFinType1_LwQ', 'Exterior2nd_AsbShng|Exterior2nd_Plywood', 'MSZoning_RM|MiscFeature_Tencode', 'GarageCond_Tencode|GarageCond_Gd', 'Exterior1st_BrkFace|RoofMatl_CompShg', 'BsmtFinType1_ALQ|BsmtExposure_Gd', 'RoofMatl_Tar&Grv|MSZoning_Tencode', 'HouseStyle_1Story|Foundation_BrkTil', 'SaleCondition_Tencode|Exterior1st_WdShing', 'GarageCond_Gd|KitchenQual_Tencode', 'RoofMatl_Tencode|PoolArea', 'HouseStyle_Tencode|MSZoning_RL', 'BsmtFinType1_BLQ|Exterior2nd_VinylSd', 'FireplaceQu_Po|Functional_Min2', 'RoofMatl_Tencode|LotConfig_Inside', 'LandSlope_Sev|RoofStyle_Tencode', 'Condition1_RRAn|HouseStyle_2Story', 'GarageQual_Gd|1stFlrSF', 'LotShape_Tencode|TotRmsAbvGrd', 'Alley_Grvl|HouseStyle_1.5Fin', 'Heating_Grav|GarageCond_Fa', 'SaleType_New|SaleType_Oth', 'Neighborhood_NWAmes|Neighborhood_NAmes', 'Heating_Grav|Utilities_AllPub', 'HeatingQC_Tencode|Exterior2nd_Wd Shng', 'BldgType_Twnhs|GarageType_2Types', 'YearRemodAdd|Exterior1st_AsbShng', 'SaleType_ConLI|BsmtFinSF1', 'LandContour_Tencode|BsmtFullBath', 'LandContour_Bnk|RoofStyle_Gable', 'GarageType_Detchd|GarageCond_TA', 'Neighborhood_Crawfor|Condition1_Tencode', 'LandContour_HLS|MiscFeature_Shed', 'LotConfig_Corner|MSZoning_FV', 'HeatingQC_Fa|Condition2_Norm', 'Electrical_Tencode|Electrical_FuseA', 'TotalBsmtSF|Exterior2nd_MetalSd', 'LandSlope_Mod|RoofMatl_WdShngl', 'Electrical_SBrkr|GarageType_BuiltIn', 'LotFrontage|BldgType_Twnhs', 'FireplaceQu_Po|LotConfig_CulDSac', 'Neighborhood_Somerst|HeatingQC_Tencode', 'TotRmsAbvGrd|Neighborhood_StoneBr', 'GarageCond_Tencode|Neighborhood_Gilbert', 'Neighborhood_BrkSide|BsmtQual_Gd', 'TotRmsAbvGrd|SaleType_New', 'GarageFinish_Tencode|BsmtCond_Po', 'GarageCond_Gd|SaleCondition_Partial', 'HouseStyle_1.5Unf|KitchenQual_Tencode', 'MSZoning_Tencode|WoodDeckSF', 'ExterCond_Tencode|BsmtFinType2_Rec', 'Fireplaces|Neighborhood_NoRidge', 'Neighborhood_Veenker|Exterior1st_BrkComm', 'BsmtFinType1_ALQ|GarageType_BuiltIn', 'BsmtExposure_Av|Foundation_CBlock', 'Fence_MnWw|Exterior1st_Wd Sdng', 'MiscFeature_Shed|MiscFeature_Gar2', 'BsmtHalfBath|Electrical_SBrkr', 'BsmtFinType1_Rec|CentralAir_Tencode', 'LotShape_Reg|BsmtExposure_Av', 'BldgType_Duplex|ScreenPorch', 'Neighborhood_Somerst|Exterior2nd_VinylSd', 'LotShape_Tencode|Heating_GasA', 'Heating_GasA|RoofStyle_Shed', 'Condition1_Artery|CentralAir_Tencode', 'Exterior2nd_Brk Cmn|BsmtFinType1_GLQ', 'YearRemodAdd|Electrical_SBrkr', 'RoofMatl_CompShg|SaleType_Tencode', 'GarageFinish_Unf|WoodDeckSF', 'HeatingQC_Gd|FireplaceQu_Ex', 'BsmtFinType1_Tencode|Condition2_Artery', 'BsmtQual_Tencode|BsmtUnfSF', 'Neighborhood_NoRidge|FireplaceQu_Fa', 'FireplaceQu_Fa|Street_Grvl', 'FullBath|BsmtQual_Fa', 'Heating_Grav|BsmtQual_Gd', 'Functional_Mod|BldgType_1Fam', 'LotConfig_CulDSac|Exterior2nd_MetalSd', 'RoofStyle_Hip|MSZoning_FV', 'BldgType_1Fam|Utilities_AllPub', 'EnclosedPorch|KitchenQual_Gd', 'YearRemodAdd|MasVnrType_None', 'Exterior1st_BrkFace|HeatingQC_TA', 'Neighborhood_Edwards|Condition2_Artery', 'HeatingQC_Ex|Neighborhood_BrkSide', 'LandContour_Low|Neighborhood_IDOTRR', 'BsmtFinType2_LwQ|ExterQual_Fa', 'Alley_Pave|MasVnrType_None', 'OpenPorchSF|BsmtExposure_Mn', 'GarageType_Attchd|GarageType_2Types', 'CentralAir_Y|CentralAir_N', 'SaleType_COD|MSZoning_RL', 'RoofStyle_Gambrel|BsmtFinSF1', 'FireplaceQu_Ex|Exterior2nd_Wd Shng', 'LotShape_Tencode|OverallCond', 'RoofMatl_Tar&Grv|BsmtFinSF1', 'BsmtFinSF2|LotConfig_CulDSac', 'RoofStyle_Hip|GarageType_Tencode', 'Exterior1st_AsbShng|SaleType_COD', 'Neighborhood_BrDale|ScreenPorch', 'BsmtCond_Gd|Neighborhood_Sawyer', 'Electrical_SBrkr|PoolArea', 'Fence_GdWo|MasVnrArea', 'LotShape_IR2|Functional_Mod', 'LandContour_Low|PavedDrive_P', 'Utilities_Tencode|RoofMatl_CompShg', 'GarageType_Attchd|WoodDeckSF', 'BsmtQual_Tencode|Functional_Maj2', 'HalfBath|BsmtExposure_No', 'GarageCond_Gd|ExterCond_Fa', 'BsmtFinType1_BLQ|MasVnrType_BrkCmn', 'HeatingQC_Tencode|MoSold', 'Neighborhood_NPkVill|Neighborhood_NoRidge', 'RoofMatl_Tar&Grv|GarageFinish_RFn', 'HouseStyle_SFoyer|Fence_MnPrv', 'HeatingQC_Gd|ExterCond_Tencode', 'FireplaceQu_Gd|GarageCond_Ex', 'LotShape_IR2|Neighborhood_SawyerW', 'Neighborhood_Sawyer|GarageType_Basment', 'MiscVal|ExterCond_Tencode', 'Neighborhood_Blmngtn|Exterior2nd_BrkFace', 'Neighborhood_Somerst|SaleType_ConLI', 'GarageType_Detchd|GarageQual_Gd', 'ExterCond_Gd|BsmtExposure_Av', 'MSZoning_RL|BsmtQual_Gd', 'ExterQual_Tencode|BsmtExposure_No', 'GarageFinish_Unf|Exterior2nd_Stone', 'Exterior1st_HdBoard|Electrical_FuseA', 'Neighborhood_CollgCr|CentralAir_Y', 'Utilities_Tencode|LotArea', 'BsmtFinType2_Tencode|SaleType_WD', 'Electrical_FuseF|Neighborhood_NWAmes', 'GarageFinish_Fin|Condition1_Norm', 'Foundation_BrkTil|BsmtQual_Fa', 'KitchenQual_Gd|MiscVal', 'Functional_Tencode|MSZoning_C (all)', 'Foundation_CBlock|Street_Grvl', 'PavedDrive_N|Street_Tencode', 'Neighborhood_BrkSide|BsmtExposure_Mn', 'Exterior2nd_Tencode|MSZoning_RL', 'CentralAir_Y|GarageFinish_RFn', 'HeatingQC_TA|HeatingQC_Gd', 'Fence_GdPrv|MasVnrType_None', 'Electrical_FuseF|RoofMatl_WdShngl', 'Electrical_FuseA|Foundation_BrkTil', 'Neighborhood_Timber|HouseStyle_1.5Fin', 'OverallQual|RoofStyle_Gambrel', 'KitchenQual_Gd|Neighborhood_Gilbert', 'LotShape_Tencode|MasVnrType_Tencode', 'GarageType_Detchd|GarageType_Tencode', 'LotConfig_Tencode|Condition2_Artery', 'Neighborhood_ClearCr|HouseStyle_2.5Unf', 'Fireplaces|MiscFeature_Tencode', 'BsmtFinType1_ALQ|Fence_MnPrv', 'Foundation_BrkTil|MSZoning_Tencode', 'Neighborhood_Sawyer|BsmtFinType1_LwQ', 'KitchenAbvGr|BsmtFinType2_GLQ', 'Exterior2nd_VinylSd|Exterior2nd_Brk Cmn', 'SaleCondition_Tencode|ExterCond_Gd', 'BsmtUnfSF|MasVnrType_Stone', 'RoofMatl_CompShg|Neighborhood_OldTown', 'Neighborhood_ClearCr|FireplaceQu_Ex', 'GarageType_Detchd|Exterior2nd_BrkFace', 'Electrical_FuseA|Exterior1st_Plywood', 'GarageCond_Tencode|ExterCond_Fa', 'Alley_Tencode|Neighborhood_OldTown', 'TotRmsAbvGrd|Functional_Mod', 'Fireplaces|BldgType_1Fam', 'Exterior2nd_AsbShng|Neighborhood_SawyerW', 'Neighborhood_Somerst|SaleType_COD', 'SaleCondition_Tencode|HeatingQC_Fa', 'GarageCond_Po|Exterior1st_Plywood', 'HeatingQC_Gd|MasVnrType_Tencode', 'LandSlope_Mod|Exterior1st_Tencode', 'GarageCond_Fa|BldgType_TwnhsE', 'GarageType_Detchd|GarageArea', 'Utilities_Tencode|MiscFeature_Shed', 'LandContour_Tencode|SaleType_COD', 'BsmtFinType1_LwQ|BldgType_Tencode', 'BsmtFinType2_BLQ|BsmtFinType1_Unf', 'Neighborhood_NridgHt|MoSold', 'Neighborhood_Mitchel|FireplaceQu_Fa', 'LotShape_Tencode|MiscFeature_Othr', 'Heating_Tencode|CentralAir_Y', 'MiscVal|Condition1_PosA', 'MSZoning_RL|MasVnrType_Tencode', 'GarageCond_Tencode|LandContour_HLS', 'BsmtQual_Fa|LandContour_Bnk', 'Condition2_Tencode|BsmtFinType1_Rec', 'LotShape_Tencode|HouseStyle_SLvl', 'BsmtFullBath|Exterior1st_Plywood', 'MiscFeature_Othr|LotShape_IR3', 'FireplaceQu_Tencode|SaleType_WD', 'MSZoning_C (all)|BsmtExposure_Mn', 'GarageType_Basment|BldgType_1Fam', 'LotShape_IR1|BsmtCond_Po', 'HeatingQC_Fa|Fence_GdWo', 'LotFrontage|Exterior1st_WdShing', 'KitchenQual_Gd|Condition1_PosA', 'Condition1_Artery|MasVnrArea', 'Utilities_Tencode|BsmtFinType2_GLQ', 'Heating_Grav|SaleType_WD', 'Exterior2nd_Stucco|Foundation_Tencode', 'Street_Tencode|BsmtFinType1_Rec', 'GarageCond_Ex|Exterior2nd_AsphShn', 'Neighborhood_NPkVill|MSZoning_C (all)', 'KitchenQual_Fa|Condition1_RRAn', 'HouseStyle_2.5Unf|BldgType_Tencode', 'BsmtFinSF2|Functional_Min1', 'LotConfig_Corner|ExterCond_Fa', 'LandContour_Tencode|GarageType_2Types', 'BsmtQual_TA|MasVnrType_None', 'Electrical_FuseP|Fence_MnWw', 'YrSold|ScreenPorch', 'Utilities_Tencode|Fence_GdPrv', 'Exterior2nd_AsbShng|Neighborhood_Somerst', 'RoofMatl_CompShg|Alley_Grvl', 'Foundation_Stone|Fence_GdPrv', 'GarageQual_Po|Exterior1st_Wd Sdng', 'Neighborhood_CollgCr|GarageType_Basment', 'FireplaceQu_Fa|Exterior1st_Tencode', 'GarageQual_Fa|Exterior2nd_HdBoard', 'MasVnrType_BrkCmn|Neighborhood_Sawyer', 'Neighborhood_NWAmes|CentralAir_Y', 'FireplaceQu_Gd|Fence_GdPrv', 'RoofStyle_Gambrel|MSZoning_RL', 'LotFrontage|Functional_Min1', 'Neighborhood_NPkVill|HeatingQC_Gd', 'Functional_Maj1|Exterior1st_VinylSd', 'Condition2_Artery|HouseStyle_2Story', 'RoofMatl_Tencode|BsmtFinType1_Tencode', 'Exterior2nd_AsbShng|Foundation_Slab', 'Exterior2nd_MetalSd|MSZoning_Tencode', 'SaleType_New|GarageType_Attchd', 'SaleType_ConLw|BsmtFinType1_ALQ', 'Electrical_FuseP|BsmtQual_Tencode', 'Exterior2nd_Stucco|LotShape_IR3', 'Condition1_Feedr|BsmtCond_Gd', 'KitchenAbvGr|BsmtQual_Ex', 'LandContour_Lvl|Condition1_Norm', 'GarageType_Tencode|HouseStyle_2.5Unf', 'MSZoning_RM|GarageCond_Ex', 'FireplaceQu_Tencode|Functional_Tencode', 'Neighborhood_StoneBr|MasVnrArea', 'MasVnrType_Tencode|Exterior2nd_AsphShn', 'Electrical_SBrkr|LotConfig_CulDSac', 'GrLivArea|Foundation_CBlock', 'Exterior2nd_CmentBd|RoofMatl_WdShngl', 'LotArea|LotConfig_Inside', 'Fireplaces|HouseStyle_2Story', 'BsmtFinType1_ALQ|TotRmsAbvGrd', 'BsmtFinType2_Tencode|PavedDrive_Tencode', 'BedroomAbvGr|GarageYrBlt', 'RoofMatl_Tar&Grv|BsmtFinType1_Unf', 'Neighborhood_BrDale|BldgType_Twnhs', 'SaleType_ConLD|Functional_Min2', 'OverallQual|Electrical_SBrkr', 'Neighborhood_ClearCr|Neighborhood_OldTown', 'HeatingQC_Ex|BsmtCond_TA', 'Heating_Tencode|Condition1_RRAn', 'BsmtFinType1_Tencode|RoofMatl_Tar&Grv', 'HeatingQC_TA|GarageType_Attchd', 'Foundation_PConc|LandSlope_Gtl', 'GarageQual_Po|MasVnrType_Tencode', '3SsnPorch|Functional_Min1', 'Exterior2nd_Stone|Functional_Maj1', 'YearRemodAdd|BsmtCond_Gd', 'LotConfig_FR2|Functional_Maj2', 'LandContour_Tencode|Condition1_Norm', 'KitchenQual_Ex|MiscFeature_Tencode', 'Condition1_Norm|HouseStyle_SLvl', 'LotShape_Reg|GarageType_Tencode', 'KitchenAbvGr|SaleType_ConLI', 'Neighborhood_NAmes|RoofStyle_Tencode', 'Electrical_FuseF|ExterQual_Gd', 'ExterQual_Gd|SaleType_CWD', 'BsmtFinType2_LwQ|SaleType_COD', 'Condition1_PosN|BsmtFinType2_LwQ', 'BsmtFinType2_Unf|BldgType_Tencode', '1stFlrSF|Neighborhood_StoneBr', 'BsmtQual_Ex|ExterCond_Gd', 'YearBuilt|LotShape_IR3', 'GarageQual_Gd|HalfBath', 'HouseStyle_1.5Unf|LowQualFinSF', 'GarageCond_Po|Foundation_Tencode', 'Street_Tencode|HeatingQC_Ex', 'Exterior2nd_BrkFace|HeatingQC_Tencode', 'Condition1_Norm|OverallCond', 'RoofMatl_Tar&Grv|BsmtExposure_Gd', 'Street_Tencode|Neighborhood_Gilbert', 'BsmtFinType2_BLQ|2ndFlrSF', 'BsmtQual_Tencode|BsmtQual_TA', 'PavedDrive_N|ExterQual_Fa', 'ScreenPorch|BldgType_Tencode', 'Electrical_SBrkr|1stFlrSF', 'SaleType_ConLI|LotConfig_Tencode', 'SaleType_ConLD|CentralAir_Y', 'Heating_GasA|BsmtCond_Fa', 'BsmtFinType2_GLQ|GarageFinish_RFn', 'TotalBsmtSF|HouseStyle_2Story', 'Exterior2nd_AsbShng|Exterior1st_Stucco', 'HouseStyle_1Story|Condition2_Norm', 'Exterior1st_Stucco|Exterior2nd_Wd Shng', 'MiscFeature_Othr|Condition1_Tencode', 'BsmtExposure_Tencode|SaleType_Oth', 'Exterior1st_CemntBd|Exterior2nd_Brk Cmn', 'GarageType_BuiltIn|Neighborhood_NWAmes', 'GarageType_Detchd|MasVnrArea', 'Electrical_FuseA|Exterior1st_MetalSd', 'HeatingQC_Gd|Foundation_Stone', 'Exterior2nd_Tencode|Exterior2nd_AsphShn', 'SaleCondition_Alloca|Condition1_PosA', 'Functional_Maj1|Exterior1st_Tencode', 'Neighborhood_Crawfor|BsmtFinType1_GLQ', 'Exterior2nd_Tencode|KitchenQual_Ex', 'YearBuilt|BsmtExposure_No', 'BsmtFinType1_BLQ|LandContour_Lvl', 'MiscFeature_Othr|LotConfig_Inside', 'Exterior1st_BrkFace|GarageType_BuiltIn', 'OverallCond|HouseStyle_2Story', 'KitchenQual_Ex|Exterior1st_VinylSd', 'LotConfig_Corner|FireplaceQu_Ex', 'BldgType_Twnhs|GarageCond_Gd', 'Alley_Grvl|RoofMatl_WdShngl', '3SsnPorch|SaleCondition_Abnorml', 'Functional_Mod|BsmtCond_Po', 'LotShape_IR1|Exterior1st_Plywood', 'LotConfig_Tencode|MiscFeature_Gar2', 'CentralAir_Tencode|BsmtExposure_No', 'BsmtFinType2_Tencode|Neighborhood_SawyerW', 'HeatingQC_TA|ScreenPorch', 'BldgType_2fmCon|Exterior1st_MetalSd', 'LandContour_HLS|GarageType_2Types', 'SaleCondition_Normal|RoofStyle_Tencode', 'SaleCondition_Tencode|Foundation_Slab', 'Exterior2nd_CmentBd|BsmtCond_Fa', 'Neighborhood_NridgHt|ExterQual_Fa', 'EnclosedPorch|GarageCond_TA', 'Neighborhood_Somerst|GarageCond_Gd', 'GarageCond_Gd|1stFlrSF', 'BsmtFinType1_LwQ|CentralAir_N', 'SaleType_Tencode|PavedDrive_P', 'YrSold|LandSlope_Gtl', 'Neighborhood_ClearCr|LotArea', 'SaleType_ConLD|BsmtFinSF1', 'ExterQual_TA|Street_Grvl', 'GarageQual_Gd|Foundation_Stone', 'Electrical_FuseF|BsmtCond_Fa', 'SaleType_Oth|BldgType_Tencode', 'KitchenQual_Ex|SaleType_Oth', 'KitchenAbvGr|MiscFeature_Shed', 'Neighborhood_ClearCr|KitchenQual_TA', 'GarageCars|MSSubClass', 'YrSold|Alley_Tencode', 'Electrical_SBrkr|Condition2_Artery', 'RoofStyle_Flat|BsmtCond_Gd', 'GarageType_Attchd|Street_Pave', 'Exterior1st_Tencode|Exterior2nd_Wd Shng', 'BldgType_Twnhs|ExterQual_Fa', 'Electrical_SBrkr|BldgType_TwnhsE', 'Neighborhood_OldTown|GarageType_Basment', 'ExterQual_TA|BsmtCond_Po', 'Neighborhood_NWAmes|LotConfig_Tencode', 'PoolQC_Tencode|Exterior2nd_Brk Cmn', 'Foundation_Stone|Exterior1st_AsbShng', 'BsmtExposure_Tencode|BsmtHalfBath', 'GarageCond_Tencode|GarageType_2Types', 'Functional_Tencode|ExterCond_TA', 'Functional_Tencode|Neighborhood_MeadowV', 'PavedDrive_P|GarageQual_Tencode', 'GarageType_Tencode|BsmtCond_TA', 'HouseStyle_Tencode|ExterCond_Fa', 'LotConfig_FR2|RoofStyle_Tencode', 'Alley_Pave|Condition1_PosN', 'MiscFeature_Shed|BsmtExposure_Gd', 'Neighborhood_Somerst|BsmtFinType2_LwQ', 'RoofMatl_Tar&Grv|Functional_Maj2', 'Foundation_BrkTil|FireplaceQu_TA', 'HouseStyle_1Story|GarageFinish_Tencode', 'BsmtFinType2_Tencode|GarageCond_TA', 'YearRemodAdd|MSZoning_FV', 'Exterior2nd_AsbShng|Exterior2nd_CmentBd', 'Fence_GdPrv|SaleCondition_Alloca', 'GarageType_CarPort|Functional_Min2', 'Electrical_Tencode|Fence_MnPrv', 'Functional_Typ|1stFlrSF', 'RoofStyle_Gable|MSZoning_Tencode', 'GrLivArea|GarageCars', 'Neighborhood_Timber|MasVnrType_Stone', 'Neighborhood_NridgHt|Neighborhood_Mitchel', 'HeatingQC_Fa|GarageType_2Types', 'MSZoning_C (all)|GarageType_CarPort', 'Fence_Tencode|GarageQual_TA', 'Neighborhood_NPkVill|Condition1_Norm', 'PavedDrive_N|Exterior2nd_MetalSd', 'GarageQual_Gd|MSZoning_RM', 'LandSlope_Tencode|Neighborhood_Crawfor', 'FireplaceQu_Fa|BsmtFinSF1', 'RoofStyle_Hip|ScreenPorch', 'MiscFeature_Othr|MasVnrType_Tencode', 'Condition2_Norm|Neighborhood_Timber', 'Electrical_Tencode|LotConfig_FR2', 'BsmtQual_Ex|CentralAir_Y', 'BsmtCond_Gd|MSZoning_RL', 'Exterior1st_Plywood|ExterQual_Fa', 'Neighborhood_Somerst|Neighborhood_Gilbert', 'KitchenAbvGr|BsmtFinType1_BLQ', 'SaleType_ConLw|Exterior2nd_CmentBd', 'SaleCondition_Tencode|BsmtCond_Tencode', 'ExterCond_TA|SaleType_ConLI', 'Exterior2nd_BrkFace|Neighborhood_Crawfor', 'BsmtFinType2_Unf|ExterQual_Fa', 'Neighborhood_Veenker|BsmtQual_Ex', 'LandSlope_Gtl|BsmtExposure_Gd', 'PavedDrive_N|SaleType_Tencode', 'GarageYrBlt|MSZoning_Tencode', 'GarageCars|LotShape_IR1', 'Heating_GasW|BsmtCond_Fa', 'GarageQual_TA|Functional_Min1', 'LotShape_Reg|Condition2_Artery', 'CentralAir_Y|Street_Pave', 'RoofMatl_CompShg|BsmtFinType2_Unf', 'Street_Grvl|MasVnrType_Tencode', 'BsmtFinType1_BLQ|MSSubClass', 'Heating_GasA|FireplaceQu_TA', 'HalfBath|Neighborhood_NAmes', 'Electrical_Tencode|GarageType_CarPort', 'BsmtFinType2_LwQ|BldgType_Tencode', 'RoofStyle_Flat|LandSlope_Gtl', 'RoofMatl_Tar&Grv|MiscFeature_Shed', 'GarageQual_Gd|KitchenQual_Fa', 'Heating_GasA|LandContour_Tencode', 'Street_Tencode|SaleType_ConLw', 'LotShape_Reg|Functional_Min1', 'GarageFinish_Unf|LotConfig_FR2', 'MiscFeature_Othr|BedroomAbvGr', 'Electrical_FuseF', 'MiscFeature_Othr|Condition2_Artery', 'GarageCond_TA|HouseStyle_2Story', 'LandSlope_Sev|LandContour_Bnk', 'KitchenAbvGr|GarageArea', 'TotalBsmtSF|BsmtFinType2_GLQ', 'HouseStyle_1Story|Condition1_RRAe', 'GarageCond_Tencode|LandSlope_Sev', 'Neighborhood_NPkVill|Neighborhood_Edwards', 'LotFrontage|BsmtFinType1_GLQ', 'RoofMatl_CompShg|TotRmsAbvGrd', 'Exterior1st_AsbShng|Exterior2nd_AsphShn', 'GarageCond_Po|BsmtCond_TA', 'GarageType_Detchd|Exterior1st_CemntBd', 'Neighborhood_ClearCr|PavedDrive_P', 'BsmtFinType2_LwQ|Neighborhood_MeadowV', 'BsmtFinType2_ALQ|MasVnrType_None', 'MiscFeature_Tencode|HouseStyle_SLvl', 'HeatingQC_Tencode|MasVnrType_None', 'BldgType_Twnhs|LandContour_Bnk', 'HouseStyle_Tencode|Exterior2nd_VinylSd', 'GarageFinish_Fin|Neighborhood_BrkSide', 'RoofStyle_Shed|GarageType_CarPort', 'Exterior1st_Stucco|RoofStyle_Shed', 'Foundation_Tencode|MasVnrType_BrkCmn', 'FullBath|KitchenQual_TA', 'RoofStyle_Gable|SaleType_COD', 'PavedDrive_Y|HeatingQC_Tencode', 'ExterQual_TA|ExterCond_Gd', 'Neighborhood_Sawyer|BldgType_TwnhsE', 'MiscVal|BsmtFinType2_LwQ', 'GarageType_Tencode|GarageArea', 'Foundation_PConc|RoofStyle_Gable', 'Heating_GasA|BsmtFinType1_ALQ', 'YrSold|Neighborhood_NPkVill', 'Exterior1st_AsbShng|Fence_Tencode', 'GarageCars|RoofStyle_Tencode', 'YrSold|ExterCond_Tencode', 'RoofMatl_Tencode|RoofMatl_WdShngl', 'BldgType_TwnhsE|Neighborhood_Gilbert', 'SaleType_WD|FireplaceQu_TA', 'Foundation_PConc|Heating_Tencode', 'BldgType_Duplex|Functional_Maj1', 'FireplaceQu_TA|BsmtExposure_No', 'GrLivArea|RoofStyle_Gable', 'FireplaceQu_Tencode|Neighborhood_Edwards', 'SaleType_WD|SaleCondition_Abnorml', 'Neighborhood_NridgHt|BsmtFinType2_GLQ', 'Functional_Tencode|CentralAir_Tencode', 'BsmtExposure_Tencode|Neighborhood_Veenker', 'Neighborhood_Veenker|FireplaceQu_TA', 'Neighborhood_BrDale|KitchenQual_Ex', 'HeatingQC_Fa|SaleType_ConLw', 'HouseStyle_1Story|Exterior2nd_AsphShn', 'GarageType_CarPort|LotShape_IR3', 'SaleType_COD|SaleType_CWD', 'Heating_Grav|GarageArea', 'Heating_GasA|RoofMatl_WdShngl', 'Functional_Tencode|Exterior1st_BrkComm', 'BsmtFinType2_Rec|Condition1_Feedr', 'Exterior2nd_CmentBd|Exterior2nd_Plywood', 'BsmtQual_Fa|BsmtCond_Gd', 'GrLivArea|Neighborhood_OldTown', '2ndFlrSF|Exterior2nd_Plywood', 'Exterior1st_AsbShng|Neighborhood_Sawyer', 'KitchenQual_Ex|GarageType_Tencode', 'SaleType_Oth|HouseStyle_SLvl', 'SaleCondition_Family|Functional_Maj1', 'Fence_GdPrv|TotRmsAbvGrd', 'BsmtFinType1_LwQ|MasVnrType_Tencode', 'Exterior2nd_AsbShng|MSZoning_RL', 'Neighborhood_NoRidge|HouseStyle_2.5Unf', 'LotShape_IR1|MSZoning_C (all)', 'GarageType_Tencode|RoofStyle_Gable', 'LotConfig_Corner|MSZoning_RH', 'GarageType_Tencode|Exterior2nd_Wd Shng', 'GarageCond_Tencode|LotConfig_Inside', 'SaleType_Tencode|ExterQual_Tencode', 'MoSold|Exterior2nd_Plywood', 'SaleCondition_Abnorml|Alley_Grvl', 'EnclosedPorch|Neighborhood_SWISU', 'TotRmsAbvGrd|BsmtFinType2_LwQ', 'Utilities_Tencode|ExterQual_Gd', 'KitchenAbvGr|Functional_Typ', 'MiscFeature_Tencode|MSZoning_Tencode', 'KitchenQual_Gd|Functional_Maj1', 'Exterior2nd_Brk Cmn|BsmtExposure_No', 'YearRemodAdd|SaleType_CWD', 'GarageCond_TA|Condition1_Tencode', 'LandSlope_Mod|BsmtFinType2_BLQ', 'Fence_Tencode|BsmtFullBath', 'BsmtFinType1_Rec|ExterQual_Fa', 'GarageCond_Gd|BsmtExposure_Gd', 'GarageType_Tencode|GarageQual_Fa', 'BsmtFinType2_Tencode|BsmtExposure_Mn', 'ExterQual_TA|Exterior2nd_Brk Cmn', 'HouseStyle_1Story|GarageYrBlt', 'LotShape_IR2|Fence_GdPrv', 'SaleType_COD|Neighborhood_IDOTRR', 'BsmtFullBath', 'BsmtQual_Tencode|GarageYrBlt', 'Fence_GdWo|MSSubClass', 'Neighborhood_Veenker|Exterior2nd_Plywood', 'PavedDrive_Y|Condition2_Artery', 'BldgType_2fmCon|Exterior1st_CemntBd', 'Condition1_RRAe|GarageCond_Fa', 'KitchenAbvGr|Electrical_SBrkr', 'GarageFinish_Tencode|Neighborhood_SawyerW', 'Neighborhood_NWAmes|HouseStyle_SLvl', 'LotConfig_FR2|MasVnrType_None', 'ExterCond_Gd|Exterior1st_BrkComm', 'SaleType_ConLw|Exterior2nd_BrkFace', 'Exterior1st_BrkFace|LotConfig_Inside', 'Neighborhood_StoneBr|FireplaceQu_TA', 'MSZoning_Tencode|MasVnrArea', 'BsmtHalfBath|MoSold', 'LotConfig_FR2|PoolQC_Tencode', 'LotConfig_CulDSac|ExterCond_Gd', 'Neighborhood_Gilbert|GarageFinish_RFn', 'BedroomAbvGr|LotShape_IR3', 'Neighborhood_BrDale|Fence_GdWo', 'BsmtQual_Tencode|3SsnPorch', 'HeatingQC_Fa|MSZoning_RM', 'Fireplaces|BsmtFinType2_Unf', 'PavedDrive_Tencode|BsmtFinType1_Rec', 'BsmtFinType2_BLQ|HeatingQC_Ex', 'MiscVal|Exterior2nd_Wd Sdng', 'BsmtUnfSF|LandSlope_Gtl', 'OverallQual|SaleCondition_Tencode', 'YrSold|Exterior2nd_Brk Cmn', 'BsmtFinType1_ALQ|MasVnrType_Tencode', 'Condition2_Tencode|Neighborhood_NAmes', 'Alley_Tencode|MoSold', 'GarageFinish_Fin|RoofStyle_Shed', 'Alley_Tencode|BsmtFinSF1', 'FireplaceQu_Fa|SaleCondition_Normal', 'LandContour_Low|Condition1_Feedr', 'Exterior2nd_VinylSd|SaleCondition_Abnorml', 'BsmtFinType1_Tencode|LotConfig_FR2', 'Neighborhood_CollgCr|BsmtFinType2_Rec', 'LandContour_Bnk|BsmtFinType1_Unf', 'Exterior2nd_Stone|SaleType_Oth', 'Exterior2nd_Tencode|MSZoning_FV', 'RoofMatl_CompShg|FireplaceQu_Fa', 'Condition2_Tencode|Exterior1st_CemntBd', 'KitchenQual_Gd|MasVnrType_BrkCmn', 'Exterior2nd_AsbShng|MSZoning_C (all)', 'ExterQual_TA|Electrical_FuseP', 'PavedDrive_Y|BsmtCond_Po', 'Functional_Maj1|2ndFlrSF', 'BsmtFullBath|Foundation_Slab', 'SaleType_ConLD|MSZoning_RH', 'Street_Tencode|BsmtQual_Fa', 'Neighborhood_OldTown|Street_Pave', 'MasVnrType_BrkCmn|Neighborhood_Gilbert', 'GarageCond_Gd|MSZoning_RL', 'BsmtFinType2_GLQ|ExterQual_Gd', 'Street_Tencode|Neighborhood_IDOTRR', 'GarageCond_TA|BsmtUnfSF', 'Foundation_BrkTil|Condition1_RRAn', 'FireplaceQu_Tencode|BsmtFinType2_GLQ', 'RoofMatl_CompShg|KitchenQual_TA', 'SaleType_WD|Exterior1st_CemntBd', 'Neighborhood_NoRidge|Exterior1st_MetalSd', 'BsmtQual_TA|Condition2_Norm', 'LotShape_Tencode|Functional_Min1', 'RoofMatl_CompShg|Exterior1st_Tencode', 'BldgType_Duplex|3SsnPorch', 'BldgType_Twnhs|Exterior1st_MetalSd', 'ExterQual_TA|GarageType_BuiltIn', 'LotFrontage|SaleCondition_Abnorml', 'GarageCond_TA|BsmtExposure_Av', 'BsmtFinSF1|Neighborhood_BrkSide', 'FireplaceQu_Tencode|SaleCondition_Family', 'SaleCondition_Normal|BsmtFinType1_GLQ', 'Neighborhood_Mitchel|GarageCond_Tencode', 'TotalBsmtSF|LandContour_Bnk', 'KitchenAbvGr|PavedDrive_Y', 'BsmtQual_Fa|MasVnrType_BrkCmn', 'Neighborhood_Sawyer|Neighborhood_MeadowV', 'GrLivArea|Alley_Grvl', 'Neighborhood_Mitchel|BsmtExposure_Gd', 'FireplaceQu_TA|Exterior2nd_HdBoard', 'KitchenQual_Gd|Condition2_Norm', 'Street_Tencode|HouseStyle_1Story', 'LotFrontage|Neighborhood_Mitchel', 'Neighborhood_Blmngtn|Functional_Mod', 'BsmtQual_Ex|MasVnrType_None', 'Fireplaces|SaleType_COD', 'GarageQual_Fa|MSSubClass', 'HouseStyle_1Story|BldgType_Tencode', 'KitchenQual_Fa|Fence_MnPrv', 'Condition1_Artery|SaleType_Oth', 'LotShape_IR2|Heating_GasW', 'GarageCond_Tencode|Foundation_Tencode', 'Electrical_Tencode|GarageYrBlt', 'LotFrontage|BedroomAbvGr', 'Exterior2nd_MetalSd|RoofStyle_Shed', 'Functional_Min1|BsmtCond_Fa', 'TotRmsAbvGrd|HouseStyle_2.5Unf', 'Exterior1st_VinylSd|Exterior1st_Plywood', 'YearRemodAdd|GarageType_BuiltIn', 'RoofStyle_Flat|Exterior1st_HdBoard', 'LotArea|Condition1_Tencode', 'KitchenAbvGr|LotConfig_Inside', 'RoofStyle_Hip', 'Functional_Min2|Exterior2nd_AsphShn', 'ExterCond_TA|PavedDrive_Tencode', 'GarageQual_Gd|BsmtExposure_Av', 'Electrical_FuseP|BsmtExposure_No', 'Alley_Tencode|MSZoning_C (all)', 'Functional_Maj2|Utilities_AllPub', 'ExterCond_TA|GarageType_Basment', 'CentralAir_Y|MSZoning_Tencode', 'RoofMatl_CompShg|Fence_Tencode', 'Exterior1st_HdBoard|BsmtUnfSF', 'GarageCond_TA|LandContour_Lvl', 'SaleType_CWD|MasVnrArea', 'Neighborhood_Mitchel|SaleType_ConLD', 'SaleCondition_Tencode|HeatingQC_Gd', 'LandContour_Low|FireplaceQu_Po', 'Functional_Min1|Exterior1st_MetalSd', 'BldgType_Duplex|FireplaceQu_Po', 'BsmtFinType2_LwQ|BsmtFinType1_LwQ', 'Condition1_Artery|TotRmsAbvGrd', 'Heating_Tencode|Exterior1st_Plywood', 'SaleType_Tencode|Foundation_Slab', 'Exterior2nd_AsbShng|LotConfig_Tencode', 'GarageType_Tencode|HouseStyle_1.5Unf', 'BsmtFinType1_Rec|Street_Pave', 'LandContour_Bnk|Neighborhood_BrkSide', 'LandContour_Low|SaleType_Oth', 'LandContour_Lvl|Exterior1st_MetalSd', 'GarageType_CarPort|KitchenQual_Fa', 'Condition1_Artery|Heating_Grav', 'BldgType_1Fam|ExterQual_Tencode', 'YrSold|MiscFeature_Shed', 'SaleType_ConLw|Exterior2nd_Wd Shng', 'Neighborhood_ClearCr|Exterior2nd_Tencode', 'SaleCondition_Alloca|GarageQual_Po', 'Exterior2nd_Stone|YearBuilt', 'Condition1_RRAe|Functional_Mod', 'Exterior1st_AsbShng|Exterior2nd_BrkFace', 'LotShape_IR1|BsmtFinType1_LwQ', 'MSZoning_C (all)|BsmtFinType2_Unf', 'BldgType_Duplex|Foundation_Slab', 'BldgType_2fmCon|LotConfig_FR2', 'LandContour_Low|BsmtUnfSF', 'RoofStyle_Hip|RoofStyle_Flat', '3SsnPorch|KitchenQual_TA', 'FireplaceQu_Po|Neighborhood_Veenker', 'BldgType_2fmCon|Exterior2nd_VinylSd', 'Fence_Tencode|OpenPorchSF', 'BldgType_Duplex|HeatingQC_Tencode', 'LandContour_Lvl|Functional_Maj2', 'KitchenAbvGr|BedroomAbvGr', 'Neighborhood_OldTown|SaleType_Oth', 'LotShape_IR2|HeatingQC_Fa', 'Neighborhood_OldTown|Functional_Maj1', 'GarageFinish_Unf|GarageFinish_Tencode', 'Neighborhood_NAmes|HouseStyle_1.5Fin', 'Neighborhood_Somerst|Utilities_AllPub', 'LandSlope_Mod|Exterior2nd_Plywood', 'GarageQual_Fa|GarageYrBlt', 'Exterior2nd_Stucco|Exterior1st_BrkComm', 'Exterior1st_Stucco|Heating_GasW', 'Neighborhood_Veenker|Foundation_Slab', 'GarageFinish_Fin|BsmtFinType2_LwQ', 'Fence_GdPrv|Alley_Grvl', 'SaleType_ConLI|SaleCondition_Family', 'LotFrontage|Exterior2nd_Brk Cmn', 'LotArea|Condition1_PosA', 'MiscFeature_Gar2|SaleType_CWD', 'Exterior2nd_Stucco|Condition1_Norm', 'LandContour_Tencode|BldgType_Tencode', 'YrSold|GarageCond_Po', 'MiscFeature_Gar2|GarageType_2Types', 'HeatingQC_Tencode', 'YrSold|BsmtCond_Po', 'EnclosedPorch|Exterior2nd_CmentBd', 'YearBuilt|SaleType_ConLI', 'LandSlope_Mod|LotConfig_Inside', 'SaleCondition_Tencode|Exterior1st_BrkFace', 'KitchenAbvGr|Heating_Grav', 'LandContour_Tencode|GarageType_Attchd', 'Utilities_Tencode|Neighborhood_Crawfor', 'ExterQual_TA|BsmtCond_Fa', 'GarageYrBlt|Neighborhood_IDOTRR', 'Exterior2nd_AsbShng|GarageQual_Gd', 'OpenPorchSF|MasVnrArea', 'SaleType_Tencode|CentralAir_Y', 'BsmtFinType1_Unf|SaleType_CWD', 'ExterCond_Gd|HouseStyle_1.5Fin', 'Neighborhood_NridgHt|Heating_GasW', 'BsmtQual_Ex|MiscFeature_Shed', 'HouseStyle_1Story|BsmtFinSF2', 'LandSlope_Mod|GarageQual_Tencode', 'Fence_GdPrv|Exterior1st_MetalSd', 'HeatingQC_Gd|SaleType_COD', 'BsmtFinType2_Unf|SaleType_CWD', 'GrLivArea|ExterCond_TA', 'Exterior2nd_Stone|Alley_Pave', 'PoolQC_Tencode|KitchenQual_TA', 'GarageFinish_RFn|BsmtExposure_Mn', 'Exterior2nd_MetalSd|MasVnrType_Stone', 'Utilities_Tencode|ExterCond_Tencode', 'SaleCondition_Alloca|ExterQual_Gd', 'FullBath|2ndFlrSF', 'MSZoning_C (all)', 'LotShape_IR2|Fence_MnPrv', 'Functional_Typ|Utilities_AllPub', 'Neighborhood_Blmngtn|Neighborhood_Edwards', 'LandSlope_Sev|Condition1_Feedr', 'KitchenQual_Gd|LandContour_HLS', 'Condition1_Artery|LotShape_IR1', 'HouseStyle_SFoyer|WoodDeckSF', 'Exterior1st_BrkFace|Condition1_Feedr', 'Exterior1st_CemntBd|MSZoning_RM', 'GarageFinish_Unf|Heating_GasA', 'GarageType_BuiltIn|MSZoning_FV', 'Exterior2nd_BrkFace|Neighborhood_Sawyer', 'Neighborhood_Blmngtn|LotConfig_FR2', 'Exterior2nd_AsbShng|GarageCond_Tencode', '1stFlrSF', 'HeatingQC_Gd|Neighborhood_CollgCr', 'BsmtExposure_Gd|Alley_Grvl', 'BsmtFinType1_Tencode|GarageYrBlt', 'Heating_GasW|Exterior2nd_Wd Sdng', 'BsmtFinSF2|2ndFlrSF', '1stFlrSF|GarageCond_Ex', 'Heating_Tencode|Neighborhood_Veenker', 'LandContour_Lvl|Neighborhood_Timber', 'RoofStyle_Hip|HouseStyle_SLvl', 'HeatingQC_TA|Exterior1st_BrkComm', 'GarageCond_TA|BldgType_Tencode', 'BsmtFinType1_Rec|PoolArea', 'SaleType_ConLD|BsmtCond_Fa', 'Exterior1st_Stucco|ExterQual_Gd', 'Exterior1st_BrkFace|GarageCond_Ex', 'RoofMatl_CompShg|BsmtCond_Tencode', 'BsmtExposure_Gd|BsmtCond_TA', 'MiscFeature_Tencode|MasVnrType_BrkFace', 'Fence_MnPrv|GarageType_2Types', 'BsmtCond_Po|SaleCondition_Abnorml', 'ExterQual_Tencode|WoodDeckSF', 'LotShape_IR2|GarageYrBlt', 'SaleType_WD|Exterior1st_Plywood', 'OverallQual|CentralAir_Y', 'BsmtExposure_No|Exterior1st_Plywood', 'RoofMatl_Tencode|SaleType_Oth', 'GarageCond_Tencode|RoofStyle_Gambrel', 'HouseStyle_1.5Unf|Exterior2nd_MetalSd', 'Heating_Grav|OverallCond', 'SaleType_ConLI|PoolArea', 'Functional_Tencode|BsmtQual_Gd', 'Condition2_Artery|MSZoning_RL', 'BsmtExposure_Tencode|Foundation_CBlock', 'Heating_Grav|Exterior1st_BrkComm', 'Electrical_FuseA|Neighborhood_BrkSide', 'GarageType_Detchd|RoofStyle_Hip', 'FireplaceQu_Gd|Neighborhood_Timber', 'Exterior1st_AsbShng|Heating_Tencode', 'GarageFinish_Fin|MSZoning_RH', 'ExterCond_TA|Foundation_CBlock', 'BldgType_2fmCon|RoofStyle_Tencode', 'SaleCondition_Alloca|Exterior1st_BrkComm', 'LotShape_Reg|BsmtCond_Fa', 'KitchenQual_Fa|BsmtQual_Gd', 'YearRemodAdd|GarageFinish_RFn', 'CentralAir_Tencode|KitchenQual_TA', 'Neighborhood_NAmes|ExterQual_Ex', 'LotShape_IR2|SaleType_Oth', 'FireplaceQu_Tencode|Exterior2nd_HdBoard', 'Foundation_BrkTil|Exterior1st_BrkComm', 'BsmtCond_Tencode', 'BsmtCond_Tencode|Fence_MnWw', 'Exterior2nd_AsbShng|GarageQual_Fa', 'Electrical_FuseF|BsmtCond_Tencode', 'ExterCond_Gd|MSZoning_C (all)', 'Foundation_Stone|Functional_Min2', 'Condition1_Artery|Foundation_PConc', 'HeatingQC_Fa|SaleCondition_Alloca', 'HeatingQC_TA|HouseStyle_SFoyer', 'Neighborhood_CollgCr|WoodDeckSF', 'BsmtFinSF2|Exterior2nd_Wd Shng', 'LandContour_Bnk|3SsnPorch', 'Exterior2nd_Stucco|BsmtUnfSF', 'Fence_GdWo|Street_Pave', 'YrSold|FireplaceQu_Fa', 'LotShape_Tencode|SaleType_ConLI', 'LotShape_IR2|Neighborhood_Somerst', 'Alley_Pave|Exterior2nd_Tencode', 'SaleCondition_Tencode|BsmtFinType2_ALQ', 'BsmtFinType1_BLQ|BsmtHalfBath', 'Exterior1st_BrkFace|LotConfig_Corner', 'Functional_Tencode|LotConfig_Inside', 'Neighborhood_NridgHt|PavedDrive_P', 'BsmtFinType2_Tencode|SaleCondition_Normal', 'Exterior2nd_VinylSd|BldgType_1Fam', 'Functional_Tencode|Exterior2nd_CmentBd', 'GarageCond_Po|CentralAir_Tencode', 'BldgType_1Fam|BsmtCond_Fa', 'HeatingQC_Gd|HouseStyle_Tencode', 'Exterior2nd_AsbShng|Neighborhood_Timber', 'LandSlope_Tencode|GarageType_2Types', 'GarageCond_Tencode|Functional_Min2', 'RoofStyle_Hip|GarageArea', 'HeatingQC_TA|SaleType_ConLw', 'Neighborhood_Veenker|RoofStyle_Shed', 'HeatingQC_TA|Exterior2nd_Brk Cmn', 'YearRemodAdd|BsmtCond_Po', 'Exterior2nd_HdBoard|Exterior1st_Wd Sdng', 'SaleCondition_Tencode|BsmtFinType2_GLQ', 'Electrical_FuseP|SaleCondition_Normal', 'Exterior1st_Stucco|GarageQual_Fa', 'Exterior2nd_AsbShng|Condition2_Tencode', 'LotFrontage|Street_Pave', 'Exterior2nd_Tencode|BsmtFinType2_BLQ', 'Exterior1st_CemntBd|PavedDrive_P', 'HeatingQC_TA|Street_Grvl', 'Electrical_Tencode|Condition2_Artery', 'YrSold|RoofMatl_WdShngl', 'Neighborhood_Somerst|Condition2_Tencode', 'HeatingQC_TA|Neighborhood_CollgCr', 'HouseStyle_2.5Unf|HouseStyle_2Story', 'Condition2_Tencode|Exterior2nd_Plywood', 'GarageCond_Gd|BsmtCond_Gd', 'Exterior1st_Stucco|Foundation_Tencode', 'Foundation_Stone|BsmtFinType2_BLQ', 'KitchenQual_Gd|BsmtFinType1_Unf', 'Condition1_Artery|Neighborhood_Somerst', 'Functional_Mod|HouseStyle_2Story', 'Neighborhood_ClearCr|MiscFeature_Othr', 'HouseStyle_1.5Unf|BsmtFinSF1', 'LotArea|LandSlope_Tencode', 'PavedDrive_N|KitchenQual_Fa', 'Neighborhood_CollgCr|KitchenQual_Ex', 'MasVnrType_BrkCmn|FireplaceQu_Ex', 'KitchenQual_Gd|RoofStyle_Gable', 'YearRemodAdd|ExterCond_Tencode', 'Condition1_Artery|SaleType_ConLD', 'YearBuilt|Electrical_FuseF', 'KitchenQual_Gd|Fence_GdWo', 'Neighborhood_SWISU|ExterCond_Tencode', 'HeatingQC_TA|SaleCondition_Alloca', 'LotConfig_Corner|HouseStyle_1.5Fin', 'MiscVal|RoofStyle_Shed', 'LowQualFinSF|CentralAir_N', 'BsmtFinType2_Tencode|ExterQual_Gd', 'BsmtFinType2_ALQ|ExterQual_Ex', 'Functional_Tencode|HalfBath', 'SaleCondition_Normal|Exterior1st_MetalSd', 'KitchenAbvGr|Exterior2nd_Plywood', 'GarageFinish_Unf|Exterior1st_Wd Sdng', 'Condition2_Tencode|Exterior2nd_HdBoard', 'MiscFeature_Othr|MasVnrArea', 'GarageCond_Tencode|ExterCond_Tencode', 'Functional_Maj2|Exterior1st_CemntBd', 'LandSlope_Sev|HouseStyle_SLvl', 'SaleType_ConLw|SaleType_New', 'GarageCond_Po|HeatingQC_Tencode', 'Exterior1st_CemntBd|Exterior1st_VinylSd', 'Neighborhood_SWISU|ExterQual_Fa', 'LandContour_Low|BldgType_1Fam', 'LotShape_Tencode|LotConfig_Inside', 'MasVnrType_BrkFace|Functional_Min2', 'OpenPorchSF|ExterQual_Tencode', 'Exterior2nd_AsbShng|HouseStyle_SFoyer', 'GarageType_Detchd|Neighborhood_NPkVill', 'Foundation_PConc|MSZoning_C (all)', 'Electrical_FuseA|KitchenQual_TA', 'GarageType_CarPort|RoofStyle_Tencode', 'Heating_GasA|Condition1_Tencode', 'FireplaceQu_Po|Condition1_Norm', 'MiscVal|MSZoning_FV', 'Neighborhood_Tencode|GarageArea', 'ExterQual_TA|HouseStyle_SLvl', 'Neighborhood_NridgHt|Fireplaces', 'RoofStyle_Gambrel|GarageType_BuiltIn', 'LotShape_IR1|HouseStyle_1.5Fin', 'LotShape_IR1|SaleCondition_Abnorml', 'ExterCond_Gd|SaleCondition_Abnorml', 'YearRemodAdd|BsmtQual_Ex', 'Exterior1st_WdShing|Exterior2nd_AsphShn', 'BldgType_2fmCon|BedroomAbvGr', 'Street_Tencode|SaleCondition_Family', 'Neighborhood_Mitchel|TotRmsAbvGrd', 'Street_Tencode|GarageCond_Tencode', 'Neighborhood_NridgHt|KitchenQual_Ex', 'GarageCond_Gd|Street_Pave', 'Foundation_BrkTil|2ndFlrSF', 'RoofMatl_Tencode|BsmtHalfBath', 'Utilities_Tencode|HalfBath', 'SaleCondition_Alloca|Exterior1st_MetalSd', 'Neighborhood_Blmngtn|CentralAir_Tencode', 'MSZoning_C (all)|Neighborhood_BrkSide', 'BedroomAbvGr|Condition1_Norm', 'Condition1_PosA|BsmtCond_Gd', 'SaleCondition_Normal|BsmtFinType2_Unf', 'LandContour_HLS|Neighborhood_NWAmes', 'KitchenQual_Tencode|GarageQual_Po', 'Neighborhood_SWISU|BsmtFinSF1', 'Exterior2nd_Stone|BsmtFinType2_BLQ', 'Functional_Tencode|RoofStyle_Gable', 'MasVnrType_Stone|Fence_MnPrv', 'Neighborhood_Blmngtn|BsmtFinSF2', 'Foundation_BrkTil|Fence_MnWw', 'GarageType_Tencode|BsmtQual_Fa', 'GarageCond_Ex|BsmtFinType1_GLQ', 'BsmtFullBath|MasVnrArea', 'GarageFinish_Tencode|Neighborhood_Crawfor', 'GarageCond_Po|HeatingQC_TA', 'SaleCondition_Tencode|GarageCond_TA', 'BldgType_Duplex|BedroomAbvGr', 'Exterior1st_HdBoard|LowQualFinSF', 'GarageFinish_RFn|BsmtExposure_No', 'RoofMatl_CompShg|BsmtFinType1_GLQ', 'GarageCond_TA|HeatingQC_Ex', 'FireplaceQu_Tencode|BsmtQual_Ex', 'ExterCond_Gd|SaleCondition_Alloca', 'Exterior2nd_AsphShn|LotConfig_Inside', 'RoofStyle_Shed|Alley_Grvl', 'Exterior2nd_BrkFace|Neighborhood_Tencode', 'Exterior2nd_Stucco|MasVnrType_Stone', 'LotShape_IR2|Exterior2nd_MetalSd', 'Condition1_RRAe|MasVnrType_None', 'Utilities_Tencode|Condition1_PosN', 'HouseStyle_SFoyer|MiscVal', 'Alley_Pave|Electrical_FuseA', 'BsmtFinType2_Tencode|GarageType_Tencode', 'BsmtFinType2_BLQ|LandContour_Bnk', 'ScreenPorch|Neighborhood_IDOTRR', 'GarageFinish_Unf|HeatingQC_Gd', 'GarageQual_Po|BsmtCond_Tencode', 'BsmtExposure_Mn|Fence_MnWw', 'Exterior1st_BrkFace|Exterior1st_AsbShng', 'HeatingQC_Ex|MiscFeature_Tencode', 'RoofMatl_Tencode|BsmtQual_Fa', 'Heating_Grav|LandContour_Lvl', 'LandSlope_Tencode|MSZoning_FV', 'Street_Tencode|Neighborhood_CollgCr', 'PavedDrive_P|Condition2_Norm', 'Exterior2nd_AsbShng|Functional_Maj1', 'BsmtFinType1_LwQ|Neighborhood_MeadowV', 'PoolArea|MSZoning_FV', 'HeatingQC_TA|Neighborhood_Veenker', 'Electrical_FuseP|ScreenPorch', 'PoolArea|Exterior1st_Plywood', 'MSZoning_C (all)|HouseStyle_SLvl', 'Exterior2nd_CmentBd|BsmtUnfSF', 'LotShape_IR1|BsmtFinSF1', 'Fence_Tencode|Street_Pave', 'GrLivArea|PoolArea', 'Exterior1st_Stucco|ExterCond_Fa', 'TotalBsmtSF|Electrical_SBrkr', 'RoofMatl_Tencode|HouseStyle_Tencode', 'MSZoning_C (all)|Functional_Maj1', 'BldgType_Twnhs|Functional_Min2', 'GarageType_BuiltIn|BsmtCond_Gd', 'KitchenAbvGr|FullBath', 'Exterior2nd_BrkFace|Neighborhood_BrkSide', 'Fence_Tencode|SaleType_Tencode', 'GarageCond_Po|HeatingQC_Gd', 'SaleCondition_Tencode|Street_Tencode', 'BsmtFinType1_Tencode|BsmtCond_Fa', 'HeatingQC_Tencode|MSZoning_RL', 'ExterCond_TA|Exterior1st_CemntBd', 'Foundation_Stone|SaleType_New', 'KitchenQual_Tencode|Neighborhood_Gilbert', 'FullBath|SaleCondition_Normal', 'Condition2_Tencode|GarageQual_Po', 'Exterior1st_HdBoard|Exterior2nd_HdBoard', 'TotalBsmtSF|FireplaceQu_Ex', 'BsmtCond_Po|WoodDeckSF', 'MasVnrType_BrkCmn|GarageCond_Ex', 'Neighborhood_Crawfor', 'BsmtFinType2_LwQ|BsmtCond_TA', 'Exterior2nd_BrkFace|LandContour_Tencode', 'EnclosedPorch|FullBath', 'Neighborhood_NridgHt|CentralAir_Tencode', 'FireplaceQu_Tencode|Exterior2nd_Wd Shng', 'BsmtExposure_Tencode|GarageCond_TA', 'HouseStyle_SFoyer|GarageYrBlt', 'Condition1_Feedr|GarageFinish_RFn', 'Exterior2nd_Brk Cmn|Utilities_AllPub', 'BsmtFinType1_BLQ|LotShape_IR3', 'HouseStyle_2.5Unf|Fence_MnPrv', 'SaleType_Tencode|HouseStyle_SLvl', 'Exterior1st_WdShing|LotShape_IR3', 'BldgType_Duplex|Exterior1st_AsbShng', 'MSSubClass|Exterior2nd_Brk Cmn', 'LandSlope_Tencode|HouseStyle_SLvl', 'GarageCond_Po|BsmtFinType1_BLQ', 'Electrical_SBrkr|Exterior2nd_CmentBd', 'Condition1_Norm|LandSlope_Gtl', 'YrSold|GarageType_BuiltIn', 'BsmtExposure_Tencode|HeatingQC_TA', 'Electrical_Tencode|Electrical_FuseP', 'GarageCars|ExterQual_Ex', 'Neighborhood_NPkVill|MiscFeature_Shed', 'Alley_Pave|BsmtFinType1_LwQ', 'KitchenQual_TA|BsmtQual_Gd', 'BsmtExposure_Av|Street_Pave', 'Exterior2nd_AsbShng|LotFrontage', 'OverallQual|BsmtFinType1_BLQ', 'Exterior2nd_Wd Sdng|BsmtCond_Fa', 'BsmtFinType2_GLQ|Exterior1st_MetalSd', 'RoofMatl_Tar&Grv|HouseStyle_SLvl', 'Fence_GdWo|GarageYrBlt', 'Neighborhood_BrDale|ExterQual_TA', 'Street_Grvl|BsmtCond_TA', 'PavedDrive_N|MSZoning_RH', 'MasVnrType_None|Condition2_Artery', 'SaleCondition_Partial|FireplaceQu_TA', 'BedroomAbvGr|SaleType_Oth', 'LandSlope_Tencode|Functional_Min2', 'Condition1_Artery|BsmtExposure_Tencode', 'Condition1_Norm|BsmtCond_TA', 'KitchenQual_Gd|BsmtFinType2_Unf', 'FireplaceQu_Gd|FireplaceQu_TA', 'BsmtExposure_Tencode|MiscFeature_Othr', 'MasVnrArea|BsmtCond_TA', 'YearRemodAdd|Neighborhood_CollgCr', 'GarageType_Detchd|LotConfig_Tencode', 'BsmtUnfSF|Condition1_Tencode', 'ExterCond_Fa|WoodDeckSF', 'Foundation_BrkTil|MSSubClass', 'ExterQual_Tencode|RoofMatl_WdShngl', 'HeatingQC_TA|Neighborhood_NAmes', 'Utilities_Tencode|Exterior1st_CemntBd', 'PavedDrive_N|HouseStyle_Tencode', 'BsmtQual_Fa|CentralAir_N', 'TotalBsmtSF|3SsnPorch', 'LotConfig_Corner|OpenPorchSF', 'Neighborhood_NAmes|MSSubClass', 'LotArea|Exterior2nd_Wd Shng', 'GrLivArea|BsmtFinType2_Rec', 'PavedDrive_Y|ExterQual_Ex', 'Exterior1st_Tencode|Exterior1st_Wd Sdng', 'Exterior1st_VinylSd|SaleType_COD', 'GarageFinish_Unf|Exterior2nd_Wd Sdng', 'GarageType_BuiltIn|Alley_Grvl', 'LotArea|Condition1_Norm', 'MSZoning_C (all)|MasVnrType_Stone', 'LotConfig_Corner|GarageType_Basment', 'GarageQual_Gd|LandContour_Lvl', 'LotArea|PavedDrive_Y', 'BsmtUnfSF|Functional_Mod', 'LandContour_Tencode|Neighborhood_Sawyer', 'BldgType_Duplex|2ndFlrSF', 'Neighborhood_Blmngtn|LotConfig_Corner', 'Exterior2nd_Stucco|Exterior2nd_Tencode', 'MiscFeature_Tencode|Exterior2nd_Brk Cmn', 'LandContour_Tencode|GarageType_BuiltIn', 'BsmtExposure_Tencode|BsmtExposure_Av', 'BsmtUnfSF|GarageType_Basment', 'TotRmsAbvGrd|MiscFeature_Tencode', 'Exterior1st_WdShing|Exterior2nd_Wd Shng', 'RoofStyle_Gable|ExterQual_Ex', 'CentralAir_N|Exterior1st_Wd Sdng', 'BsmtQual_Fa|3SsnPorch', 'Foundation_BrkTil|GarageFinish_RFn', 'Functional_Tencode|BsmtExposure_Av', 'LandContour_Bnk|Utilities_AllPub', 'BldgType_Duplex|LandContour_Lvl', 'LotShape_IR2|ExterQual_Gd', 'FireplaceQu_Gd|Neighborhood_ClearCr', 'FireplaceQu_Tencode|ExterCond_TA', 'HeatingQC_TA|SaleType_Oth', 'GarageQual_Gd|SaleType_ConLw', 'GarageFinish_Fin|LotArea', 'Exterior2nd_Wd Sdng|FireplaceQu_TA', 'Neighborhood_Tencode|SaleCondition_Normal', 'LotShape_Tencode|Condition1_RRAn', 'Heating_GasA|LandContour_Lvl', 'BsmtFinType1_BLQ|Functional_Maj2', 'Foundation_PConc|SaleType_New', 'GarageCond_Po|BsmtFinType2_Unf', 'Neighborhood_SawyerW|MSZoning_FV', 'BedroomAbvGr|BsmtFinType1_GLQ', 'GarageCond_TA|SaleCondition_Alloca', 'Exterior2nd_VinylSd|SaleType_ConLI', 'Neighborhood_Blmngtn|LandContour_Bnk', 'GarageQual_Tencode|Fence_MnWw', 'GarageQual_Gd|Condition1_Feedr', 'ExterCond_Gd|MSZoning_RH', 'BsmtFinType2_BLQ|GarageType_BuiltIn', 'BsmtFinType2_GLQ|Neighborhood_NAmes', 'YearRemodAdd|HouseStyle_2Story', 'Neighborhood_OldTown|SaleType_CWD', 'Exterior1st_BrkFace|GarageFinish_Tencode', 'YearBuilt|SaleType_Oth', 'Functional_Mod|MSZoning_RH', 'PavedDrive_P|SaleCondition_Abnorml', 'Alley_Grvl|Exterior1st_Wd Sdng', 'FireplaceQu_Gd|CentralAir_Y', 'Foundation_Tencode|BsmtFinType2_Rec', 'GarageType_BuiltIn|BsmtFinType2_Unf', 'FullBath|GarageType_Attchd', 'OverallCond|BsmtFinType1_Unf', 'BldgType_TwnhsE|LotShape_IR3', 'BsmtQual_Ex|Exterior1st_CemntBd', 'LotConfig_CulDSac|Utilities_AllPub', 'HouseStyle_1Story|Neighborhood_Veenker', 'GarageCars|Electrical_Tencode', 'BsmtHalfBath|ExterQual_Gd', 'BsmtExposure_Mn|Exterior1st_Wd Sdng', 'BsmtFinType2_Tencode|GarageType_CarPort', 'BsmtQual_Ex|GarageType_Attchd', 'Condition1_Artery|KitchenQual_TA', 'BsmtQual_Tencode|Heating_Tencode', 'GarageType_BuiltIn|GarageQual_Po', 'BsmtQual_Fa|BsmtCond_Tencode', 'MiscFeature_Shed|Fence_MnPrv', 'LotArea|GarageCond_Fa', 'LotShape_Tencode|Condition1_Tencode', 'Functional_Min1|Condition2_Artery', 'Foundation_Stone|CentralAir_Y', 'LandContour_Low|SaleCondition_Family', 'BsmtFinType1_Tencode|Neighborhood_NPkVill', 'Exterior1st_BrkFace|BsmtCond_TA', 'GarageQual_Gd|Neighborhood_Gilbert', 'FullBath|LandSlope_Tencode', 'Condition2_Artery|Condition1_RRAn', 'Exterior2nd_Stucco|LotConfig_Corner', 'BsmtUnfSF|MasVnrType_Tencode', 'Exterior2nd_Tencode|BsmtExposure_No', 'HeatingQC_Ex|Exterior2nd_AsphShn', 'MiscFeature_Othr|MasVnrType_None', 'PavedDrive_N|MasVnrType_BrkFace', 'Neighborhood_NAmes|Neighborhood_MeadowV', 'PoolQC_Tencode|CentralAir_Y', 'BsmtExposure_Tencode|TotRmsAbvGrd', 'BldgType_Tencode|BsmtCond_Fa', 'Electrical_FuseP|RoofMatl_Tar&Grv', 'BedroomAbvGr|Functional_Maj2', 'BedroomAbvGr|Exterior2nd_HdBoard', 'Condition1_PosA|MasVnrType_BrkCmn', 'Heating_GasA|Exterior1st_Stucco', 'LandContour_Lvl|BsmtExposure_Gd', 'Exterior2nd_Stone|Neighborhood_Blmngtn', 'Neighborhood_Mitchel|SaleCondition_Family', 'HalfBath|Exterior2nd_Wd Sdng', 'Neighborhood_NridgHt|MiscFeature_Othr', 'Neighborhood_Tencode|Exterior1st_BrkComm', 'Condition1_Norm|Neighborhood_SawyerW', 'OverallQual|SaleCondition_Partial', 'FullBath|Neighborhood_Sawyer', 'ExterQual_TA|BsmtFinType1_LwQ', 'Functional_Typ|SaleCondition_Alloca', 'FireplaceQu_Ex|ExterQual_Fa', 'GarageCond_Gd|Condition2_Norm', 'PavedDrive_N|MSZoning_RM', 'LowQualFinSF|Exterior2nd_Wd Shng', 'LotShape_IR2|HalfBath', 'Heating_GasA|Street_Pave', 'GarageType_Tencode|Exterior1st_WdShing', 'ExterCond_TA|HeatingQC_Ex', 'KitchenQual_Gd|RoofStyle_Tencode', 'HouseStyle_SFoyer|OpenPorchSF', 'HouseStyle_1Story|EnclosedPorch', 'Neighborhood_Sawyer|WoodDeckSF', 'GarageType_Attchd|Exterior1st_WdShing', 'GarageQual_Fa|ExterQual_Fa', 'KitchenQual_Ex|GarageQual_Po', 'ExterCond_Tencode|MSZoning_FV', 'Exterior2nd_Tencode|Foundation_CBlock', 'GarageCond_Tencode|Neighborhood_SWISU', 'SaleCondition_Normal|ExterQual_Tencode', 'Electrical_FuseP|Functional_Maj1', 'LandContour_Low|BsmtExposure_Mn', 'Exterior2nd_Stucco|YearRemodAdd', 'LotShape_Tencode|GarageType_2Types', 'Neighborhood_Blmngtn|ExterQual_Ex', 'HeatingQC_TA|Electrical_FuseP', 'FireplaceQu_Tencode|Exterior1st_AsbShng', 'Exterior2nd_CmentBd|BsmtCond_TA', 'HeatingQC_Gd|KitchenQual_Ex', 'Alley_Pave|Neighborhood_Sawyer', 'Electrical_FuseA|MiscFeature_Shed', 'Street_Tencode|RoofStyle_Gable', 'Exterior2nd_Stone|PavedDrive_P', 'RoofStyle_Flat|Foundation_Slab', 'Exterior2nd_AsbShng|BsmtFinType1_ALQ', 'Foundation_BrkTil|Fence_GdWo', 'GarageQual_TA|MasVnrType_BrkFace', 'Exterior2nd_AsbShng|CentralAir_Y', 'GarageType_Tencode|GarageType_CarPort', 'Neighborhood_Veenker|Condition2_Artery', 'KitchenQual_Gd|Exterior2nd_CmentBd', 'BsmtFinType2_Tencode|Neighborhood_NAmes', 'Exterior1st_BrkComm|Exterior1st_Wd Sdng', 'HeatingQC_Ex|MasVnrType_BrkFace', 'GarageQual_TA|MSSubClass', 'EnclosedPorch|BsmtFinType1_Rec', 'Alley_Pave|BsmtFinType2_Unf', 'Functional_Maj1|SaleType_CWD', 'Exterior1st_CemntBd|FireplaceQu_Ex', 'Neighborhood_NoRidge|Exterior1st_BrkComm', 'KitchenQual_Tencode|GarageQual_Tencode', 'MiscVal|LowQualFinSF', 'RoofMatl_Tencode|Street_Pave', 'PoolQC_Tencode|OverallCond', 'LotConfig_FR2|MSZoning_RL', 'Neighborhood_StoneBr|BldgType_1Fam', 'SaleCondition_Normal|Condition1_RRAn', 'Heating_Tencode|HouseStyle_1.5Unf', 'Electrical_FuseP|GarageCond_Fa', 'LotConfig_Corner|BsmtExposure_Gd', 'Heating_Tencode|LowQualFinSF', 'FireplaceQu_Tencode|MiscFeature_Othr', 'Heating_GasA|Functional_Maj2', 'Neighborhood_Gilbert|BldgType_1Fam', 'Neighborhood_Blmngtn|Exterior1st_MetalSd', 'Condition1_PosN|Condition1_Tencode', 'Exterior1st_CemntBd', 'MSSubClass|SaleType_CWD', 'GarageQual_Gd|LandSlope_Tencode', 'BsmtExposure_Tencode|BsmtFinType2_Unf', 'HalfBath|BsmtCond_TA', 'HouseStyle_SFoyer|GarageCond_Tencode', 'GarageType_BuiltIn|BsmtExposure_Mn', 'LotShape_IR2|BldgType_1Fam', 'LotShape_IR1|BsmtExposure_Mn', 'Exterior2nd_AsbShng|SaleType_CWD', 'LotArea|SaleType_Oth', 'PavedDrive_N|BsmtExposure_Av', 'GarageType_Detchd|LandContour_Lvl', 'Exterior1st_BrkFace|Fence_GdPrv', 'Exterior1st_HdBoard|MasVnrType_Stone', 'SaleCondition_Alloca|RoofStyle_Gable', 'LotShape_Reg|Electrical_Tencode', 'KitchenQual_Fa|RoofMatl_WdShngl', 'Condition2_Tencode|WoodDeckSF', 'Condition1_Artery|SaleCondition_Family', 'ExterCond_TA|MasVnrType_BrkCmn', 'Fence_Tencode|GarageType_Basment', 'GarageFinish_Tencode|Functional_Mod', 'FireplaceQu_Tencode|Fireplaces', 'Exterior2nd_Stucco|KitchenQual_Tencode', 'Neighborhood_OldTown|MSZoning_RH', 'Functional_Tencode|GarageFinish_RFn', 'Fence_GdPrv|HouseStyle_1.5Unf', 'Exterior2nd_Stucco|Fence_Tencode', 'EnclosedPorch|GarageQual_Fa', 'Neighborhood_Somerst|HouseStyle_Tencode', 'LowQualFinSF|MoSold', 'GarageQual_Gd|MSZoning_FV', 'HeatingQC_Fa|Exterior1st_AsbShng', 'LotShape_IR1|GarageType_Attchd', 'Exterior2nd_VinylSd|SaleType_New', 'Condition1_Artery|Fence_Tencode', 'MSZoning_RM|Neighborhood_MeadowV', 'MiscFeature_Othr|Exterior2nd_BrkFace', 'BldgType_Duplex|MasVnrType_BrkCmn', 'Condition2_Tencode|BsmtFinType1_GLQ', 'Foundation_PConc|FireplaceQu_TA', 'LandContour_HLS|Neighborhood_Veenker', 'Neighborhood_NPkVill|ExterQual_Tencode', 'BsmtUnfSF|MSSubClass', 'SaleCondition_Tencode|Exterior2nd_Stone', 'MasVnrType_BrkCmn|ExterQual_Gd', 'BsmtFinType2_BLQ|HouseStyle_2Story', 'BedroomAbvGr|LandContour_Lvl', 'SaleCondition_Normal|BsmtCond_Fa', 'RoofMatl_Tencode|OpenPorchSF', 'RoofMatl_Tar&Grv|ScreenPorch', 'Neighborhood_SWISU|BsmtFullBath', 'SaleCondition_Normal|Condition2_Norm', 'BsmtFinType1_Tencode|Neighborhood_CollgCr', 'FullBath|BedroomAbvGr', 'SaleType_New|FireplaceQu_Ex', 'RoofStyle_Flat|LowQualFinSF', 'HeatingQC_Ex|LandSlope_Gtl', 'BsmtFinSF2|SaleCondition_Alloca', 'Foundation_Tencode|BsmtFinType1_Unf', 'Neighborhood_Mitchel|Neighborhood_NAmes', 'RoofStyle_Gambrel|Fence_GdWo', 'Exterior2nd_VinylSd|LotConfig_Inside', 'Exterior2nd_Stucco|Neighborhood_MeadowV', 'GarageType_Attchd|MSZoning_RH', 'LotConfig_CulDSac|Street_Grvl', 'BsmtQual_Tencode|BsmtFinType2_ALQ', 'BedroomAbvGr|MiscFeature_Tencode', 'SaleCondition_Family|MSZoning_Tencode', 'LotConfig_Tencode|GarageType_2Types', 'PavedDrive_P|Exterior2nd_Wd Shng', 'TotRmsAbvGrd|Exterior2nd_AsphShn', 'LotShape_IR1|MasVnrArea', 'Condition1_Norm|GarageCond_Ex', 'Condition1_PosN|Exterior2nd_MetalSd', 'KitchenAbvGr|LandSlope_Mod', 'GarageQual_Gd|LotConfig_CulDSac', 'Condition1_RRAe|TotRmsAbvGrd', 'SaleCondition_Normal|BsmtFinSF1', 'LotArea|GarageCond_Gd', 'BsmtQual_Ex|Electrical_FuseF', 'BsmtFinType2_GLQ|Alley_Grvl', 'LandContour_Low|GarageFinish_Tencode', 'Exterior1st_BrkFace|HeatingQC_Tencode', 'LandSlope_Tencode|SaleCondition_Abnorml', 'SaleCondition_Tencode|Condition1_Tencode', 'Neighborhood_BrDale|GarageCond_Po', 'Fence_Tencode|HouseStyle_2Story', 'GarageYrBlt|BsmtExposure_Mn', 'FireplaceQu_Gd|OpenPorchSF', 'YearRemodAdd|RoofMatl_Tar&Grv', 'ExterCond_TA|Neighborhood_Timber', 'GarageFinish_Fin|MiscFeature_Shed', 'Neighborhood_Somerst|MSSubClass', 'HeatingQC_TA|Neighborhood_Tencode', 'Exterior2nd_CmentBd|MiscFeature_Tencode', 'Neighborhood_StoneBr|Foundation_CBlock', 'BldgType_Twnhs|HouseStyle_1.5Fin', 'Neighborhood_NoRidge|SaleCondition_Abnorml', 'Condition1_RRAe|Fence_GdWo', 'TotalBsmtSF|BsmtExposure_No', 'GarageCond_TA|SaleType_WD', 'MasVnrType_None|CentralAir_Y', 'Exterior2nd_MetalSd|MiscFeature_Tencode', 'FireplaceQu_Gd|MSZoning_Tencode', 'RoofMatl_Tencode|BsmtFinType1_ALQ', 'Condition2_Tencode|Functional_Min2', 'Neighborhood_Somerst|ExterQual_Tencode', 'HouseStyle_1.5Unf|KitchenQual_Fa', 'Foundation_PConc|ExterCond_Gd', 'Fence_GdPrv', 'Condition1_PosN|HouseStyle_2Story', 'Utilities_Tencode|BsmtFinType1_Unf', 'Exterior1st_HdBoard|PoolQC_Tencode', 'ExterQual_TA|PavedDrive_P', 'LotArea|LotConfig_CulDSac', 'MasVnrType_None|Exterior2nd_HdBoard', 'GarageType_Detchd|BsmtFinSF1', 'BsmtExposure_Mn|Neighborhood_Timber', 'LotConfig_FR2|BsmtExposure_No', 'SaleCondition_Normal|SaleType_CWD', 'GarageFinish_Tencode|WoodDeckSF', 'Foundation_PConc|HeatingQC_TA', 'KitchenAbvGr|HouseStyle_1Story', 'BsmtFinType2_LwQ|Exterior2nd_Plywood', 'Exterior1st_BrkFace|RoofStyle_Shed', 'KitchenQual_Ex|Condition1_RRAe', 'BsmtFinType2_ALQ|Condition1_RRAe', 'TotRmsAbvGrd|Condition2_Norm', 'PavedDrive_N|BedroomAbvGr', 'BsmtFinType1_LwQ|SaleType_Oth', 'GarageFinish_Unf|ExterCond_TA', 'SaleType_Tencode|Exterior1st_BrkComm', 'LowQualFinSF|Street_Pave', 'OverallQual|SaleType_ConLI', '2ndFlrSF|SaleType_Oth', 'LotConfig_Tencode|MasVnrArea', 'Heating_Tencode|BsmtQual_Fa', 'RoofStyle_Hip|SaleType_CWD', 'BsmtExposure_Tencode|BedroomAbvGr', 'YearRemodAdd|BsmtFinType1_ALQ', 'GarageCond_TA|BsmtQual_Ex', 'BsmtExposure_Tencode|Functional_Maj1', 'HeatingQC_Gd|Utilities_AllPub', 'SaleCondition_Family|GarageType_2Types', 'HouseStyle_Tencode|Fence_GdWo', 'MasVnrArea|MSZoning_RL', 'GarageCars|LandSlope_Tencode', 'OverallQual|RoofStyle_Flat', 'Exterior1st_Stucco|MiscFeature_Gar2', 'GarageCars|RoofStyle_Shed', 'MSZoning_C (all)|Condition1_Feedr', 'BsmtFinType1_ALQ|RoofStyle_Gambrel', 'SaleCondition_Tencode|LandContour_HLS', 'HeatingQC_TA|Utilities_AllPub', 'Foundation_Stone|GarageCond_Gd', 'Exterior2nd_Stucco|Fence_MnPrv', 'RoofMatl_Tar&Grv|ExterCond_Fa', 'Utilities_Tencode|MoSold', 'BldgType_TwnhsE|MSZoning_RL', 'BsmtFinType2_GLQ|BsmtCond_Tencode', 'LotShape_IR3|Exterior2nd_AsphShn', 'LotShape_Tencode|Neighborhood_Tencode', 'LandContour_Low|SaleType_New', 'Functional_Tencode|ScreenPorch', 'Fireplaces|Fence_Tencode', 'BsmtFinType1_GLQ|Exterior1st_WdShing', 'Exterior2nd_Tencode|ExterCond_Gd', 'GarageQual_Gd|Electrical_FuseP', 'Foundation_Stone|Neighborhood_Veenker', 'Exterior1st_CemntBd|BsmtExposure_Av', 'HeatingQC_TA|MiscFeature_Shed', 'Neighborhood_SWISU|Fence_GdPrv', 'HeatingQC_Tencode|MasVnrType_Tencode', 'Neighborhood_CollgCr|Alley_Grvl', 'GarageCond_Ex|Fence_MnWw', 'Alley_Tencode|Condition1_Norm', 'Neighborhood_Edwards|BsmtFinType1_Rec', 'Foundation_Stone|Neighborhood_NoRidge', 'GrLivArea|SaleType_COD', 'MasVnrType_BrkFace|LotConfig_Inside', 'HeatingQC_Fa|Exterior2nd_Wd Shng', 'BsmtFinSF2|MSZoning_FV', 'BsmtCond_Po|Exterior1st_WdShing', 'Fence_GdPrv|SaleType_CWD', 'BsmtExposure_No|ExterQual_Fa', 'Utilities_Tencode|MasVnrType_BrkFace', 'BsmtFinType2_LwQ|LotConfig_Inside', 'LandContour_HLS|FireplaceQu_Ex', 'RoofMatl_Tencode|BsmtFinType2_Tencode', 'SaleType_ConLI|ScreenPorch', 'BldgType_2fmCon|MasVnrType_BrkFace', 'MasVnrArea|GarageType_2Types', 'HouseStyle_Tencode|BsmtCond_Po', 'PavedDrive_Tencode|Condition1_Tencode', 'ExterQual_TA|HouseStyle_1.5Fin', 'Fence_Tencode|Neighborhood_Veenker', 'Condition1_Artery|Condition2_Artery', 'FireplaceQu_Po|BsmtFinType1_ALQ', 'Neighborhood_Mitchel|RoofMatl_Tar&Grv', 'BsmtUnfSF|MiscFeature_Gar2', 'SaleType_Tencode|LotConfig_Inside', 'Foundation_Stone|FireplaceQu_Ex', 'Foundation_BrkTil|GarageFinish_Tencode', 'BsmtUnfSF|SaleCondition_Partial', 'Alley_Pave|SaleType_Oth', 'Neighborhood_NAmes', 'KitchenQual_Tencode|PoolArea', 'BsmtExposure_Tencode|Functional_Typ', 'KitchenQual_Gd|BsmtFinType1_ALQ', 'BsmtFinType1_Rec|Foundation_Slab', 'GarageFinish_Fin|Exterior1st_Wd Sdng', 'GarageYrBlt|WoodDeckSF', 'HalfBath|BsmtCond_Fa', 'MiscFeature_Tencode|Neighborhood_Crawfor', 'Electrical_FuseA|MSSubClass', 'HouseStyle_1Story|FireplaceQu_TA', 'TotalBsmtSF|FireplaceQu_TA', 'Utilities_Tencode|Exterior1st_VinylSd', 'LotConfig_CulDSac|BsmtCond_TA', 'RoofMatl_Tar&Grv|LandSlope_Gtl', 'Heating_Tencode|MasVnrType_None', 'Foundation_BrkTil|PavedDrive_P', 'SaleType_COD|GarageFinish_RFn', 'BsmtCond_Gd|Neighborhood_IDOTRR', 'BldgType_Tencode|Exterior1st_WdShing', 'Electrical_FuseA|GarageArea', 'BsmtFullBath|HouseStyle_1.5Fin', 'Street_Tencode|Exterior2nd_Brk Cmn', 'GarageQual_Gd|Foundation_BrkTil', '1stFlrSF|Exterior2nd_Brk Cmn', 'BldgType_Twnhs|RoofStyle_Tencode', 'Functional_Typ|BsmtFinType1_Unf', 'LandContour_Tencode|Neighborhood_Veenker', 'Functional_Maj2|PavedDrive_P', 'BsmtFinType2_ALQ|Exterior1st_Wd Sdng', 'ExterQual_Ex|Utilities_AllPub', 'Heating_Tencode|LandSlope_Gtl', 'Neighborhood_Tencode|PoolArea', 'LotShape_IR2|Foundation_Tencode', 'BsmtFullBath|Condition1_RRAe', 'Electrical_Tencode|Neighborhood_SawyerW', 'Neighborhood_SWISU|HouseStyle_1.5Fin', 'BsmtFinType1_BLQ|Neighborhood_OldTown', 'BedroomAbvGr|SaleCondition_Alloca', 'RoofStyle_Shed|Exterior1st_Plywood', 'Neighborhood_Edwards|BsmtExposure_No', 'BldgType_1Fam|Exterior2nd_HdBoard', 'Foundation_Slab|MSZoning_RH', 'Neighborhood_ClearCr|Alley_Grvl', 'SaleCondition_Alloca|Utilities_AllPub', 'KitchenQual_Tencode|BsmtFinType1_Rec', 'Neighborhood_Edwards|Functional_Maj1', 'EnclosedPorch|Foundation_CBlock', 'Exterior1st_AsbShng|MiscFeature_Gar2', 'BsmtHalfBath|BsmtQual_Ex', 'SaleCondition_Partial|Exterior2nd_HdBoard', 'MSSubClass|Neighborhood_IDOTRR', 'Exterior2nd_CmentBd|PoolArea', 'LotArea|MSZoning_Tencode', 'BldgType_2fmCon|Exterior1st_BrkComm', 'LotFrontage|ExterQual_Gd', 'TotalBsmtSF|Utilities_AllPub', 'ExterQual_TA|GarageFinish_Tencode', 'Fence_Tencode|PavedDrive_Tencode', 'FireplaceQu_Gd|BldgType_Tencode', 'Foundation_BrkTil|LandContour_Lvl', 'BsmtExposure_Tencode|Condition1_PosN', 'RoofStyle_Gambrel|MasVnrType_None', 'Exterior1st_CemntBd|MasVnrType_BrkCmn', 'RoofStyle_Gambrel|BsmtFinType2_Unf', 'Electrical_Tencode|Exterior2nd_Wd Sdng', 'EnclosedPorch|KitchenQual_Fa', 'PoolQC_Tencode|GarageType_CarPort', 'YearBuilt|HouseStyle_1.5Fin', 'Neighborhood_BrDale|Heating_Tencode', 'Condition1_PosA|ExterCond_Fa', 'FireplaceQu_Gd|Street_Pave', 'GarageCond_TA|Neighborhood_Tencode', 'Foundation_BrkTil|Exterior2nd_Plywood', 'Functional_Maj1|GarageCond_Ex', 'HouseStyle_1.5Unf|ExterCond_Gd', 'Functional_Maj2|LotShape_IR3', 'LotConfig_Corner|PavedDrive_Tencode', 'Functional_Typ|MiscFeature_Tencode', 'Neighborhood_Somerst|Functional_Maj1', 'BsmtFinType2_ALQ|Utilities_AllPub', 'Electrical_FuseP|GarageType_Tencode', 'GarageCond_Po|BsmtExposure_Av', 'HeatingQC_Fa|LotConfig_FR2', 'KitchenQual_Gd|Heating_GasW', 'HeatingQC_Fa|Condition1_RRAn', 'BsmtQual_Ex|Electrical_SBrkr', 'HeatingQC_Fa|BsmtCond_Gd', 'GarageType_Tencode|Neighborhood_NWAmes', 'RoofStyle_Flat|Exterior1st_Tencode', 'GarageFinish_Fin|Electrical_FuseF', 'BldgType_Duplex|Exterior1st_Tencode', 'Electrical_Tencode|GarageCond_Fa', 'SaleType_ConLD|SaleCondition_Family', '3SsnPorch|BldgType_Tencode', 'Neighborhood_BrDale|LotShape_Reg', 'SaleType_ConLI|Fence_GdPrv', 'Condition1_PosA|Exterior2nd_CmentBd', 'Electrical_FuseA|Condition2_Tencode', 'Functional_Typ|GarageCars', 'BsmtFinType1_Tencode|BsmtCond_TA', '1stFlrSF|BsmtFinType1_Unf', 'RoofMatl_Tencode|Exterior2nd_AsphShn', 'GarageCond_Po|SaleCondition_Abnorml', 'LotConfig_FR2|BsmtCond_Tencode', 'RoofMatl_CompShg|BsmtQual_Fa', 'Neighborhood_NPkVill|Neighborhood_ClearCr', 'Foundation_Slab|Fence_MnPrv', 'RoofMatl_Tar&Grv|ExterQual_Gd', 'GarageQual_TA|Neighborhood_NAmes', 'Functional_Typ|RoofStyle_Tencode', 'GarageType_Attchd|PoolArea', 'BsmtFinType2_Unf|MSZoning_RH', 'BsmtFinSF1|Exterior1st_Wd Sdng', 'GarageFinish_Unf|Fence_GdWo', 'GarageFinish_RFn|ScreenPorch', 'KitchenQual_Ex|LandSlope_Tencode', 'LotShape_IR1|BsmtQual_Tencode', 'Foundation_Stone|Utilities_AllPub', 'Neighborhood_Blmngtn|BsmtFinType2_BLQ', 'BldgType_Twnhs|BldgType_TwnhsE', 'Heating_Grav|BsmtExposure_Gd', 'BsmtFinType2_BLQ|Exterior1st_Plywood', 'BsmtFinType2_Tencode|Neighborhood_SWISU', 'GarageCars|GarageQual_Tencode', 'BldgType_1Fam|CentralAir_N', 'RoofStyle_Gable|MoSold', 'Neighborhood_Mitchel|GarageType_BuiltIn', 'HeatingQC_Fa|FireplaceQu_Ex', 'Heating_GasW|RoofStyle_Tencode', 'Heating_GasW|Exterior1st_CemntBd', 'SaleCondition_Normal|Condition1_Feedr', 'Heating_GasA|Exterior2nd_Brk Cmn', 'Exterior2nd_AsbShng|BsmtFullBath', 'Condition1_PosN|KitchenQual_TA', 'Condition1_Artery|Condition1_RRAn', 'BedroomAbvGr|GarageQual_Fa', 'BsmtFinSF2|SaleType_ConLD', 'SaleType_WD|HeatingQC_Tencode', 'BldgType_TwnhsE|Exterior1st_BrkComm', 'FireplaceQu_Fa|Exterior2nd_MetalSd', 'Alley_Tencode|SaleCondition_Family', 'BsmtQual_TA|Neighborhood_Gilbert', 'GarageArea|Exterior1st_BrkComm', 'GarageCond_Po|FireplaceQu_TA', 'LotShape_Tencode|Exterior1st_Wd Sdng', 'LotShape_Tencode|Exterior2nd_Plywood', 'LotConfig_CulDSac|BsmtCond_Gd', 'Functional_Maj1|BsmtFinType2_Unf', 'Condition1_Artery|BsmtCond_Fa', 'GarageType_CarPort|Foundation_CBlock', 'Heating_GasA|Neighborhood_StoneBr', 'Foundation_PConc|BsmtFinSF2', 'EnclosedPorch|HouseStyle_1.5Unf', 'MasVnrType_BrkCmn|WoodDeckSF', 'BsmtFinType1_Rec|BsmtExposure_Av', 'Foundation_PConc|BsmtFinType2_Tencode', 'Fence_Tencode|Neighborhood_Timber', 'LandContour_Tencode|Exterior1st_Wd Sdng', 'Functional_Typ|HouseStyle_Tencode', 'BsmtExposure_Mn|Exterior2nd_Wd Shng', 'ExterQual_TA|Neighborhood_Sawyer', 'Condition1_PosA|GarageType_Basment', 'LandContour_Lvl|SaleType_COD', 'Electrical_SBrkr|GarageArea', 'HouseStyle_1.5Unf|Neighborhood_MeadowV', 'SaleType_Oth|MiscFeature_Gar2', 'SaleType_New|BsmtCond_Po', 'BsmtFinType2_GLQ|ScreenPorch', 'OverallCond|BsmtExposure_Mn', 'Neighborhood_SWISU|Exterior1st_CemntBd', 'KitchenQual_TA|MasVnrArea', 'Functional_Typ|Exterior2nd_Wd Shng', 'RoofStyle_Gambrel|MiscFeature_Gar2', 'GarageCond_TA|ExterCond_Gd', 'LotConfig_FR2|CentralAir_Tencode', 'LandContour_Bnk|MasVnrType_BrkFace', 'MiscFeature_Tencode|MasVnrType_None', 'LandSlope_Gtl|Exterior1st_BrkComm', 'FireplaceQu_Gd|BsmtCond_Po', 'YearBuilt|GarageQual_TA', 'SaleCondition_Tencode|Exterior1st_AsbShng', 'Exterior2nd_BrkFace|3SsnPorch', 'YearRemodAdd|GarageCars', 'FullBath|Neighborhood_Mitchel', 'Exterior2nd_VinylSd|BsmtQual_Fa', 'Utilities_Tencode|LandContour_Tencode', 'Condition1_Artery|BsmtExposure_Av', 'YearRemodAdd|MSZoning_RH', 'BsmtFinType2_Rec|MSZoning_RL', 'HouseStyle_1Story|Alley_Grvl', 'Neighborhood_ClearCr|Exterior1st_BrkComm', 'GarageFinish_Tencode|Foundation_CBlock', 'Exterior2nd_Stone|Neighborhood_NridgHt', 'RoofStyle_Gambrel|LandSlope_Gtl', 'BsmtExposure_Tencode|Neighborhood_BrDale', 'BsmtQual_Tencode|BsmtQual_Ex', 'Electrical_Tencode|Condition1_Tencode', 'HeatingQC_Fa|GarageFinish_RFn', 'Condition1_PosA|BsmtExposure_Av', 'Exterior1st_Stucco|PavedDrive_P', 'GarageFinish_Fin|CentralAir_Y', 'Neighborhood_Mitchel|Exterior2nd_VinylSd', 'LotConfig_Corner|Exterior1st_BrkComm', 'Exterior1st_AsbShng|BsmtFinType1_Unf', 'HouseStyle_2.5Unf|CentralAir_N', 'SaleType_Tencode|Exterior1st_CemntBd', 'Functional_Min1|LotShape_IR3', 'GarageQual_Fa|Neighborhood_SawyerW', 'LandContour_Lvl|ExterQual_Tencode', 'Utilities_Tencode|BsmtFinType1_GLQ', 'OpenPorchSF|SaleCondition_Abnorml', 'Fence_GdWo|BsmtExposure_No', 'Neighborhood_OldTown|Exterior2nd_Brk Cmn', 'HeatingQC_Gd|Neighborhood_Crawfor', 'BsmtFinSF2|Street_Grvl', 'FireplaceQu_Tencode|PavedDrive_Tencode', 'BldgType_2fmCon|KitchenQual_TA', 'LotFrontage|Exterior1st_Wd Sdng', 'BsmtFinType1_Rec|Exterior1st_Plywood', 'SaleType_COD|KitchenQual_TA', 'RoofMatl_Tar&Grv|FireplaceQu_Fa', 'LandContour_Low|HouseStyle_SFoyer', 'GarageCars|Neighborhood_SawyerW', 'Exterior1st_AsbShng|OverallCond', 'KitchenAbvGr|BsmtQual_Gd', 'HeatingQC_Gd|HeatingQC_Ex', 'FullBath|Exterior2nd_Wd Shng', 'HeatingQC_Fa|RoofStyle_Tencode', 'Heating_GasA|Exterior2nd_MetalSd', 'SaleType_Tencode|HouseStyle_2.5Unf', 'BldgType_TwnhsE|PavedDrive_P', 'Fence_GdWo|GarageQual_Tencode', 'KitchenQual_Tencode|HouseStyle_2Story', 'ExterQual_TA|Exterior2nd_AsphShn', 'SaleCondition_Partial|ExterQual_Fa', 'KitchenQual_Gd|SaleType_ConLw', 'BldgType_Duplex|Exterior1st_BrkComm', 'Exterior2nd_VinylSd|HeatingQC_Tencode', 'Utilities_Tencode|GarageType_2Types', 'SaleCondition_Tencode|BsmtFinType1_GLQ', 'GarageCond_TA|LowQualFinSF', 'PavedDrive_Tencode', 'SaleType_New|MasVnrType_Stone', 'SaleType_COD|Exterior2nd_Wd Shng', 'Exterior1st_CemntBd|Condition2_Artery', 'BsmtQual_Tencode|BldgType_Tencode', 'GarageCond_Po|MSZoning_RH', 'Neighborhood_NoRidge|Neighborhood_IDOTRR', 'RoofMatl_CompShg|PavedDrive_Tencode', 'KitchenQual_Tencode|Functional_Min1', 'Functional_Maj2|SaleType_Oth', 'RoofStyle_Hip|BsmtFinType2_Rec', 'Exterior2nd_Stone|RoofStyle_Gambrel', 'ExterCond_Gd|SaleType_New', 'LotShape_IR2|Exterior1st_Plywood', 'Street_Pave|Exterior1st_Wd Sdng', 'HalfBath|ExterCond_Gd', 'LotConfig_Corner|BsmtFinSF1', 'RoofStyle_Flat|LandContour_Lvl', 'Exterior1st_VinylSd|PoolArea', 'Neighborhood_Blmngtn|BsmtCond_TA', 'KitchenQual_Ex|Neighborhood_SawyerW', 'Neighborhood_SawyerW|MasVnrArea', 'Exterior2nd_AsbShng|GarageQual_Tencode', 'BsmtUnfSF|KitchenQual_TA', 'RoofStyle_Tencode|Neighborhood_Sawyer', 'BsmtFinType2_ALQ|SaleCondition_Partial', 'Neighborhood_Gilbert|BsmtExposure_Mn', 'HouseStyle_Tencode|SaleCondition_Normal', 'GarageFinish_Unf|GarageQual_Gd', 'LandSlope_Sev|SaleCondition_Alloca', 'RoofMatl_Tar&Grv|MSZoning_RL', 'Neighborhood_NoRidge|LotConfig_Tencode', 'Neighborhood_Blmngtn|Condition2_Norm', 'HouseStyle_1Story|LandSlope_Mod', 'YearBuilt|BldgType_Tencode', 'HouseStyle_2.5Unf|LotConfig_Inside', 'TotRmsAbvGrd', 'KitchenAbvGr|Exterior2nd_Stucco', 'HeatingQC_Gd|CentralAir_Y', '3SsnPorch|Functional_Min2', 'Exterior1st_Stucco|SaleType_ConLD', 'GarageFinish_Fin|Exterior2nd_CmentBd', 'BsmtFinType2_LwQ|MasVnrType_Tencode', 'FireplaceQu_Tencode|Exterior2nd_AsbShng', 'Exterior1st_VinylSd|BsmtFinType1_Unf', 'Foundation_Stone|ScreenPorch', 'BsmtFinSF1|Exterior1st_Tencode', 'Neighborhood_Tencode|ExterCond_Fa', 'Exterior2nd_Tencode|GarageArea', 'ExterQual_TA|GarageType_Basment', 'HouseStyle_1.5Unf|Exterior2nd_HdBoard', 'Foundation_Tencode|Exterior2nd_AsphShn', 'Exterior1st_HdBoard|BsmtFinType2_Unf', 'RoofStyle_Shed|GarageFinish_RFn', 'SaleType_ConLw|GarageType_Tencode', 'LotConfig_CulDSac|OverallCond', 'LandContour_Lvl|BsmtFinType1_GLQ', 'Condition1_Artery|Fence_GdWo', 'Exterior2nd_Wd Shng|Functional_Min2', 'GarageType_Detchd|ScreenPorch', '3SsnPorch|BsmtCond_TA', 'Exterior2nd_Stone|BsmtFinType1_Rec', 'Functional_Maj1|Fence_MnPrv', 'LotFrontage|MasVnrType_Stone', 'BsmtFinType2_GLQ|PavedDrive_P', 'HeatingQC_Gd|BldgType_Tencode', 'Heating_GasA|HeatingQC_Tencode', 'Neighborhood_CollgCr|OpenPorchSF', 'YearRemodAdd|HouseStyle_Tencode', 'BsmtExposure_Tencode|PoolArea', 'HeatingQC_TA|ExterCond_TA', 'FireplaceQu_Fa|GarageType_Basment', 'SaleType_ConLw|MasVnrType_Stone', 'BldgType_Duplex|HeatingQC_Ex', 'Electrical_SBrkr|GarageType_2Types', 'GarageFinish_Tencode|MSZoning_RM', 'HouseStyle_1Story|BedroomAbvGr', 'BsmtFinType2_Tencode|Neighborhood_Crawfor', 'SaleCondition_Partial|Alley_Grvl', 'LotArea|Exterior2nd_VinylSd', 'CentralAir_N|Functional_Min2', 'SaleCondition_Tencode|Functional_Mod', 'Exterior1st_WdShing|Street_Pave', 'LotShape_IR3|Fence_MnWw', 'Exterior1st_HdBoard|Exterior1st_CemntBd', 'Foundation_Tencode|SaleCondition_Abnorml', 'BsmtExposure_Av|RoofStyle_Tencode', 'BldgType_2fmCon|ExterQual_Tencode', 'BsmtExposure_Tencode|Neighborhood_Mitchel', 'Neighborhood_NridgHt|BldgType_TwnhsE', 'Neighborhood_Blmngtn|Fence_Tencode', 'HouseStyle_2Story|Neighborhood_MeadowV', 'BsmtExposure_Av|GarageYrBlt', 'BsmtCond_Gd|Neighborhood_MeadowV', 'LotConfig_Tencode|BsmtCond_Tencode', 'CentralAir_Y|Alley_Grvl', 'LandSlope_Tencode|SaleType_Oth', 'YearRemodAdd|Heating_GasA', 'Neighborhood_NridgHt|Neighborhood_NPkVill', 'LandContour_Tencode|Foundation_CBlock', 'Exterior2nd_VinylSd|HeatingQC_Ex', 'LandContour_Low|Functional_Tencode', 'Exterior1st_AsbShng|GarageType_Tencode', 'Fence_Tencode|PoolQC_Tencode', 'SaleCondition_Tencode|LandContour_Lvl', 'EnclosedPorch|Functional_Tencode', 'LotFrontage|BldgType_1Fam', 'GarageFinish_Fin|Exterior2nd_Wd Sdng', 'LandSlope_Sev|GarageType_Basment', 'MasVnrType_BrkCmn|ExterQual_Tencode', 'GrLivArea|BsmtFinSF2', 'Heating_Tencode|GarageCond_Gd', 'BsmtCond_Gd|MasVnrType_None', 'Functional_Maj1|MasVnrType_BrkFace', 'HeatingQC_TA|MiscFeature_Gar2', 'Neighborhood_Tencode|Street_Pave', 'BsmtFinType2_Tencode|Condition1_RRAn', 'ExterCond_Gd|LowQualFinSF', 'Alley_Pave|MiscFeature_Gar2', 'GarageFinish_Unf|Heating_GasW', 'Electrical_FuseP|BsmtFullBath', 'LowQualFinSF|WoodDeckSF', 'KitchenQual_Tencode|Exterior2nd_Wd Sdng', 'LandSlope_Tencode|ExterQual_Gd', 'BsmtCond_Po|MSZoning_Tencode', 'GarageYrBlt', 'Exterior1st_HdBoard|Electrical_FuseF', 'MasVnrType_Stone|Street_Pave', 'CentralAir_Y|SaleType_COD', 'LandContour_HLS|SaleCondition_Normal', 'LotShape_IR3|MasVnrType_BrkFace', 'PavedDrive_Tencode|Exterior2nd_Brk Cmn', 'BsmtUnfSF|Exterior2nd_HdBoard', 'KitchenQual_TA|MasVnrType_Tencode', 'Neighborhood_Somerst|Electrical_SBrkr', 'RoofMatl_CompShg|Exterior2nd_Wd Shng', '3SsnPorch|BsmtFinType1_GLQ', 'LandSlope_Tencode|MasVnrType_BrkFace', 'RoofStyle_Hip|LandSlope_Sev', 'RoofMatl_Tar&Grv|Foundation_CBlock', 'Condition1_Artery|GarageCars', 'MSSubClass|ScreenPorch', 'GarageCond_TA|FireplaceQu_TA', 'Fireplaces|SaleCondition_Alloca', 'LandContour_Lvl|HeatingQC_Ex', 'Exterior1st_HdBoard|Condition1_RRAe', 'LotShape_IR2|BsmtExposure_Gd', 'PoolQC_Tencode|BsmtUnfSF', 'Condition1_PosA|Exterior1st_Plywood', 'LotFrontage|Neighborhood_Somerst', 'FireplaceQu_Tencode|GarageQual_Gd', 'BsmtFinType2_ALQ|HeatingQC_Ex', 'GarageQual_Fa|Exterior2nd_Wd Shng', 'HeatingQC_Ex|Neighborhood_NAmes', 'Utilities_Tencode|EnclosedPorch', 'Condition1_Artery|HalfBath', 'BsmtQual_Ex|BsmtFinType2_Unf', 'Exterior1st_CemntBd|BsmtFinType1_LwQ', 'OverallQual|KitchenQual_Fa', 'OverallQual|Foundation_PConc', 'Condition1_Feedr|BsmtFinSF1', 'SaleCondition_Tencode|MasVnrType_Tencode', 'MiscFeature_Shed|Fence_GdWo', 'Neighborhood_NPkVill|Exterior1st_WdShing', 'SaleType_Tencode|Exterior2nd_CmentBd', 'GarageFinish_Fin|GarageType_CarPort', 'LotConfig_CulDSac|GarageQual_Po', 'BsmtCond_TA|Exterior1st_Plywood', 'BsmtExposure_Tencode|BldgType_Twnhs', 'Fence_GdPrv|MSZoning_Tencode', 'GarageType_Attchd|ExterQual_Tencode', 'GarageType_CarPort|Exterior2nd_Brk Cmn', 'Exterior1st_AsbShng|Exterior2nd_Wd Shng', 'BsmtQual_Ex|BsmtFinType1_GLQ', 'Functional_Min1|Condition1_Tencode', 'SaleType_New|LotConfig_Tencode', 'Exterior2nd_HdBoard|HouseStyle_2Story', 'LotFrontage|YearBuilt', 'CentralAir_Tencode|LotConfig_Inside', 'YearRemodAdd|MasVnrType_Stone', 'KitchenQual_Fa|Street_Grvl', 'SaleType_Tencode|MasVnrType_Stone', 'Functional_Typ|Neighborhood_Edwards', 'Exterior2nd_Stone|SaleCondition_Normal', 'FireplaceQu_Po|Exterior1st_CemntBd', 'GarageType_Attchd|BsmtFinType2_Unf', 'SaleCondition_Partial|LotConfig_Inside', 'RoofMatl_Tar&Grv|GarageQual_Tencode', 'BsmtFinType2_LwQ|HouseStyle_2Story', 'LotShape_Tencode|Condition1_PosA', 'SaleType_ConLw|Neighborhood_Veenker', 'KitchenQual_Gd|Neighborhood_NAmes', 'HouseStyle_1.5Unf|BsmtFinType2_Rec', 'MiscFeature_Othr|LandContour_Lvl', 'Functional_Tencode|Alley_Grvl', 'LandSlope_Mod|Neighborhood_SWISU', 'Neighborhood_SWISU|MoSold', 'LotShape_Tencode|TotalBsmtSF', 'Exterior1st_AsbShng|GarageType_Attchd', 'LotConfig_Corner|GarageType_Tencode', 'ExterQual_TA|MSZoning_FV', 'FireplaceQu_Po|LotConfig_Inside', 'GarageCond_Fa|Exterior1st_BrkComm', 'Neighborhood_Somerst|BsmtQual_Gd', 'HeatingQC_TA|HeatingQC_Fa', 'BsmtFinType2_BLQ|Fence_MnWw', 'HouseStyle_SFoyer|Exterior1st_Wd Sdng', 'KitchenAbvGr|HouseStyle_SFoyer', 'YearBuilt|Exterior1st_WdShing', 'GarageType_Detchd|GarageCond_Fa', 'YrSold|Electrical_FuseA', 'BsmtFinType1_Tencode|Exterior2nd_AsphShn', 'Exterior1st_BrkFace|FireplaceQu_Ex', 'RoofMatl_CompShg|Condition2_Norm', 'LandSlope_Tencode|RoofStyle_Gable', 'MSZoning_C (all)|MSZoning_Tencode', 'HeatingQC_Gd|Neighborhood_Sawyer', 'KitchenAbvGr|ExterQual_Ex', 'MSZoning_RL|BsmtCond_TA', 'Neighborhood_Mitchel|HeatingQC_Tencode', 'ExterQual_TA|ExterQual_Ex', 'Alley_Tencode|BedroomAbvGr', 'BldgType_Duplex|SaleType_ConLw', 'LotFrontage|Condition2_Tencode', 'LotShape_IR2|BsmtCond_Po', 'GarageQual_Fa|MasVnrType_Stone', 'TotalBsmtSF|GarageQual_TA', 'GarageCond_Fa|MSZoning_Tencode', 'Neighborhood_NridgHt|PoolQC_Tencode', 'GarageType_Tencode|CentralAir_N', 'LandSlope_Sev|Heating_Tencode', 'Neighborhood_NWAmes|BsmtCond_Po', 'KitchenQual_Gd|BsmtCond_TA', 'Condition1_PosA|CentralAir_N', 'MiscFeature_Othr|Functional_Min2', 'Neighborhood_BrDale|LotShape_IR3', 'BsmtQual_Tencode|LotShape_IR3', 'HouseStyle_SFoyer|OverallCond', 'BsmtQual_Tencode|Condition1_Tencode', 'BsmtFinSF2|ExterCond_Fa', 'MiscFeature_Othr|Neighborhood_NoRidge', 'BsmtExposure_Tencode|Exterior1st_WdShing', 'Condition1_Artery|YearRemodAdd', 'OverallQual|GarageQual_Fa', '2ndFlrSF|Neighborhood_MeadowV', 'SaleType_Tencode|HalfBath', 'BsmtFinType1_Tencode|BsmtQual_Tencode', 'SaleCondition_Tencode|Exterior1st_Plywood', 'SaleCondition_Family|LotConfig_CulDSac', 'LotShape_IR1|SaleType_New', 'Exterior1st_BrkFace|BsmtUnfSF', 'YrSold|Condition2_Tencode', 'PavedDrive_Y|LandSlope_Gtl', 'CentralAir_Tencode|MSZoning_RH', 'GarageCond_Tencode|MiscFeature_Gar2', 'Electrical_Tencode|GarageCond_Gd', 'Street_Tencode|KitchenQual_Ex', 'LotConfig_CulDSac|MiscFeature_Gar2', 'YearBuilt|ScreenPorch', 'RoofStyle_Shed|Street_Grvl', 'Foundation_Tencode|Condition1_Tencode', 'GarageType_Basment|MasVnrArea', 'BldgType_Tencode|Utilities_AllPub', 'Fence_MnWw|MasVnrType_Stone', 'BsmtQual_Tencode|Condition1_RRAe', 'Exterior1st_HdBoard|MSZoning_Tencode', 'FireplaceQu_Tencode|SaleCondition_Normal', 'GarageType_Attchd|ScreenPorch', 'Electrical_FuseA|GarageQual_Fa', 'BsmtFinType2_GLQ|KitchenQual_Fa', 'Electrical_FuseA|Neighborhood_OldTown', 'BsmtFinType1_ALQ|ExterQual_Tencode', 'Exterior2nd_Tencode|RoofStyle_Gambrel', 'GarageType_Tencode|SaleCondition_Abnorml', 'Exterior1st_BrkFace|Foundation_PConc', 'BsmtFinSF2|1stFlrSF', 'LotArea|2ndFlrSF', 'Neighborhood_BrDale|GrLivArea', 'LotConfig_FR2', 'Fence_Tencode|MSSubClass', 'SaleCondition_Partial|GarageCond_Ex', 'HouseStyle_Tencode|RoofStyle_Tencode', 'GarageCars|Exterior1st_VinylSd', 'BsmtFinType2_Tencode|BsmtFinSF2', 'Exterior1st_AsbShng|BedroomAbvGr', 'Alley_Tencode|Exterior2nd_Wd Shng', 'BsmtFinType2_GLQ|Neighborhood_NWAmes', 'GarageCond_Tencode|MSZoning_Tencode', 'SaleType_ConLD|MSZoning_RM', 'LotArea|MSZoning_RM', 'BsmtFinType2_ALQ|GarageType_2Types', 'BsmtCond_Po|KitchenQual_Fa', 'YrSold|MasVnrType_None', 'GarageFinish_Unf|Exterior1st_Plywood', 'OverallQual|Condition1_Tencode', 'LandSlope_Sev|GarageArea', 'Condition1_PosA|Condition1_RRAe', 'BsmtFinType2_BLQ|Foundation_Slab', 'OverallQual|Heating_Grav', 'GarageFinish_Fin|MSZoning_RL', 'HeatingQC_Gd|LotShape_IR3', 'RoofMatl_Tencode|Exterior2nd_Plywood', 'GarageQual_Fa|1stFlrSF', 'Exterior2nd_CmentBd|Foundation_CBlock', 'Electrical_SBrkr|Functional_Min1', 'SaleType_WD|MoSold', 'GarageQual_Fa|Exterior1st_Wd Sdng', 'GarageQual_Gd|Foundation_Slab', 'BsmtFinType1_BLQ|Heating_GasA', 'OverallQual|RoofStyle_Shed', 'Condition1_PosN|BsmtFinType1_LwQ', 'BldgType_2fmCon|BsmtQual_TA', 'Condition1_RRAe|GarageFinish_RFn', 'MoSold|BsmtFinType2_Rec', 'HouseStyle_1.5Unf|MasVnrArea', 'Exterior1st_BrkFace|HouseStyle_Tencode', 'TotalBsmtSF|GarageCond_Po', 'BsmtFinType1_Tencode|GarageType_Tencode', 'HouseStyle_SFoyer|1stFlrSF', 'Exterior1st_CemntBd|BsmtFinType2_Unf', 'SaleCondition_Family|BsmtCond_Fa', 'FireplaceQu_Fa|Condition1_PosN', 'BsmtFinType1_LwQ|BsmtFinType1_GLQ', 'Neighborhood_NridgHt|LotFrontage', 'GarageQual_Tencode|Functional_Min2', 'Neighborhood_SWISU|LotConfig_CulDSac', 'Neighborhood_SWISU|GarageQual_TA', 'Neighborhood_Tencode|Exterior1st_Plywood', 'FireplaceQu_Tencode|GarageFinish_Tencode', 'GarageType_BuiltIn|TotRmsAbvGrd', 'LotShape_IR1|Heating_Grav', 'SaleType_CWD|Utilities_AllPub', 'BsmtCond_Tencode|GarageType_2Types', 'Alley_Pave|GarageQual_Po', 'BsmtFullBath|KitchenQual_TA', 'SaleCondition_Partial|MSZoning_FV', 'RoofStyle_Gambrel|MasVnrType_BrkFace', 'SaleCondition_Alloca|ExterQual_Ex', 'MSZoning_C (all)|BldgType_Tencode', 'TotalBsmtSF|LandContour_Tencode', 'LandContour_HLS|BsmtExposure_Av', 'BsmtFinType2_ALQ|Fence_MnPrv', 'BsmtCond_Po|MasVnrArea', 'LandContour_Bnk|Electrical_FuseF', 'MasVnrType_BrkCmn|CentralAir_Y', 'Neighborhood_Edwards|LandSlope_Gtl', 'PoolArea|BsmtExposure_No', 'RoofMatl_Tencode|BsmtQual_Ex', 'Neighborhood_Somerst|Neighborhood_Veenker', 'LandSlope_Tencode|ExterCond_Tencode', 'BsmtFinType2_GLQ|Exterior1st_CemntBd', 'Condition2_Artery|Exterior1st_BrkComm', 'Exterior2nd_BrkFace|BsmtFinType2_LwQ', 'GrLivArea|CentralAir_Y', 'HeatingQC_Tencode|GarageQual_Fa', 'Functional_Tencode|MiscFeature_Shed', 'BldgType_2fmCon|Electrical_FuseF', 'Exterior2nd_BrkFace|Street_Grvl', 'BldgType_2fmCon|Condition1_Tencode', 'Heating_Grav|MasVnrType_None', 'GarageCars|GarageQual_TA', 'Foundation_Stone|Functional_Maj2', 'BedroomAbvGr|CentralAir_Y', 'GarageFinish_Unf|SaleType_CWD', 'LotFrontage|MoSold', 'Street_Grvl|SaleType_CWD', 'HeatingQC_Ex|Condition1_RRAe', 'Alley_Pave|MiscFeature_Shed', 'LandContour_Bnk|Functional_Mod', 'YearRemodAdd|BsmtUnfSF', 'Neighborhood_Sawyer|Exterior2nd_AsphShn', '2ndFlrSF|Neighborhood_Timber', 'Exterior2nd_Wd Sdng|Exterior1st_Wd Sdng', 'GarageCond_Tencode|Exterior2nd_AsphShn', 'GarageFinish_Unf|Functional_Maj2', 'GarageQual_Tencode|Alley_Grvl', 'KitchenQual_Gd|Neighborhood_Edwards', 'FireplaceQu_TA|MasVnrType_Stone', 'GarageType_Detchd|BsmtCond_Gd', 'LotConfig_CulDSac|GarageYrBlt', 'CentralAir_Y|Exterior2nd_AsphShn', 'Exterior2nd_Wd Sdng|BldgType_Tencode', 'LotShape_IR2|FireplaceQu_Po', 'Exterior2nd_AsbShng|ExterQual_Ex', 'OpenPorchSF|MasVnrType_None', 'Foundation_PConc|Foundation_Slab', 'MSZoning_FV|MasVnrType_Tencode', 'BsmtQual_Tencode|MasVnrType_Stone', 'Neighborhood_CollgCr|Condition1_Norm', 'Neighborhood_NPkVill|BsmtUnfSF', 'SaleType_WD|Street_Grvl', 'FireplaceQu_Ex|BsmtCond_Gd', 'SaleType_ConLD|LandSlope_Tencode', 'MoSold|BldgType_1Fam', 'BsmtFinType1_Tencode|RoofMatl_WdShngl', 'YearBuilt|Neighborhood_NAmes', 'MasVnrType_None|SaleType_CWD', 'LotShape_Tencode|LandSlope_Mod', 'FireplaceQu_Gd|LandContour_Lvl', 'GarageFinish_Fin|Exterior1st_Stucco', 'SaleCondition_Normal|Foundation_CBlock', 'KitchenAbvGr|Fence_MnWw', 'LotArea|ExterQual_Ex', 'Neighborhood_ClearCr|GarageQual_Tencode', 'GarageCond_TA|Condition2_Norm', 'LotShape_Tencode|LotConfig_CulDSac', 'Alley_Grvl|MasVnrType_Tencode', 'SaleCondition_Tencode|RoofStyle_Gable', 'MasVnrType_Tencode|GarageType_2Types', 'ExterQual_Tencode|Neighborhood_SawyerW', 'LowQualFinSF|GarageArea', 'RoofStyle_Shed|MiscFeature_Gar2', 'Neighborhood_ClearCr|Exterior1st_Wd Sdng', 'BsmtQual_Fa|MSZoning_RL', 'GarageCond_TA|MasVnrType_None', 'Heating_Tencode|BsmtFinType1_Unf', 'SaleType_ConLI|BsmtCond_Gd', 'MSSubClass|Fence_MnPrv', '2ndFlrSF|BldgType_Tencode', 'Neighborhood_NoRidge|BsmtQual_Gd', 'Heating_GasA|BedroomAbvGr', 'KitchenAbvGr|Exterior2nd_MetalSd', 'ExterCond_Gd|Exterior2nd_Brk Cmn', 'BsmtFinType2_ALQ|Exterior1st_CemntBd', 'Neighborhood_Sawyer|SaleType_CWD', 'RoofStyle_Gambrel|BsmtUnfSF', 'Fence_GdPrv|GarageType_2Types', 'LotShape_Reg|BsmtQual_Tencode', 'BsmtFullBath|ExterQual_Tencode', 'GarageFinish_Fin|Street_Pave', 'ExterCond_Gd|WoodDeckSF', 'KitchenQual_Tencode|LandSlope_Gtl', 'BsmtExposure_Av|SaleType_CWD', 'LotFrontage|Neighborhood_ClearCr', 'LotArea|KitchenQual_Fa', 'SaleType_ConLw|Exterior1st_WdShing', 'BsmtFinType1_BLQ|YearBuilt', 'SaleType_ConLw|LandContour_Bnk', 'BsmtFinType2_GLQ|Exterior2nd_Wd Shng', 'Foundation_Stone|GarageQual_Po', 'BldgType_2fmCon|Exterior1st_Wd Sdng', 'MasVnrType_BrkCmn|GarageType_Basment', 'GarageFinish_Fin|OverallCond', 'ExterCond_Gd|OverallCond', 'Neighborhood_ClearCr|SaleCondition_Abnorml', 'CentralAir_N', 'Neighborhood_NoRidge|Neighborhood_Gilbert', 'BsmtHalfBath|MasVnrType_Stone', 'GarageCond_Po|Utilities_AllPub', 'GarageCond_TA|SaleCondition_Abnorml', 'FireplaceQu_Tencode|BldgType_Tencode', 'YrSold|GarageCond_Fa', 'OpenPorchSF|BsmtFinType1_GLQ', 'Exterior1st_BrkFace|ExterQual_TA', 'PavedDrive_N|Neighborhood_NridgHt', 'Condition1_PosN|GarageYrBlt', 'ExterQual_Gd|ExterQual_Tencode', 'FullBath|Utilities_AllPub', 'Exterior2nd_Stone|HouseStyle_1.5Fin', 'GarageType_Detchd|Fence_MnPrv', 'Neighborhood_NPkVill|BsmtExposure_No', 'Condition1_Norm|BsmtCond_Po', 'RoofMatl_CompShg|SaleType_WD', 'OverallQual|Street_Pave', 'Neighborhood_Blmngtn|GarageType_CarPort', 'GarageCond_Tencode|BsmtFinType2_Rec', 'EnclosedPorch|KitchenQual_Ex', 'BsmtQual_TA|LotConfig_Inside', 'Exterior2nd_Wd Sdng|Exterior1st_Plywood', 'Condition2_Norm|BsmtCond_Fa', 'ExterCond_Tencode|Functional_Maj1', 'GarageFinish_Fin|Neighborhood_Tencode', 'GarageQual_TA|GarageType_Basment', 'Condition1_Tencode|ExterQual_Tencode', 'SaleType_Oth|HouseStyle_2Story', 'BsmtFinType2_LwQ|GarageType_2Types', 'LotConfig_FR2|LandSlope_Gtl', 'Utilities_Tencode|Condition1_RRAn', 'BsmtQual_Fa|KitchenQual_TA', 'Exterior2nd_Stone|FullBath', 'HouseStyle_2.5Unf|LotShape_IR3', 'BsmtFinType2_Rec|ExterQual_Fa', 'Exterior1st_BrkFace|Exterior2nd_VinylSd', 'SaleType_CWD|BsmtExposure_No', 'Exterior1st_CemntBd|Street_Pave', 'Exterior2nd_AsbShng|GarageType_2Types', 'YearBuilt|2ndFlrSF', 'BsmtFinSF1|Neighborhood_Timber', 'MiscVal|SaleType_ConLI', 'GarageType_BuiltIn|WoodDeckSF', 'FireplaceQu_Fa|Condition2_Artery', 'BsmtFinType2_LwQ|BsmtQual_Gd', 'GarageQual_Gd|Condition2_Tencode', 'Alley_Pave|Neighborhood_NAmes', 'LotArea|Foundation_Slab', 'SaleType_COD|WoodDeckSF', 'Condition1_Norm|Neighborhood_Timber', 'LotConfig_Corner|Neighborhood_OldTown', 'GarageCond_Po|BsmtExposure_Gd', 'EnclosedPorch|Exterior1st_AsbShng', 'Exterior2nd_Stucco|Condition1_PosN', 'Exterior2nd_VinylSd|RoofMatl_WdShngl', 'YearRemodAdd|SaleType_Tencode', 'CentralAir_N|WoodDeckSF', 'RoofStyle_Flat|MasVnrType_BrkFace', 'BsmtFinType1_BLQ|FireplaceQu_Po', 'GarageQual_Gd|BsmtFinType2_ALQ', 'GarageArea|MSZoning_RH', 'Neighborhood_Veenker|MasVnrType_Tencode', 'Utilities_Tencode|LandContour_HLS', 'PavedDrive_Tencode|Exterior2nd_Plywood', 'SaleCondition_Tencode|GarageFinish_Fin', 'Neighborhood_NPkVill|RoofMatl_WdShngl', 'GarageFinish_Fin|MasVnrType_None', 'FireplaceQu_Gd|ExterCond_TA', 'RoofMatl_Tar&Grv|SaleType_CWD', 'GarageCars|KitchenQual_Gd', 'SaleType_ConLI|BldgType_TwnhsE', 'Electrical_FuseF|GarageQual_Tencode', 'BsmtFinType2_Rec|Fence_GdWo', 'BsmtFinType2_Unf|Neighborhood_Timber', 'Condition1_PosA|PoolArea', 'SaleCondition_Alloca|BsmtFinType1_GLQ', 'Functional_Mod|SaleType_COD', 'OverallQual|GarageType_Basment', 'RoofStyle_Flat|Street_Pave', 'LotConfig_FR2|GarageType_Tencode', 'RoofStyle_Tencode|GarageCond_Ex', 'Exterior2nd_Stucco|HouseStyle_Tencode', 'Neighborhood_BrDale|3SsnPorch', 'HouseStyle_2.5Unf|Functional_Min2', 'LotArea|CentralAir_Tencode', 'RoofStyle_Shed|GarageQual_Tencode', 'Neighborhood_OldTown|LandSlope_Tencode', 'Neighborhood_NoRidge|HouseStyle_2Story', 'Foundation_BrkTil|Neighborhood_SawyerW', 'BsmtFinSF2|Fence_Tencode', 'BsmtQual_Tencode|MSZoning_FV', 'SaleType_Tencode|MSZoning_Tencode', 'TotRmsAbvGrd|BsmtCond_Tencode', 'GarageQual_Po|Neighborhood_MeadowV', 'LandSlope_Sev|OpenPorchSF', 'FireplaceQu_Gd|HeatingQC_Tencode', 'PavedDrive_N|Neighborhood_StoneBr', 'BldgType_Twnhs|Heating_GasW', 'ScreenPorch|WoodDeckSF', 'MasVnrType_BrkCmn|Exterior1st_BrkComm', 'LandSlope_Gtl|Exterior1st_Tencode', 'Heating_Tencode|LandContour_Lvl', 'Heating_GasW|BsmtFinType1_Rec', 'LotFrontage', 'ExterQual_Gd|RoofMatl_WdShngl', 'BsmtFinType2_ALQ|SaleType_COD', 'Heating_Tencode|LotConfig_Tencode', 'BsmtExposure_Av|GarageArea', 'BsmtFinType1_Tencode|Condition1_Norm', 'PoolArea|Exterior1st_BrkComm', 'Functional_Tencode|KitchenQual_Gd', 'Neighborhood_NoRidge|Condition1_PosN', 'LandSlope_Mod|SaleCondition_Family', 'Exterior2nd_AsbShng|LandContour_Tencode', 'Fence_GdWo|BsmtCond_TA', 'MiscFeature_Tencode|KitchenQual_Fa', '3SsnPorch|PavedDrive_P', 'BsmtFinSF1|Exterior2nd_Brk Cmn', 'BsmtFinType2_Tencode|HeatingQC_Tencode', 'BldgType_TwnhsE|WoodDeckSF', 'LotShape_Reg|SaleType_WD', 'BsmtFinType2_LwQ|Neighborhood_Gilbert', 'BsmtFinType2_Tencode|Heating_Grav', 'BsmtCond_Gd|Condition1_RRAn', 'BsmtQual_Ex|MSZoning_RM', 'RoofStyle_Hip|GarageType_2Types', '1stFlrSF|BsmtFinSF1', 'YrSold|FireplaceQu_Po', 'Heating_GasA|BsmtExposure_No', 'FireplaceQu_Gd|HeatingQC_Ex', 'Alley_Pave|RoofStyle_Gable', 'HeatingQC_Tencode|Street_Pave', 'GrLivArea|BsmtQual_TA', 'Heating_GasW|HalfBath', 'SaleType_ConLw|LotConfig_CulDSac', 'RoofStyle_Flat|GarageCond_Ex', 'Heating_GasA|BsmtFinType2_BLQ', 'GarageFinish_Unf|Exterior1st_BrkComm', 'BsmtFinType1_Tencode|Exterior1st_MetalSd', 'LotConfig_Tencode|SaleType_CWD', 'GarageCond_Gd|Neighborhood_Crawfor', 'Exterior2nd_MetalSd|MasVnrType_BrkCmn', 'Fence_GdWo|Foundation_Slab', 'SaleCondition_Tencode|SaleType_Oth', 'Fireplaces|WoodDeckSF', 'GarageType_Tencode|Condition1_Norm', 'MSZoning_RM|Condition2_Norm', 'Foundation_PConc|BsmtQual_Ex', 'BsmtFinSF2|MSZoning_Tencode', 'FireplaceQu_Po|BsmtFinType2_Rec', 'Exterior1st_BrkComm|Foundation_Slab', 'LandSlope_Mod|BsmtQual_Tencode', 'MiscFeature_Shed|Neighborhood_Sawyer', 'LandSlope_Mod|BsmtCond_Po', 'BsmtFinType1_ALQ|Foundation_CBlock', 'Neighborhood_Blmngtn|WoodDeckSF', 'BsmtFinType1_Tencode|Condition1_RRAn', 'BldgType_Duplex|BsmtQual_Gd', 'MiscFeature_Tencode|Exterior1st_Plywood', 'BsmtQual_Fa|Functional_Maj2', 'BsmtFinType2_Unf|ExterQual_Tencode', 'OpenPorchSF|Street_Pave', 'Functional_Tencode|FireplaceQu_Ex', 'FireplaceQu_Fa|BsmtCond_TA', 'LotShape_Reg|BsmtFinType1_Unf', 'SaleCondition_Tencode|GarageCond_Gd', 'Condition1_Artery|BldgType_Duplex', 'YearBuilt|Condition1_PosA', 'Alley_Tencode|BsmtQual_TA', 'PoolQC_Tencode|MiscFeature_Gar2', 'Electrical_SBrkr|MSZoning_FV', 'RoofStyle_Shed|SaleCondition_Normal', 'BsmtQual_Fa|Exterior2nd_MetalSd', 'Utilities_Tencode|PoolQC_Tencode', 'Condition1_Tencode|Exterior1st_Wd Sdng', 'Exterior1st_HdBoard|Condition1_Feedr', 'GarageFinish_Unf|BsmtFinType2_LwQ', 'LotArea|BsmtFinType1_GLQ', 'Neighborhood_CollgCr|MSZoning_RL', 'Foundation_PConc|BsmtHalfBath', 'RoofMatl_CompShg|MasVnrType_Stone', 'Street_Tencode|BedroomAbvGr', 'MSZoning_C (all)|MasVnrType_None', 'Exterior1st_HdBoard|OverallCond', 'Condition1_Norm|BldgType_TwnhsE', 'LotShape_IR1|LotConfig_Tencode', 'Fence_GdPrv|MoSold', 'ExterQual_Gd|HouseStyle_SLvl', 'Neighborhood_Mitchel|Heating_Tencode', 'SaleType_ConLD|KitchenQual_Fa', 'BsmtQual_Fa|GarageQual_Tencode', 'SaleCondition_Tencode|Foundation_CBlock', 'CentralAir_Tencode|Exterior1st_Plywood', 'HouseStyle_Tencode|PoolQC_Tencode', 'Exterior2nd_Stone|LandContour_HLS', 'Functional_Maj1|MiscFeature_Shed', 'Foundation_BrkTil|KitchenQual_Tencode', 'BsmtExposure_Av|MasVnrType_None', 'PavedDrive_Tencode|MSZoning_RL', 'Exterior1st_Plywood|MasVnrType_Tencode', 'Heating_Grav|BsmtFullBath', 'GarageFinish_Tencode|GarageType_BuiltIn', 'GarageCond_TA|BsmtQual_Fa', 'HouseStyle_1.5Unf|CentralAir_Tencode', 'Neighborhood_ClearCr|RoofMatl_WdShngl', 'SaleCondition_Tencode|SaleType_COD', 'Condition1_Feedr|ExterQual_Tencode', 'HouseStyle_Tencode|SaleType_ConLI', 'GarageType_Detchd|Functional_Maj2', 'BsmtFinType2_LwQ|GarageFinish_RFn', 'Electrical_FuseP|Exterior1st_BrkComm', 'GarageType_Detchd|HeatingQC_Ex', 'BsmtFinType1_ALQ|Condition1_Tencode', 'BsmtFinType2_Tencode|BsmtQual_Gd', 'LandContour_Low|HouseStyle_1.5Unf', 'Functional_Maj1|BsmtCond_Fa', 'LotShape_Reg|GarageType_BuiltIn', 'Exterior2nd_Brk Cmn|GarageType_2Types', '3SsnPorch|GarageCond_Ex', 'Foundation_Tencode|Condition1_RRAn', 'Functional_Maj2|Exterior1st_Tencode', 'GarageFinish_RFn|ExterCond_Fa', 'MSSubClass|ExterQual_Tencode', 'BsmtFinType2_BLQ|HeatingQC_Tencode', 'BsmtExposure_Tencode|BsmtCond_Tencode', 'MiscVal|MSSubClass', 'SaleType_Tencode|BsmtCond_Fa', 'Functional_Typ|BsmtFinType1_LwQ', 'SaleType_New|Neighborhood_NWAmes', 'HeatingQC_Gd|LotArea', 'GarageCond_TA|HeatingQC_Gd', 'LotConfig_FR2|OpenPorchSF', 'HouseStyle_1Story|MiscFeature_Gar2', 'PavedDrive_N|Neighborhood_Gilbert', 'LotConfig_Corner|LandContour_Bnk', 'LotArea|GarageFinish_RFn', 'LotShape_Reg|BsmtFinSF1', 'Exterior1st_Stucco|SaleCondition_Normal', 'BsmtFinType1_ALQ|KitchenQual_Fa', 'HouseStyle_Tencode|Foundation_Slab', 'Functional_Tencode|ExterQual_Gd', 'LotConfig_FR2|RoofMatl_Tar&Grv', 'LandContour_HLS|Fence_MnWw', 'SaleType_New|BsmtExposure_Av', 'Neighborhood_NridgHt|Fence_MnWw', 'HeatingQC_Gd|LotConfig_Inside', 'EnclosedPorch|SaleCondition_Normal', 'EnclosedPorch|HouseStyle_2.5Unf', 'SaleType_ConLw|LotShape_IR3', 'Neighborhood_Somerst|Exterior2nd_BrkFace', 'LandSlope_Tencode|BsmtQual_Ex', 'BldgType_1Fam|Condition2_Norm', 'Neighborhood_Somerst|BldgType_1Fam', 'RoofStyle_Gable|WoodDeckSF', 'FireplaceQu_Tencode|RoofStyle_Gambrel', 'HouseStyle_SFoyer|BsmtFinType1_ALQ', 'BsmtFullBath|Neighborhood_Sawyer', 'BldgType_2fmCon|Exterior2nd_CmentBd', 'YrSold|Exterior2nd_Stone', 'GarageCond_Tencode|MSZoning_C (all)', 'GarageFinish_Tencode|BsmtFinType1_GLQ', 'BsmtFullBath|GarageQual_Tencode', 'Neighborhood_OldTown|Condition2_Artery', 'LotConfig_Tencode|Fence_MnPrv', 'FullBath|BsmtCond_Tencode', 'Fence_Tencode|BsmtFinType1_Unf', 'HouseStyle_1.5Unf|RoofStyle_Shed', 'BldgType_Twnhs|Fireplaces', 'Neighborhood_NoRidge|BsmtCond_Gd', 'Condition1_RRAe|FireplaceQu_Ex', 'LotConfig_Tencode|Exterior2nd_HdBoard', 'Exterior2nd_Tencode|Foundation_Slab', 'GarageCond_Gd|MSSubClass', 'BsmtCond_Po|SaleCondition_Partial', 'RoofStyle_Flat|Exterior1st_AsbShng', 'GarageArea|HouseStyle_2.5Unf', 'MiscFeature_Gar2|MSZoning_FV', 'SaleType_ConLI|BsmtCond_Tencode', 'HouseStyle_Tencode|RoofStyle_Gable', 'Exterior2nd_Brk Cmn|MSZoning_FV', 'Foundation_Tencode|MSZoning_Tencode', 'Electrical_FuseP|GarageQual_Tencode', 'Alley_Pave|Neighborhood_BrkSide', 'LandSlope_Sev|Exterior2nd_Plywood', 'BsmtFinType2_ALQ|MoSold', 'BsmtQual_Tencode|BsmtCond_Fa', 'Exterior2nd_AsbShng|SaleType_New', 'GarageType_Detchd|BsmtQual_Tencode', 'Electrical_FuseA|BsmtHalfBath', 'LotShape_Reg|Exterior1st_Plywood', 'ExterCond_TA|GarageType_2Types', 'SaleCondition_Partial|Neighborhood_IDOTRR', 'MasVnrType_None|GarageQual_Tencode', 'HouseStyle_SLvl|HouseStyle_1.5Fin', 'Fence_Tencode|GarageQual_Tencode', 'YearRemodAdd|RoofStyle_Tencode', 'RoofStyle_Gable|Exterior2nd_Wd Sdng', 'PavedDrive_Y|SaleCondition_Partial', 'MiscFeature_Othr|Neighborhood_Crawfor', 'SaleCondition_Family|Street_Pave', 'LandSlope_Gtl|Fence_MnWw', 'BsmtFinType1_Tencode|Exterior2nd_MetalSd', 'GarageCars|GarageFinish_Fin', 'Heating_GasA|MiscVal', 'Neighborhood_Sawyer|Condition1_RRAn', 'LotShape_IR1|Neighborhood_MeadowV', 'FireplaceQu_Fa|Condition1_Tencode', 'FireplaceQu_Tencode|Neighborhood_BrkSide', 'Functional_Tencode|BsmtCond_Gd', 'ExterCond_Tencode|Street_Grvl', 'FireplaceQu_Tencode|MSZoning_FV', 'HouseStyle_Tencode|HouseStyle_1.5Fin', 'Neighborhood_ClearCr|SaleType_COD', 'Heating_Grav|HalfBath', 'LotConfig_Tencode|SaleType_COD', 'FullBath|TotRmsAbvGrd', 'Foundation_PConc|GarageQual_TA', 'GarageQual_Po|RoofStyle_Tencode', 'Neighborhood_OldTown|LandContour_Tencode', 'SaleCondition_Family|GarageArea', 'YearRemodAdd|LandSlope_Mod', 'Functional_Typ|GarageCond_Gd', 'BsmtFinType2_Tencode|Fence_GdWo', 'BsmtUnfSF|SaleCondition_Abnorml', 'LotConfig_Corner|Condition2_Norm', 'Exterior1st_Plywood|MasVnrType_Stone', 'BsmtFinType1_LwQ|BldgType_1Fam', 'GarageCond_Gd|Neighborhood_BrkSide', 'SaleCondition_Tencode|RoofStyle_Hip', 'ExterQual_TA|LandSlope_Sev', 'YearRemodAdd|ExterQual_Fa', 'SaleCondition_Normal|MasVnrType_BrkFace', 'GrLivArea|GarageQual_Gd', 'SaleType_ConLw|BsmtExposure_Mn', 'Exterior2nd_Stone|Utilities_AllPub', 'Exterior1st_BrkFace|BldgType_TwnhsE', 'MiscVal|Neighborhood_Timber', 'LandSlope_Gtl|GarageQual_Tencode', '1stFlrSF|GarageType_CarPort', 'BsmtFinType1_Tencode|LotConfig_Inside', 'LotShape_Tencode|GarageCond_Gd', 'FireplaceQu_Gd|BsmtExposure_No', 'ExterQual_Gd|GarageFinish_RFn', 'KitchenQual_Gd|Foundation_Slab', 'SaleType_Tencode|BldgType_Tencode', 'YrSold|MSZoning_RM', 'Neighborhood_OldTown|Exterior2nd_MetalSd', 'LandSlope_Tencode|BsmtExposure_No', '3SsnPorch|BsmtFinType2_LwQ', 'Exterior2nd_Plywood|Functional_Min2', 'HeatingQC_Gd|Neighborhood_NWAmes', 'Exterior2nd_MetalSd|CentralAir_Y', 'Fence_GdPrv|BsmtFinType2_LwQ', 'HeatingQC_Fa|BldgType_1Fam', 'LotFrontage|SaleType_ConLI', 'TotalBsmtSF|BsmtCond_Gd', 'Exterior2nd_Stone|BsmtFinType2_Tencode', 'Exterior2nd_VinylSd|GarageType_CarPort', 'Electrical_Tencode|Functional_Mod', 'FireplaceQu_Gd|HouseStyle_1.5Unf', 'GarageQual_Tencode|WoodDeckSF', 'LandContour_Bnk|HouseStyle_2.5Unf', 'GrLivArea|Functional_Mod', 'KitchenQual_Fa|SaleType_CWD', 'Foundation_Stone|Alley_Grvl', 'RoofStyle_Gambrel|PavedDrive_P', 'Neighborhood_SWISU|Neighborhood_StoneBr', 'GarageType_Tencode|RoofMatl_Tar&Grv', 'BsmtFinType2_ALQ|Foundation_Tencode', 'TotRmsAbvGrd|Exterior1st_MetalSd', 'Neighborhood_NPkVill|SaleType_Oth', 'BedroomAbvGr|Exterior2nd_Brk Cmn', 'LotShape_Tencode|KitchenQual_TA', 'RoofStyle_Hip|PoolQC_Tencode', 'EnclosedPorch|Neighborhood_NAmes', 'OverallCond|Neighborhood_IDOTRR', 'SaleType_ConLw|BldgType_Tencode', 'LotFrontage|BsmtHalfBath', 'SaleType_ConLw|HouseStyle_Tencode', 'Fence_GdWo|Utilities_AllPub', 'FullBath|Fence_Tencode', 'MiscVal|MiscFeature_Gar2', 'LandContour_Bnk|MSZoning_RM', 'Utilities_Tencode|Condition1_Norm', 'Exterior1st_BrkFace|BsmtFinType2_LwQ', 'FireplaceQu_Tencode|YearRemodAdd', 'Functional_Typ|RoofStyle_Gambrel', 'BsmtHalfBath|Neighborhood_Tencode', 'LotArea|Fence_Tencode', 'SaleCondition_Family|MasVnrType_Tencode', 'LandSlope_Sev|TotRmsAbvGrd', 'BsmtFinType1_ALQ|BsmtCond_Tencode', 'Functional_Typ|Exterior1st_VinylSd', 'Neighborhood_Blmngtn|Neighborhood_Veenker', 'RoofMatl_Tar&Grv|BsmtFinType1_GLQ', 'Fence_GdPrv|BsmtExposure_Mn', 'BsmtFullBath|OpenPorchSF', 'LandContour_Bnk|BldgType_Tencode', 'MiscFeature_Othr|SaleCondition_Abnorml', 'PavedDrive_Tencode|Condition2_Norm', 'MoSold|SaleType_COD', 'Neighborhood_Gilbert|Exterior1st_Wd Sdng', 'Exterior1st_HdBoard|Neighborhood_StoneBr', 'GarageFinish_Unf|MSZoning_Tencode', 'LotFrontage|RoofStyle_Tencode', 'LotShape_Tencode|Functional_Mod', 'PavedDrive_Tencode|HeatingQC_Ex', 'Exterior2nd_Stone|Foundation_Stone', 'BsmtCond_Fa|BsmtCond_TA', 'GarageType_Detchd|3SsnPorch', 'KitchenAbvGr|RoofStyle_Flat', 'LowQualFinSF|BldgType_TwnhsE', 'RoofStyle_Gable|SaleType_New', 'SaleType_WD|Exterior2nd_HdBoard', 'Exterior1st_CemntBd|Condition1_Feedr', 'MasVnrType_None|SaleType_COD', '2ndFlrSF|Condition2_Artery', 'GarageYrBlt|Neighborhood_BrkSide', 'BsmtFinType1_Rec|BsmtCond_Tencode', 'OverallQual|GarageFinish_Tencode', 'BsmtQual_TA|ExterCond_Tencode', 'Neighborhood_BrDale|Condition1_Tencode', 'Condition2_Tencode|Condition2_Norm', 'BsmtFinType1_Rec|BsmtQual_Gd', 'LotShape_IR2|BsmtFinType2_Unf', 'GarageArea|Neighborhood_Timber', 'LotConfig_Corner|SaleType_ConLw', 'TotalBsmtSF|HouseStyle_SFoyer', 'Neighborhood_ClearCr|Neighborhood_MeadowV', 'SaleType_Tencode|GarageCond_Gd', 'Condition1_PosA|BsmtQual_Gd', 'FireplaceQu_Fa|RoofStyle_Shed', 'Neighborhood_ClearCr|Electrical_FuseA', 'Condition1_PosA|RoofStyle_Tencode', 'Functional_Mod|BsmtExposure_Mn', 'LandContour_Tencode|Neighborhood_IDOTRR', 'BsmtQual_TA|Exterior2nd_Brk Cmn', 'HeatingQC_Fa|LotConfig_Tencode', 'BsmtCond_Tencode|LotConfig_Inside', 'RoofStyle_Gambrel|CentralAir_N', 'BsmtFinSF2|HouseStyle_1.5Unf', 'Heating_Tencode|SaleType_COD', 'Neighborhood_BrDale|GarageFinish_RFn', 'Electrical_FuseP|ExterQual_Ex', 'GarageCond_Po|BsmtFinType2_LwQ', 'BsmtQual_Tencode|LandContour_Tencode', 'ExterCond_TA|BsmtCond_Tencode', 'Exterior1st_Stucco|GarageQual_TA', 'Exterior2nd_VinylSd|Exterior1st_Tencode', 'Condition1_Artery|Heating_GasA', 'Exterior2nd_Wd Shng', 'Electrical_FuseA|ExterCond_Fa', 'PoolQC_Tencode|SaleCondition_Family', 'Condition1_PosN|Exterior1st_MetalSd', 'FireplaceQu_Gd|Functional_Maj1', 'CentralAir_Y|Exterior2nd_Plywood', 'BldgType_Duplex|BsmtCond_Tencode', 'Functional_Mod|BsmtFinType1_LwQ', 'Functional_Min1|KitchenQual_Fa', 'MiscFeature_Tencode|BsmtExposure_No', 'Foundation_PConc|Exterior1st_AsbShng', 'Fireplaces|Functional_Mod', 'BldgType_Twnhs|SaleCondition_Partial', 'CentralAir_Tencode|MasVnrArea', 'MSSubClass|GarageFinish_RFn', 'HouseStyle_1Story|Exterior2nd_HdBoard', 'SaleType_ConLw|Exterior2nd_HdBoard', 'YrSold|PavedDrive_N', 'Street_Tencode|GarageCond_Ex', 'Exterior1st_CemntBd|MSZoning_RL', 'GarageType_Tencode|Functional_Mod', 'LotConfig_Corner|BsmtExposure_Mn', 'BsmtExposure_Tencode|Utilities_AllPub', 'GarageCond_Fa|Neighborhood_MeadowV', 'MSSubClass|MiscFeature_Gar2', 'Alley_Pave|SaleType_Tencode', 'Condition1_Norm|Exterior2nd_Plywood', 'LandSlope_Mod|Condition1_RRAe', 'Alley_Tencode|MSZoning_Tencode', 'Functional_Maj1|Condition1_Norm', 'BsmtQual_Tencode|GarageType_Basment', 'HouseStyle_1Story|BsmtFinType2_Tencode', 'GarageQual_TA|KitchenQual_TA', 'Electrical_Tencode|Exterior1st_MetalSd', 'FullBath|SaleType_WD', 'Exterior2nd_AsbShng|Foundation_Tencode', 'GarageFinish_Fin|1stFlrSF', 'RoofMatl_CompShg|HouseStyle_2.5Unf', 'EnclosedPorch|Condition1_PosN', 'HeatingQC_Tencode|MasVnrArea', 'Alley_Pave|MasVnrArea', 'KitchenQual_Gd|LandSlope_Sev', 'RoofStyle_Hip|Functional_Typ', 'Utilities_Tencode|MiscVal', 'SaleType_ConLI|LandContour_Bnk', 'GarageQual_Po|Condition2_Norm', 'RoofMatl_Tencode|LotConfig_Corner', 'Neighborhood_NPkVill|RoofStyle_Gable', 'GarageCars|OpenPorchSF', 'LotShape_IR1|Neighborhood_NAmes', 'SaleType_ConLI|Functional_Maj2', 'BsmtFinType2_Tencode|RoofMatl_WdShngl', 'CentralAir_N|Condition2_Norm', 'OpenPorchSF|Fence_MnPrv', 'Exterior2nd_VinylSd|Condition1_Feedr', 'HeatingQC_TA|TotRmsAbvGrd', 'GarageCars|Fireplaces', 'GarageQual_Po|BldgType_Tencode', 'GarageCond_Po|GarageCars', 'SaleCondition_Alloca|Condition1_Tencode', 'FireplaceQu_Gd|SaleType_New', 'KitchenAbvGr|Neighborhood_Mitchel', 'RoofMatl_Tar&Grv|Neighborhood_Crawfor', 'GarageCond_Po|MasVnrArea', 'BsmtFinType2_Tencode|Fence_MnPrv', 'Neighborhood_Tencode|MoSold', 'Neighborhood_OldTown|BsmtExposure_Mn', 'BsmtQual_Ex|HouseStyle_2Story', 'Condition1_Tencode|BsmtCond_TA', 'RoofMatl_WdShngl|Exterior2nd_Wd Shng', 'Functional_Maj2|SaleCondition_Abnorml', 'BsmtFinType2_Tencode|Foundation_Stone', 'Neighborhood_SWISU|ExterCond_Gd', 'ExterCond_TA|CentralAir_Tencode', 'BsmtFinType2_Tencode|BedroomAbvGr', 'LotShape_IR1|MoSold', 'Exterior1st_BrkFace|SaleType_Oth', 'BldgType_Twnhs|Condition1_PosA', 'Neighborhood_StoneBr|ExterQual_Gd', 'BsmtHalfBath|MiscVal', 'GarageCond_Tencode|HeatingQC_Ex', 'OverallQual|PavedDrive_N', 'Neighborhood_Mitchel|GarageFinish_RFn', 'GrLivArea|Neighborhood_SawyerW', 'BsmtExposure_Tencode|MoSold', 'BsmtFinType2_LwQ|SaleCondition_Partial', 'GarageCars|BsmtFinSF2', 'HeatingQC_Fa|GarageQual_TA', 'YearRemodAdd|Exterior2nd_Tencode', 'SaleCondition_Abnorml|ExterCond_Fa', 'KitchenAbvGr|Neighborhood_Gilbert', 'ExterCond_TA|PavedDrive_P', 'SaleType_ConLD|ExterQual_Fa', 'Neighborhood_Blmngtn|LotConfig_Inside', 'SaleType_ConLI|Neighborhood_NAmes', 'Neighborhood_BrDale|LotConfig_Inside', 'Condition1_Artery|BsmtFullBath', 'LotConfig_Corner|GarageType_BuiltIn', 'BsmtQual_Tencode|Exterior2nd_Plywood', 'Alley_Pave|GarageType_2Types', 'LandContour_Lvl|Exterior1st_CemntBd', 'Fence_Tencode|KitchenQual_Fa', 'PavedDrive_N|LandContour_Low', 'LandContour_Tencode|BsmtExposure_Gd', 'BsmtQual_Fa|GarageFinish_RFn', 'Neighborhood_NPkVill|CentralAir_Y', 'Neighborhood_NridgHt|RoofStyle_Tencode', 'Heating_Grav|ExterCond_Tencode', 'Condition1_PosA|BsmtCond_Fa', 'Fence_GdPrv|Neighborhood_NWAmes', 'LandSlope_Tencode|HouseStyle_1.5Fin', 'LandContour_Lvl|Functional_Maj1', 'Neighborhood_NPkVill|LandSlope_Sev', 'SaleType_CWD|BsmtQual_Gd', 'Neighborhood_Edwards|MSZoning_RL', 'Neighborhood_Edwards|BsmtExposure_Gd', 'KitchenQual_Ex|BsmtFinType1_Rec', 'LotShape_IR2|Exterior1st_Stucco', 'SaleType_Tencode|MSZoning_RH', 'Heating_GasA|HouseStyle_2.5Unf', 'PavedDrive_N|Condition1_Feedr', 'BsmtFinType1_LwQ|SaleCondition_Abnorml', 'HeatingQC_Ex|SaleCondition_Partial', 'Electrical_Tencode|HouseStyle_1.5Fin', 'Alley_Grvl|Exterior2nd_HdBoard', 'MSZoning_RM|MasVnrType_BrkFace', 'Electrical_FuseP|Condition1_PosN', 'Neighborhood_Edwards|PavedDrive_Tencode', 'GarageType_Attchd|ExterQual_Fa', 'Alley_Tencode|GarageType_Attchd', 'GarageQual_Po|Neighborhood_Timber', 'PoolQC_Tencode|BsmtFinType2_LwQ', 'Neighborhood_NPkVill|LandSlope_Mod', 'HouseStyle_1Story|Street_Pave', 'SaleCondition_Partial|SaleType_COD', 'PavedDrive_Y|PoolQC_Tencode', 'MasVnrType_BrkCmn|Exterior1st_Wd Sdng', 'BsmtFinType1_Tencode|YearBuilt', 'Neighborhood_ClearCr|MSZoning_RH', 'FullBath|GarageCond_Ex', 'HouseStyle_SFoyer|GarageFinish_Tencode', 'Neighborhood_OldTown|Neighborhood_Veenker', 'LandContour_Tencode|Electrical_SBrkr', 'Condition1_PosA|Exterior2nd_Wd Sdng', 'GarageType_Detchd|1stFlrSF', 'YearRemodAdd|MiscFeature_Othr', 'Condition2_Tencode|FireplaceQu_Ex', 'MasVnrArea|Neighborhood_Timber', 'BsmtFinType2_Tencode|Foundation_CBlock', 'FireplaceQu_Gd|Functional_Tencode', 'BldgType_2fmCon|Functional_Min1', 'Electrical_Tencode|BedroomAbvGr', 'LandSlope_Sev|SaleType_Tencode', 'Utilities_Tencode|SaleType_WD', 'Heating_GasA|MasVnrArea', 'Electrical_FuseP|Electrical_FuseF', 'Street_Tencode|Electrical_Tencode', 'RoofMatl_CompShg|Functional_Maj2', 'Foundation_PConc|BldgType_Twnhs', 'ExterCond_TA|SaleType_CWD', 'Neighborhood_Mitchel|Neighborhood_BrkSide', 'HouseStyle_SFoyer|GarageCars', 'LotShape_IR1|BsmtQual_TA', 'Fireplaces|GarageFinish_Tencode', 'RoofStyle_Shed|Exterior2nd_Wd Shng', 'LandContour_Bnk|BsmtFinType2_LwQ', 'Exterior2nd_BrkFace|GarageQual_Fa', 'BsmtExposure_Tencode|Neighborhood_Somerst', 'LandSlope_Gtl|SaleType_Oth', 'Street_Tencode|Exterior2nd_HdBoard', 'PavedDrive_P|ExterCond_Fa', 'OverallQual|Exterior1st_Wd Sdng', 'MSZoning_RM|Exterior1st_Wd Sdng', '1stFlrSF|BsmtExposure_No', 'LotConfig_Corner|2ndFlrSF', 'BsmtFinType1_BLQ|Functional_Typ', '3SsnPorch|MSZoning_FV', 'Functional_Typ|PoolArea', 'BsmtFinSF2|Exterior1st_Wd Sdng', 'ExterCond_TA|FireplaceQu_Fa', 'HeatingQC_Fa|Neighborhood_NWAmes', 'GarageQual_Fa|Condition2_Artery', 'GarageCond_Tencode|MSZoning_RM', 'BsmtFinSF1|CentralAir_N', 'GarageFinish_Unf|LotConfig_Inside', 'GarageType_2Types|Neighborhood_MeadowV', 'Condition1_RRAn|MasVnrType_BrkFace', 'TotalBsmtSF|SaleType_COD', 'GarageCond_Gd|WoodDeckSF', 'Neighborhood_NWAmes|Neighborhood_StoneBr', 'Functional_Maj1|Neighborhood_SawyerW', 'OpenPorchSF|Exterior1st_Tencode', 'PavedDrive_P|MasVnrType_BrkFace', 'Alley_Tencode|LandContour_Bnk', 'Exterior2nd_CmentBd|Exterior1st_Plywood', 'BsmtQual_Fa|BsmtFinType2_LwQ', 'MiscFeature_Othr|BsmtFinType1_Unf', 'Heating_Tencode', 'HeatingQC_Fa|LandSlope_Sev', 'BsmtFinType1_ALQ|HeatingQC_Tencode', 'YrSold|Neighborhood_Sawyer', 'Neighborhood_Mitchel|Neighborhood_Veenker', 'KitchenQual_Ex|BsmtFinType2_Unf', 'BsmtFinType1_Rec|Condition1_Tencode', 'Exterior2nd_Stone|MSZoning_FV', 'BsmtFinType1_LwQ', 'PoolQC_Tencode|LotShape_IR3', 'GarageQual_TA|BsmtCond_Fa', 'PavedDrive_N|CentralAir_N', 'ExterQual_Tencode|Neighborhood_MeadowV', 'FullBath|BsmtQual_TA', 'Neighborhood_Tencode|PavedDrive_Y', 'Utilities_Tencode|BsmtExposure_Tencode', 'LandSlope_Mod|3SsnPorch', 'HeatingQC_TA|LotShape_Reg', 'Neighborhood_BrDale|Condition1_RRAn', 'HouseStyle_1Story|PavedDrive_Tencode', 'Exterior1st_HdBoard|RoofMatl_WdShngl', 'Exterior2nd_VinylSd|GarageType_Tencode', 'GarageCond_TA|RoofStyle_Shed', 'HeatingQC_Ex|Neighborhood_Timber', 'HouseStyle_1.5Unf|BsmtExposure_No', 'Neighborhood_Somerst|Exterior1st_MetalSd', 'Functional_Maj1|Exterior1st_WdShing', 'Neighborhood_SWISU|2ndFlrSF', 'Neighborhood_SWISU|SaleType_CWD', 'Neighborhood_NAmes|WoodDeckSF', 'BsmtHalfBath|LotConfig_FR2', 'LandContour_Lvl|Exterior1st_BrkComm', 'BsmtFinType2_LwQ|RoofMatl_WdShngl', 'Heating_Grav|MSZoning_FV', 'Foundation_CBlock|RoofMatl_WdShngl', 'Exterior1st_HdBoard|Neighborhood_OldTown', 'LotShape_Tencode|FireplaceQu_Ex', 'Condition1_PosN|BsmtCond_Tencode', 'Functional_Typ|SaleType_WD', 'Street_Tencode|Neighborhood_Crawfor', 'Condition2_Tencode|BsmtFinType2_Rec', 'GarageType_Tencode|LandSlope_Tencode', 'ExterCond_TA|FireplaceQu_Po', 'ScreenPorch|BsmtFinType1_Unf', 'KitchenAbvGr|Alley_Grvl', 'BsmtExposure_Tencode|GarageCond_Tencode', 'Neighborhood_Mitchel|Neighborhood_SWISU', 'KitchenQual_Gd|BsmtQual_Gd', 'EnclosedPorch|FireplaceQu_Ex', 'LandSlope_Mod|CentralAir_Tencode', 'Neighborhood_NPkVill|FullBath', 'Functional_Tencode|MSSubClass', 'Neighborhood_BrDale|RoofStyle_Flat', 'ExterQual_Gd|LotConfig_Inside', 'LotShape_Tencode|BsmtQual_Ex', 'Exterior1st_Tencode|Foundation_Slab', 'Foundation_Stone|BsmtCond_Fa', 'LandSlope_Gtl|SaleType_COD', 'Fence_GdPrv|Neighborhood_Crawfor', 'GarageCond_Gd|GarageCond_Fa', 'PavedDrive_Y|GarageFinish_Tencode', 'Exterior1st_Stucco|FireplaceQu_TA', 'RoofMatl_CompShg|BldgType_TwnhsE', 'ExterQual_TA|Functional_Maj1', 'PoolQC_Tencode|Exterior1st_Wd Sdng', 'GrLivArea|Alley_Pave', 'Neighborhood_Crawfor|MSSubClass', 'Neighborhood_SWISU|Utilities_AllPub', 'BsmtQual_Ex|GarageCond_Ex', 'BsmtExposure_Tencode|WoodDeckSF', 'GarageFinish_Fin|Neighborhood_OldTown', 'BsmtExposure_Tencode|LandSlope_Mod', 'HouseStyle_1Story|SaleCondition_Normal', 'HouseStyle_1Story|Condition1_RRAn', 'MiscVal|RoofMatl_Tar&Grv', 'Neighborhood_Sawyer|GarageCond_Ex', 'Electrical_FuseA|BsmtFinType1_LwQ', 'MasVnrType_None|OverallCond', 'BsmtFinType1_GLQ|Exterior1st_Wd Sdng', 'Exterior2nd_Tencode|BsmtCond_Tencode', 'SaleType_COD|BsmtQual_Gd', 'GarageType_CarPort|MasVnrType_Stone', 'LotShape_IR2|LandSlope_Sev', 'GarageFinish_Fin|BsmtCond_Gd', 'Neighborhood_NAmes|Neighborhood_Sawyer', 'GarageFinish_Fin|PavedDrive_Y', 'GarageFinish_Unf|RoofStyle_Gambrel', 'LotArea|RoofStyle_Gambrel', 'Electrical_FuseA|SaleType_Oth', 'Electrical_FuseP|Heating_GasW', 'BsmtCond_Tencode|MasVnrArea', 'Condition1_Norm|PoolArea', 'BsmtFinSF2|BsmtFinSF1', 'ExterCond_TA|BsmtFinType1_Unf', 'HeatingQC_Ex|GarageCond_Ex', 'Street_Grvl|Neighborhood_SawyerW', 'GarageQual_Fa|BsmtQual_TA', 'MiscFeature_Shed|Exterior2nd_AsphShn', 'FireplaceQu_Gd|Functional_Typ', 'GarageFinish_RFn|SaleType_Oth', 'SaleCondition_Partial|GarageType_2Types', 'Functional_Maj2|FireplaceQu_TA', 'BsmtFinType1_Tencode|Condition1_Tencode', 'LandContour_HLS|OpenPorchSF', 'YearBuilt|BsmtExposure_Gd', 'RoofMatl_CompShg|Condition1_RRAn', 'BsmtQual_Ex|SaleType_COD', 'BsmtQual_Gd|BsmtCond_Fa', '2ndFlrSF|Neighborhood_Sawyer', 'MSZoning_RM|Neighborhood_Crawfor', 'Neighborhood_SWISU|Exterior2nd_HdBoard', 'Foundation_CBlock|ScreenPorch', 'Exterior2nd_CmentBd|Neighborhood_Timber', 'PoolArea|Neighborhood_SawyerW', 'FireplaceQu_Gd|Foundation_Slab', 'Fence_MnPrv|Exterior1st_Wd Sdng', 'HeatingQC_TA|BsmtFinSF2', 'LotShape_Reg|ExterQual_Tencode', 'HeatingQC_Fa|Exterior1st_VinylSd', 'Neighborhood_BrDale|LotShape_IR1', 'ExterQual_Tencode|LotShape_IR3', 'LowQualFinSF|GarageQual_Po', 'MasVnrArea|Functional_Min2', 'RoofStyle_Flat|BsmtFinType2_Tencode', 'Foundation_BrkTil|Street_Grvl', 'MiscVal|SaleCondition_Alloca', 'Heating_Grav|CentralAir_Y', 'Utilities_Tencode|HouseStyle_1.5Unf', 'GarageFinish_Unf|YearRemodAdd', '3SsnPorch|MSSubClass', 'BldgType_Duplex|LotConfig_Inside', 'GarageCond_TA|PoolArea', 'LandSlope_Sev|BsmtFinType1_LwQ', 'ExterQual_TA|Functional_Min2', 'LotShape_IR2|KitchenQual_Ex', 'Exterior1st_AsbShng|GarageCond_Fa', 'Neighborhood_Mitchel|Exterior2nd_AsphShn', 'RoofMatl_CompShg|MiscFeature_Gar2', 'BsmtFinType1_Tencode|LandSlope_Gtl', 'Street_Grvl|LotConfig_Inside', 'Heating_GasW|ScreenPorch', 'YrSold|GarageType_CarPort', 'PavedDrive_Y|Neighborhood_Timber', 'Neighborhood_Veenker|SaleCondition_Partial', 'YrSold|LotShape_IR3', 'LandContour_Bnk|MSZoning_RL', 'Exterior1st_HdBoard|SaleType_ConLD', 'Functional_Typ|SaleCondition_Partial', 'HouseStyle_1.5Fin|Fence_MnWw', 'HouseStyle_SFoyer|GarageType_CarPort', 'Neighborhood_Blmngtn|HouseStyle_2Story', 'Condition1_Feedr|GarageCond_Ex', 'BsmtFinType2_LwQ|Utilities_AllPub', 'FullBath|RoofStyle_Gable', 'HouseStyle_2.5Unf|BsmtCond_Fa', 'GarageType_Tencode|Exterior2nd_HdBoard', 'Electrical_FuseP|BsmtFinSF2', 'MoSold|BsmtFinType2_LwQ', 'LotConfig_Tencode|FireplaceQu_Ex', 'BsmtQual_TA|Neighborhood_Crawfor', 'GarageCond_TA|LandContour_HLS', 'Utilities_Tencode|GarageYrBlt', 'BldgType_Duplex|BsmtQual_Fa', 'Electrical_FuseP|Exterior1st_AsbShng', 'LandContour_Low|Alley_Pave', 'Neighborhood_ClearCr|RoofMatl_Tar&Grv', 'Exterior2nd_VinylSd|LandSlope_Gtl', 'Exterior1st_BrkFace|BsmtCond_Po', 'Neighborhood_BrDale|CentralAir_N', 'GarageQual_TA|FireplaceQu_Fa', 'LandContour_Low|MasVnrArea', 'BsmtFinType2_Tencode|Neighborhood_Somerst', 'BsmtHalfBath|RoofStyle_Gable', 'LandContour_Lvl|Neighborhood_Gilbert', 'HeatingQC_Fa|OverallCond', 'LowQualFinSF|Exterior2nd_Brk Cmn', 'RoofMatl_Tencode|GarageCars', 'Neighborhood_Mitchel|RoofStyle_Gambrel', 'BsmtFinSF1|SaleType_Oth', '3SsnPorch|Condition1_RRAn', 'LotShape_Tencode|RoofStyle_Flat', 'Electrical_FuseA|RoofMatl_CompShg', 'GarageType_Tencode|MasVnrType_Stone', 'PavedDrive_Tencode|Condition1_PosN', 'SaleCondition_Alloca|CentralAir_Y', 'Exterior2nd_Stucco|Utilities_AllPub', 'Functional_Min1|Exterior1st_WdShing', 'Functional_Min1|HouseStyle_SLvl', 'LotConfig_Corner|Foundation_Slab', 'LotShape_IR2|Exterior1st_Wd Sdng', 'Neighborhood_BrDale|SaleCondition_Partial', 'BsmtQual_Ex|3SsnPorch', 'GarageFinish_Unf|Foundation_PConc', 'OverallQual|Exterior1st_Tencode', 'BsmtExposure_Tencode|LandContour_Tencode', 'Alley_Grvl|Street_Pave', 'MiscFeature_Othr|KitchenQual_Ex', 'Electrical_FuseP|RoofStyle_Tencode', 'GarageType_Detchd|ExterQual_Ex', 'Neighborhood_Blmngtn|Condition1_Feedr', 'Functional_Maj2|Exterior1st_Plywood', 'Neighborhood_OldTown|Heating_GasW', 'FireplaceQu_Po|BsmtExposure_Mn', 'BsmtFinType2_Rec|SaleCondition_Partial', 'BsmtFinType1_Tencode|KitchenQual_Ex', 'TotalBsmtSF|ExterCond_TA', 'Functional_Tencode|LotConfig_Corner', 'Fence_GdPrv|Street_Grvl', 'Condition1_RRAe|BsmtCond_TA', 'LotShape_Tencode|Exterior1st_WdShing', 'TotRmsAbvGrd|CentralAir_Y', 'BsmtFinType1_Tencode|HouseStyle_1.5Unf', 'BsmtFinType1_BLQ|Functional_Tencode', 'LotShape_IR1|Exterior2nd_CmentBd', 'LotShape_IR1|MasVnrType_BrkFace', 'Foundation_Tencode|BedroomAbvGr', 'Foundation_BrkTil|KitchenQual_Fa', 'Exterior1st_HdBoard|YearBuilt', 'GarageFinish_Tencode|Condition1_Tencode', 'LotConfig_FR2|BsmtCond_Gd', 'Exterior2nd_CmentBd|Functional_Min2', 'Condition1_PosA|Fence_GdWo', 'SaleType_ConLI|Neighborhood_Timber', 'Condition2_Artery', 'Exterior2nd_MetalSd|GarageYrBlt', 'HouseStyle_SFoyer|SaleType_Oth', 'LotConfig_FR2|HouseStyle_SLvl', 'Exterior1st_Stucco|HouseStyle_2.5Unf', 'Exterior2nd_Tencode|MSSubClass', 'GarageType_Detchd|LandSlope_Tencode', 'BsmtFinType2_ALQ|Exterior2nd_Wd Shng', 'SaleCondition_Partial|Exterior1st_WdShing', 'FireplaceQu_Tencode|BsmtFullBath', 'BsmtFinType1_BLQ|BldgType_1Fam', 'GrLivArea|BsmtCond_Gd', 'BsmtQual_TA|Exterior1st_Plywood', 'GarageQual_Gd|Fence_MnWw', 'MoSold|SaleCondition_Partial', 'ExterQual_TA|MSSubClass', 'FireplaceQu_Po|MasVnrType_BrkCmn', 'MSZoning_FV|Neighborhood_MeadowV', 'FullBath|Exterior1st_WdShing', 'HeatingQC_Gd|Neighborhood_Tencode', 'GarageCond_Ex|Condition1_RRAn', 'BsmtFinType2_GLQ|BsmtFinType2_ALQ', 'YrSold|Neighborhood_Tencode', 'LotShape_Tencode|HouseStyle_2.5Unf', 'LandSlope_Sev|LowQualFinSF', 'Heating_Grav|BsmtQual_Ex', 'Functional_Mod|Neighborhood_StoneBr', 'BsmtQual_Tencode|RoofStyle_Gable', 'BsmtFinSF1|BsmtCond_Fa', 'KitchenAbvGr|Exterior1st_BrkComm', 'Functional_Min1|Foundation_CBlock', 'LotConfig_CulDSac|MSZoning_RL', 'LotShape_Reg|Exterior2nd_CmentBd', 'ExterCond_Tencode|BsmtFinType2_Unf', 'Electrical_SBrkr|PavedDrive_Y', 'BsmtFinType1_BLQ|Neighborhood_MeadowV', 'Condition1_Artery|BsmtFinSF1', 'HalfBath|GarageQual_Tencode', 'Electrical_FuseA|MiscFeature_Tencode', 'GarageType_Basment|Exterior2nd_Wd Shng', 'RoofStyle_Shed|GarageType_Attchd', 'SaleCondition_Family|BsmtFinType2_Unf', 'BsmtExposure_Av|Fence_GdWo', 'BsmtQual_TA|Foundation_CBlock', 'SaleType_Oth|ExterQual_Tencode', 'LandSlope_Mod|Exterior1st_CemntBd', 'MasVnrType_BrkFace|MasVnrType_Stone', 'Exterior2nd_Stucco|GarageType_CarPort', 'LotShape_Reg|Exterior2nd_Brk Cmn', 'Exterior2nd_BrkFace|BsmtFinType1_Rec', 'LandSlope_Mod|GarageYrBlt', 'BldgType_Duplex|Condition1_Norm', 'SaleCondition_Tencode|Exterior2nd_Plywood', 'BsmtFinType1_Tencode|KitchenQual_Tencode', 'LandSlope_Gtl|SaleCondition_Partial', 'Fireplaces|KitchenQual_Ex', 'Utilities_Tencode|LotShape_IR3', 'Neighborhood_BrDale|BldgType_Tencode', 'Functional_Maj1|BsmtCond_TA', 'GarageType_Detchd|Exterior2nd_Stone', 'Neighborhood_NAmes|MasVnrType_BrkFace', 'BldgType_2fmCon|CentralAir_Tencode', 'Neighborhood_CollgCr|BsmtCond_Fa', 'OpenPorchSF|GarageYrBlt', 'Neighborhood_OldTown|GarageArea', 'Condition2_Tencode|ExterCond_Fa', 'Electrical_FuseA|MiscVal', 'Neighborhood_Veenker|BsmtFinType1_Rec', 'SaleType_ConLD|ExterCond_Tencode', 'BsmtFinType2_Unf|GarageFinish_RFn', 'TotRmsAbvGrd|RoofMatl_WdShngl', 'HouseStyle_1.5Unf|HouseStyle_SLvl', 'HeatingQC_Gd|Exterior2nd_Brk Cmn', 'SaleCondition_Family|MSZoning_RH', 'MasVnrType_BrkCmn|Alley_Grvl', 'KitchenQual_Fa|BsmtExposure_No', 'BsmtFinType2_BLQ|Neighborhood_Crawfor', 'Neighborhood_ClearCr|HouseStyle_1.5Unf', 'HeatingQC_Ex|BsmtCond_Tencode', 'ScreenPorch|SaleType_Oth', 'BsmtFinType1_ALQ|Functional_Maj1', 'Exterior1st_Stucco|PoolArea', 'BsmtFinType1_ALQ|CentralAir_Tencode', 'BsmtQual_TA|HouseStyle_2Story', 'ExterQual_TA|HouseStyle_Tencode', 'BldgType_Twnhs|YearBuilt', 'ExterCond_Gd|MiscFeature_Shed', 'BsmtFinType2_Tencode|SaleCondition_Partial', 'RoofStyle_Hip|Exterior1st_HdBoard', 'Fence_Tencode|FireplaceQu_TA', 'KitchenQual_Gd|MoSold', 'OverallQual|Exterior2nd_AsbShng', 'YearBuilt|FireplaceQu_Fa', 'EnclosedPorch|GarageType_BuiltIn', 'Heating_Grav|Exterior1st_AsbShng', 'LotConfig_Corner|Fence_GdWo', 'SaleType_New|Foundation_CBlock', 'BsmtFinType2_Tencode|BsmtFinType1_Unf', 'HouseStyle_2.5Unf|MSZoning_RH', 'TotalBsmtSF|Foundation_PConc', 'Exterior1st_HdBoard|KitchenQual_Gd', 'Neighborhood_ClearCr|BsmtCond_Fa', 'Neighborhood_SWISU|Condition1_Norm', 'Condition1_Artery|ExterCond_Gd', 'BldgType_Duplex|SaleCondition_Partial', 'BsmtQual_Fa|HouseStyle_SLvl', 'SaleType_ConLD|RoofMatl_WdShngl', 'GarageCond_Po|MSZoning_Tencode', 'YrSold|HouseStyle_1Story', 'GarageQual_TA|BsmtCond_Gd', 'BsmtFinType1_ALQ|SaleType_New', 'HouseStyle_1Story|RoofStyle_Tencode', 'Exterior1st_HdBoard|BsmtCond_Po', 'PavedDrive_Y|MSZoning_RH', 'MiscFeature_Othr|FireplaceQu_Po', 'SaleType_CWD|WoodDeckSF', 'GarageFinish_Fin|LandSlope_Mod', 'Electrical_FuseF|MSZoning_FV', 'Functional_Tencode|SaleType_COD', 'HouseStyle_Tencode|ExterCond_Tencode', 'LandSlope_Mod|MiscFeature_Shed', 'HouseStyle_1Story|BsmtFinType2_Unf', 'Neighborhood_NPkVill|Exterior1st_MetalSd', 'EnclosedPorch|BsmtCond_Gd', 'Exterior2nd_VinylSd|Functional_Mod', 'RoofMatl_Tar&Grv|FireplaceQu_TA', 'ExterQual_TA|SaleType_ConLI', 'MoSold|Exterior1st_Tencode', 'YearBuilt|CentralAir_Tencode', 'BsmtFinType1_BLQ|SaleCondition_Partial', 'ExterCond_Gd|Functional_Maj2', 'HeatingQC_Gd|Exterior1st_CemntBd', 'Exterior2nd_Tencode|BsmtFinType1_Unf', 'Foundation_Stone|BsmtQual_Ex', 'Heating_GasA|GarageFinish_Fin', 'GarageFinish_Fin|Functional_Maj2', 'Alley_Pave|BsmtFinSF1', 'Exterior2nd_BrkFace|Neighborhood_Gilbert', 'Heating_Tencode|HouseStyle_2.5Unf', 'BsmtUnfSF|MSZoning_RM', 'BedroomAbvGr|MasVnrType_Stone', 'Electrical_FuseA|BsmtQual_Tencode', 'BsmtFinType2_BLQ|MSZoning_RM', 'MSSubClass|Exterior2nd_Plywood', 'Electrical_FuseA|1stFlrSF', 'Heating_Grav|Neighborhood_IDOTRR', 'BldgType_Twnhs|Neighborhood_Edwards', 'Fireplaces|Fence_GdPrv', 'Foundation_BrkTil|ScreenPorch', 'LandContour_Bnk|Neighborhood_IDOTRR', 'Electrical_FuseP|MasVnrType_BrkCmn', 'YearBuilt|BsmtFinType1_GLQ', 'FireplaceQu_Gd|Neighborhood_Crawfor', 'BsmtCond_Tencode|HouseStyle_2Story', 'LotShape_Reg|Neighborhood_NWAmes', 'Utilities_Tencode|Fence_Tencode', 'Foundation_Stone|LandContour_Lvl', 'SaleType_Tencode|ExterQual_Ex', 'PavedDrive_Tencode|BsmtExposure_Gd', 'SaleType_New|CentralAir_N', 'EnclosedPorch|LandContour_Lvl', 'TotalBsmtSF|BldgType_Twnhs', 'CentralAir_Y|BsmtCond_Fa', 'FireplaceQu_Fa|OverallCond', 'Condition1_Feedr|GarageYrBlt', 'BsmtFinType1_Tencode|HouseStyle_Tencode', 'LotShape_IR1|MSZoning_Tencode', 'SaleCondition_Family|CentralAir_Tencode', 'Exterior1st_Stucco|Electrical_SBrkr', 'LotShape_Tencode|Exterior2nd_Wd Shng', 'LotShape_Reg|Electrical_FuseA', 'KitchenQual_Gd|Neighborhood_Crawfor', 'LandContour_HLS|GarageCond_Ex', 'PavedDrive_Y|HouseStyle_2.5Unf', 'Condition1_Tencode|MasVnrType_BrkFace', 'OverallQual|SaleCondition_Alloca', 'GarageFinish_Unf|LotShape_Reg', 'TotalBsmtSF|SaleCondition_Abnorml', 'OverallQual|MSZoning_Tencode', 'FireplaceQu_Tencode|BsmtFinType1_Unf', 'Neighborhood_NPkVill|Alley_Pave', 'FireplaceQu_Fa|Neighborhood_Sawyer', 'Exterior1st_Stucco|Fence_MnPrv', 'MiscVal|Foundation_Tencode', 'Utilities_Tencode|FireplaceQu_Ex', 'Neighborhood_ClearCr|BsmtFinType2_Unf', 'HeatingQC_Gd|BsmtExposure_Mn', 'Exterior1st_CemntBd|GarageYrBlt', 'TotalBsmtSF|SaleType_New', 'GarageType_Detchd|LandContour_Bnk', 'Fireplaces|RoofStyle_Tencode', 'HouseStyle_Tencode|BsmtQual_Ex', 'Exterior1st_HdBoard|Electrical_SBrkr', 'Neighborhood_NoRidge|MasVnrType_BrkFace', 'BsmtFinType2_Rec|Alley_Grvl', 'Fireplaces|BsmtQual_TA', 'Heating_Tencode|BsmtCond_Tencode', 'BsmtFinType1_ALQ|CentralAir_Y', 'Condition2_Artery|BsmtCond_Fa', 'HeatingQC_TA|MSSubClass', 'LandContour_Low|Condition1_RRAe', 'BsmtFinType1_Rec|BldgType_TwnhsE', 'BsmtFinSF1|SaleType_COD', 'Exterior2nd_MetalSd|Street_Grvl', 'HeatingQC_Gd|GarageType_Basment', 'SaleType_Tencode|SaleCondition_Family', 'LotShape_Reg|BldgType_TwnhsE', 'ExterQual_TA|MiscFeature_Othr', 'Heating_Tencode|GarageType_Basment', 'GarageCond_Gd|PoolArea', 'BsmtFinType2_Tencode|GarageQual_TA', 'Utilities_Tencode|BsmtUnfSF', 'ExterQual_TA|LotShape_Reg', 'BsmtFinType2_Tencode|Electrical_Tencode', 'BsmtFinSF2|GarageCond_Fa', 'GarageType_BuiltIn|BsmtExposure_Gd', 'HouseStyle_SFoyer|Neighborhood_NWAmes', 'Condition1_Feedr|Exterior1st_VinylSd', 'Neighborhood_Somerst|LotShape_IR3', 'YrSold|Exterior2nd_Stucco', 'PavedDrive_N|GarageFinish_Tencode', 'Electrical_Tencode|MSZoning_Tencode', 'FireplaceQu_TA|SaleCondition_Abnorml', 'BsmtFinType2_ALQ|Exterior2nd_CmentBd', 'Condition1_RRAe|Exterior1st_Plywood', 'BsmtFinType2_BLQ|Exterior2nd_CmentBd', 'Neighborhood_SWISU|Electrical_FuseF', 'PoolQC_Tencode|GarageType_2Types', 'FireplaceQu_Tencode|LandContour_Lvl', 'BsmtFinType2_GLQ|MasVnrType_BrkCmn', 'KitchenQual_Ex|BsmtUnfSF', 'Functional_Typ|LandContour_Bnk', 'GarageYrBlt|MSZoning_FV', 'BsmtFinType1_ALQ|SaleType_COD', 'BsmtFinType2_GLQ|BsmtCond_Po', 'ExterCond_Gd|BsmtQual_TA', 'Condition1_Feedr|HouseStyle_2Story', 'LotShape_Reg|RoofMatl_CompShg', 'Neighborhood_NoRidge|BsmtFinSF2', 'HeatingQC_Fa|Exterior2nd_Tencode', 'BsmtFinType1_GLQ|MasVnrType_Tencode', 'Foundation_Stone|Foundation_Tencode', 'Functional_Tencode|Exterior2nd_BrkFace', 'Neighborhood_SWISU|GarageType_Basment', 'Exterior2nd_VinylSd|MSZoning_C (all)', 'Utilities_Tencode|PavedDrive_P', 'GarageCars|2ndFlrSF', 'PavedDrive_N|BsmtQual_Gd', 'Electrical_SBrkr|FireplaceQu_Fa', 'ExterQual_TA|ExterQual_Fa', 'Foundation_PConc|Heating_GasW', 'BsmtQual_Tencode|Exterior1st_WdShing', 'TotRmsAbvGrd|Foundation_CBlock', 'GarageCond_Po|BsmtQual_Ex', 'LandContour_Lvl|Exterior1st_VinylSd', 'FireplaceQu_Gd|Electrical_Tencode', 'Condition1_PosA|BsmtUnfSF', 'Alley_Pave|BsmtFinType1_Unf', 'RoofStyle_Hip|Condition1_Tencode', 'GarageCond_Po|Neighborhood_SawyerW', 'SaleType_WD|LotConfig_Inside', 'Electrical_Tencode|HeatingQC_Tencode', 'Neighborhood_Veenker|Foundation_CBlock', 'LowQualFinSF|BsmtExposure_Gd', 'Utilities_Tencode|GarageType_Detchd', 'ExterQual_TA|KitchenQual_Gd', 'Alley_Tencode|Exterior1st_CemntBd', 'GarageCond_Gd|Street_Grvl', 'SaleType_ConLw|Foundation_CBlock', 'LandContour_Bnk|SaleType_CWD', 'GarageType_Detchd|SaleCondition_Partial', 'RoofMatl_Tar&Grv|BsmtUnfSF', 'Foundation_Tencode|BldgType_Tencode', 'LandSlope_Gtl|MasVnrType_Tencode', 'Neighborhood_SWISU|FireplaceQu_Fa', 'GarageType_Tencode|Fence_MnPrv', 'Neighborhood_Veenker|SaleCondition_Family', 'Condition1_RRAn|MiscFeature_Gar2', 'Fireplaces|Foundation_Tencode', 'SaleCondition_Partial|MasVnrType_Stone', 'Heating_GasA|RoofStyle_Gambrel', 'HouseStyle_1.5Unf|Neighborhood_StoneBr', 'LotShape_Tencode|HouseStyle_1.5Unf', 'Electrical_Tencode|ExterQual_Fa', 'Neighborhood_NridgHt|BsmtFinSF2', 'Neighborhood_Mitchel|Condition1_RRAn', 'ExterCond_Tencode|BsmtQual_Gd', 'Condition2_Norm|MasVnrType_Tencode', 'KitchenAbvGr|RoofMatl_Tencode', 'Foundation_Tencode|BsmtFinType1_GLQ', 'Exterior1st_CemntBd|LotShape_IR3', 'Neighborhood_Somerst|Exterior2nd_HdBoard', 'OverallQual|Exterior1st_BrkComm', 'OverallCond|Alley_Grvl', 'FireplaceQu_Gd|Condition1_Norm', 'EnclosedPorch|BsmtFinType2_Unf', 'SaleCondition_Abnorml|Street_Pave', 'SaleType_ConLw|LotConfig_Inside', 'LowQualFinSF|Fence_MnWw', 'PavedDrive_N|GarageQual_Gd', 'Neighborhood_BrDale|Condition1_RRAe', 'SaleType_ConLw|BldgType_TwnhsE', 'GarageCond_Tencode|KitchenQual_Fa', 'LotShape_IR3|MSZoning_RH', 'Fence_MnWw|Street_Pave', 'Condition1_Artery|BsmtExposure_Mn', 'HeatingQC_Gd|Neighborhood_SawyerW', 'Functional_Typ|Exterior1st_Stucco', 'Condition2_Artery|FireplaceQu_TA', 'Fence_Tencode|MiscFeature_Gar2', 'GarageCond_Ex|Exterior1st_Wd Sdng', 'GarageCond_Tencode|PavedDrive_Y', 'HeatingQC_Ex|BldgType_Tencode', 'LandSlope_Tencode|BsmtFinType1_GLQ', 'GarageCond_Gd|SaleType_Oth', 'LotConfig_Corner|GarageCond_Tencode', 'Neighborhood_OldTown|Exterior1st_CemntBd', 'Condition1_Artery|BsmtFinType1_BLQ', 'YrSold|RoofMatl_CompShg', 'SaleType_ConLw|MSZoning_Tencode', 'Neighborhood_BrDale|BsmtFinType1_BLQ', 'BsmtFinType2_BLQ|PoolQC_Tencode', 'Exterior1st_CemntBd|GarageFinish_RFn', 'GarageFinish_Tencode|GarageType_Attchd', 'TotalBsmtSF|HouseStyle_1Story', 'Condition2_Artery|BsmtExposure_Mn', 'ExterCond_Gd|Neighborhood_StoneBr', 'GarageFinish_Fin|BedroomAbvGr', 'PavedDrive_N|MSSubClass', 'Electrical_Tencode|GarageType_BuiltIn', 'BsmtFinType2_BLQ|RoofStyle_Tencode', 'Exterior1st_MetalSd|Exterior1st_Wd Sdng', 'SaleType_ConLD|GarageYrBlt', 'Heating_Grav|LandSlope_Tencode', 'Neighborhood_Somerst|RoofMatl_Tar&Grv', 'FullBath|BsmtFinType1_GLQ', 'RoofMatl_Tar&Grv|2ndFlrSF', 'ExterCond_Tencode|OpenPorchSF', 'GarageType_Detchd|RoofStyle_Tencode', 'TotalBsmtSF|MiscFeature_Tencode', 'GarageType_Detchd|Condition2_Norm', 'Exterior1st_BrkFace|CentralAir_Tencode', 'BedroomAbvGr|Neighborhood_BrkSide', 'BsmtFinSF2|MiscFeature_Tencode', 'Exterior2nd_BrkFace|GarageCond_Ex', 'FireplaceQu_Fa|MSZoning_RL', 'HeatingQC_TA|Exterior1st_AsbShng', 'BsmtHalfBath|SaleCondition_Partial', 'Neighborhood_BrDale|LandSlope_Tencode', 'BsmtQual_Tencode|RoofMatl_Tar&Grv', 'BsmtFinType1_ALQ|FireplaceQu_TA', 'OverallQual|GarageType_BuiltIn', 'MasVnrType_None|ExterQual_Fa', 'GarageType_Basment|BsmtExposure_No', 'Alley_Tencode|RoofStyle_Gambrel', 'Heating_GasW|Foundation_Slab', 'Foundation_CBlock|MasVnrType_Stone', 'RoofMatl_Tar&Grv|BsmtExposure_Mn', 'BsmtExposure_Tencode|Neighborhood_StoneBr', 'GarageType_BuiltIn|BsmtFinType1_GLQ', 'SaleCondition_Tencode|BsmtExposure_No', 'BsmtExposure_Gd|Functional_Min2', 'Alley_Tencode|Fence_GdWo', 'Electrical_FuseA|LandContour_Lvl', 'HeatingQC_Tencode|BsmtCond_Fa', 'Exterior1st_Stucco|Exterior1st_WdShing', 'PoolQC_Tencode|GarageType_Basment', 'Exterior1st_BrkFace|Exterior1st_MetalSd', 'LandSlope_Tencode|GarageQual_Tencode', 'MoSold|Neighborhood_MeadowV', 'LandContour_Lvl|BsmtFinType1_Unf', 'Exterior2nd_BrkFace|MasVnrType_BrkFace', 'Exterior2nd_Stone|HouseStyle_Tencode', 'BsmtQual_Tencode|BsmtFinType2_LwQ', 'PavedDrive_N|GarageCond_Gd', 'FireplaceQu_Tencode|BsmtFinSF2', 'Neighborhood_NPkVill|SaleType_Tencode', 'LowQualFinSF|GarageQual_Tencode', 'BsmtFinType1_BLQ|Electrical_FuseP', 'SaleType_CWD|Street_Pave', 'MiscFeature_Othr|LandContour_Bnk', 'Exterior1st_Tencode|Fence_MnWw', 'GarageCond_Tencode|PavedDrive_Tencode', 'Street_Tencode|ExterCond_TA', 'Alley_Tencode|GarageCond_Gd', 'Neighborhood_NoRidge|LandSlope_Gtl', 'Exterior2nd_AsbShng|Neighborhood_BrkSide', 'Electrical_FuseP|Neighborhood_NAmes', 'KitchenAbvGr|KitchenQual_Tencode', 'HeatingQC_Gd|MSZoning_C (all)', 'CentralAir_Y|RoofMatl_WdShngl', 'TotalBsmtSF|BsmtFinSF2', 'Exterior1st_AsbShng|MasVnrType_Stone', 'KitchenQual_Gd|Heating_Grav', 'BedroomAbvGr|BsmtFinType1_LwQ', 'Exterior2nd_Stone|Neighborhood_NoRidge', 'ExterCond_Gd|RoofStyle_Shed', 'SaleCondition_Normal|BsmtFinType1_LwQ', 'Exterior1st_AsbShng|Foundation_CBlock', 'GarageQual_Gd|GarageType_Attchd', 'Neighborhood_SWISU|GarageCond_Fa', 'Neighborhood_Somerst|Electrical_Tencode', 'BsmtExposure_Tencode|RoofMatl_Tar&Grv', 'Condition1_RRAn|Fence_MnPrv', 'FireplaceQu_Tencode|LotConfig_Corner', '2ndFlrSF|Exterior2nd_HdBoard', 'LotShape_IR1|LandSlope_Tencode', 'Foundation_CBlock|SaleType_CWD', 'Neighborhood_NridgHt|SaleType_New', 'GarageType_Tencode|BsmtCond_Gd', 'LotConfig_FR2|Exterior2nd_MetalSd', 'Condition1_RRAn|Exterior2nd_AsphShn', 'Condition1_Norm|FireplaceQu_Ex', 'Neighborhood_OldTown|1stFlrSF', 'KitchenQual_TA|BsmtCond_Fa', 'MSZoning_RM|MasVnrType_None', 'BsmtExposure_Tencode|MasVnrArea', 'Foundation_BrkTil|Condition2_Norm', 'Electrical_FuseP|LandSlope_Sev', 'BldgType_Duplex|Neighborhood_IDOTRR', 'FireplaceQu_Po|BsmtQual_TA', 'Electrical_FuseF|BsmtExposure_No', 'ExterCond_Gd|BsmtFinSF1', 'SaleCondition_Alloca|SaleType_CWD', 'KitchenQual_Tencode|FireplaceQu_TA', 'BsmtFinType2_GLQ|PavedDrive_Tencode', 'MiscVal|GarageQual_Fa', 'GarageType_Attchd|RoofStyle_Tencode', 'ExterCond_TA|KitchenQual_Tencode', 'FireplaceQu_Gd|Exterior1st_Tencode', 'SaleType_WD|Electrical_FuseF', 'GarageFinish_Unf|Neighborhood_CollgCr', 'BsmtFinType2_Tencode|Condition1_PosN', 'BsmtFinType1_Tencode|HeatingQC_Fa', 'Exterior2nd_VinylSd|BldgType_TwnhsE', 'BsmtFinSF1|MSZoning_RH', 'Exterior1st_VinylSd|ExterQual_Tencode', 'LotShape_Reg|KitchenQual_Fa', 'BsmtFinType1_BLQ|Exterior2nd_Brk Cmn', 'BsmtExposure_Gd|BsmtFinType1_GLQ', 'BsmtExposure_Tencode|OverallCond', 'HouseStyle_Tencode|OverallCond', 'FireplaceQu_Gd|Electrical_FuseF', 'BsmtHalfBath|Neighborhood_Timber', 'OverallQual|PavedDrive_Y', 'FireplaceQu_TA|Exterior1st_BrkComm', 'Neighborhood_NPkVill|Neighborhood_IDOTRR', 'LandSlope_Sev|Neighborhood_Timber', 'BsmtQual_TA|Neighborhood_BrkSide', 'LotShape_IR2|BsmtFinType1_Rec', 'SaleType_ConLD|MSZoning_RL', 'LandContour_HLS|ExterCond_Fa', 'Functional_Maj1|HouseStyle_2Story', 'BsmtFinType2_LwQ|BldgType_1Fam', 'GarageQual_Tencode|OverallCond', 'Neighborhood_SWISU|Condition1_PosA', 'FireplaceQu_Gd|BsmtQual_Tencode', 'BsmtFinType1_Rec|SaleCondition_Abnorml', 'PoolQC_Tencode|Exterior1st_BrkComm', 'SaleType_ConLI|MSZoning_FV', 'BsmtQual_Fa|BsmtFinType1_Unf', 'HeatingQC_Fa|SaleType_CWD', 'FireplaceQu_Tencode|Heating_GasA', 'Exterior1st_AsbShng|LotArea', 'Exterior1st_HdBoard|MSZoning_RM', 'ExterQual_Tencode|MasVnrType_Tencode', 'Street_Tencode|SaleType_Oth', 'CentralAir_N|HouseStyle_2Story', 'Neighborhood_IDOTRR', 'LandSlope_Gtl|PoolArea', 'YrSold|Exterior2nd_AsbShng', 'GarageCars|BsmtCond_Fa', 'Exterior2nd_AsbShng|Fence_GdWo', 'BsmtExposure_Tencode|KitchenQual_Fa', 'BsmtQual_TA|Neighborhood_StoneBr', 'Neighborhood_ClearCr|Neighborhood_Timber', 'Neighborhood_OldTown|BsmtQual_TA', 'Electrical_FuseF|Exterior1st_BrkComm', 'BldgType_Twnhs|Condition1_RRAn', 'Condition1_Artery|Exterior2nd_Wd Sdng', 'OverallQual|PoolArea', 'GarageQual_Tencode|ExterCond_Fa', 'Neighborhood_Mitchel|BsmtExposure_Mn', 'FireplaceQu_Po|ScreenPorch', 'BsmtFinType1_ALQ|Condition1_PosA', 'BsmtFinType1_LwQ|Neighborhood_Gilbert', 'Fireplaces|LotShape_IR3', 'Exterior1st_VinylSd|Exterior1st_MetalSd', 'RoofMatl_WdShngl|Utilities_AllPub', 'Neighborhood_Sawyer|ExterQual_Tencode', 'HeatingQC_Ex|Functional_Maj2', 'MSSubClass|GarageQual_Tencode', 'BsmtQual_TA|ExterCond_Fa', 'FireplaceQu_Fa|Exterior1st_BrkComm', 'FullBath|Foundation_BrkTil', 'ExterQual_TA|ExterCond_TA', 'ExterCond_Tencode|Condition1_Norm', 'Neighborhood_Edwards|GarageType_Attchd', 'PavedDrive_N|Neighborhood_Somerst', 'SaleType_Tencode|BsmtFinType1_ALQ', 'PavedDrive_Tencode|Street_Pave', 'KitchenAbvGr|Alley_Pave', 'Exterior1st_BrkFace|Exterior1st_Tencode', 'Exterior2nd_AsbShng|Heating_Grav', 'YearBuilt|Exterior2nd_Plywood', 'SaleCondition_Normal|MasVnrArea', 'Utilities_Tencode|Functional_Min2', 'FullBath|MiscFeature_Shed', 'KitchenQual_Gd|YearBuilt', 'Neighborhood_ClearCr|Neighborhood_NoRidge', 'LandSlope_Tencode|SaleCondition_Alloca', 'SaleType_CWD|BsmtCond_TA', 'HeatingQC_Fa|HouseStyle_SFoyer', 'GarageCars|LotConfig_CulDSac', 'KitchenAbvGr|GarageType_Detchd', 'LandContour_HLS|Exterior2nd_CmentBd', '1stFlrSF|LotShape_IR3', 'Functional_Typ|SaleType_ConLD', 'RoofMatl_Tencode|Alley_Pave', 'ExterCond_TA|Fence_GdPrv', 'BldgType_2fmCon|BsmtQual_Fa', 'RoofMatl_CompShg|SaleType_Oth', 'Alley_Pave|Exterior1st_AsbShng', 'Neighborhood_Tencode|BldgType_Tencode', 'BsmtHalfBath|BsmtFinSF2', 'BsmtFinType1_GLQ|GarageType_2Types', 'Condition1_PosA|2ndFlrSF', 'LotShape_Reg|ScreenPorch', 'RoofMatl_Tencode|Alley_Grvl', 'CentralAir_Y|Foundation_Slab', 'LotShape_Reg|Alley_Grvl', 'Exterior1st_AsbShng|Exterior2nd_CmentBd', 'YearBuilt|MasVnrType_None', 'GarageCond_Po|HeatingQC_Fa', 'HouseStyle_SFoyer|LotShape_IR3', 'MiscFeature_Othr|LotConfig_Tencode', 'YearBuilt|BldgType_TwnhsE', 'SaleCondition_Tencode|GarageFinish_RFn', 'BedroomAbvGr|Neighborhood_SWISU', 'MiscVal|RoofMatl_WdShngl', 'GarageFinish_Tencode|Alley_Grvl', 'PavedDrive_P|Neighborhood_BrkSide', 'Exterior1st_AsbShng|OpenPorchSF', 'Condition2_Artery|BsmtFinSF1', 'Condition1_Artery|Neighborhood_Mitchel', 'GarageType_Tencode|MiscFeature_Tencode', 'HouseStyle_SLvl|BsmtQual_Gd', 'Alley_Tencode|SaleType_COD', 'PavedDrive_N|LandContour_HLS', 'Neighborhood_ClearCr|GarageFinish_RFn', 'GrLivArea|SaleCondition_Partial', 'BsmtFinType1_GLQ|Exterior2nd_Wd Shng', 'ExterCond_TA|ExterCond_Gd', 'BsmtFinType1_Tencode|RoofStyle_Gable', 'Neighborhood_IDOTRR|MasVnrArea', 'Foundation_BrkTil|GarageYrBlt', 'RoofMatl_Tencode|Exterior1st_VinylSd', 'Neighborhood_CollgCr|Exterior2nd_Wd Shng', 'BsmtFinType1_Tencode|LotShape_Reg', 'ExterCond_Gd|MSZoning_FV', 'GarageCars|GarageCond_Ex', 'Exterior2nd_VinylSd|Street_Grvl', 'Exterior1st_HdBoard|SaleCondition_Family', 'Fireplaces|LandSlope_Sev', 'GrLivArea|HeatingQC_TA', 'HeatingQC_Fa', 'GarageQual_TA|GarageQual_Tencode', 'LandSlope_Gtl|Neighborhood_IDOTRR', 'HalfBath|Exterior2nd_MetalSd', 'Functional_Min2|HouseStyle_2Story', 'Exterior2nd_AsbShng|SaleType_COD', 'Neighborhood_Somerst|Functional_Maj2', 'ExterQual_TA|BsmtHalfBath', 'PavedDrive_Tencode|Exterior1st_MetalSd', 'RoofStyle_Tencode|MasVnrType_Stone', 'HouseStyle_1Story|BsmtExposure_Av', 'BldgType_Twnhs|BedroomAbvGr', 'GarageCond_Fa|BsmtFinType1_Unf', 'Exterior2nd_Wd Sdng|Street_Pave', 'SaleCondition_Normal|PavedDrive_P', 'MiscFeature_Tencode|Foundation_CBlock', 'MSSubClass|MSZoning_RL', 'Exterior1st_CemntBd|Neighborhood_MeadowV', 'BsmtFinType2_LwQ|Exterior2nd_Wd Sdng', 'LotArea|ExterCond_Gd', 'Utilities_Tencode|HouseStyle_SFoyer', 'Exterior2nd_MetalSd|SaleType_Oth', 'Exterior1st_BrkFace|TotalBsmtSF', 'GarageFinish_Tencode|CentralAir_Tencode', 'Utilities_Tencode|Exterior2nd_Plywood', 'HouseStyle_SFoyer|Alley_Tencode', 'BsmtFinType1_LwQ|Condition1_Tencode', 'MiscFeature_Othr|BsmtFinType2_ALQ', 'BsmtExposure_Tencode|MiscFeature_Shed', 'Exterior1st_BrkFace|Exterior2nd_Stucco', 'Exterior1st_Stucco|BsmtFinSF1', 'BsmtQual_Tencode|BsmtFinType1_Rec', 'GarageQual_Fa|Exterior1st_BrkComm', 'GarageType_BuiltIn|Neighborhood_MeadowV', 'RoofMatl_Tar&Grv|SaleType_COD', 'Fireplaces|LowQualFinSF', 'Exterior1st_AsbShng|ExterQual_Gd', 'GarageQual_Po|SaleType_Oth', 'Foundation_CBlock|OverallCond', 'YearRemodAdd|Exterior1st_Plywood', 'Exterior1st_CemntBd|Exterior1st_BrkComm', 'Neighborhood_CollgCr|LotShape_IR3', 'BsmtFullBath|GarageQual_Fa', 'Exterior2nd_Plywood|HouseStyle_1.5Fin', 'MSZoning_RM|CentralAir_Tencode', 'FullBath|Heating_Tencode', 'LotArea|Condition1_Feedr', 'GarageFinish_Unf|SaleType_Tencode', 'GrLivArea|BsmtQual_Ex', 'CentralAir_N|Condition1_RRAn', 'Neighborhood_Tencode|GarageType_2Types', 'Functional_Maj1|CentralAir_N', 'Utilities_Tencode|BsmtExposure_Av', 'Foundation_PConc|PavedDrive_P', 'Neighborhood_Veenker|Functional_Mod', 'HouseStyle_1Story|Fence_MnWw', 'GarageCond_Po|BsmtFinType1_Rec', 'BsmtFinType1_ALQ|GarageCond_Gd', 'Condition1_PosN|Exterior2nd_AsphShn', 'LotConfig_FR2|Exterior1st_Plywood', 'LandContour_Tencode|Alley_Grvl', 'GarageType_CarPort|MSZoning_RM', 'Alley_Tencode|GarageQual_Tencode', 'RoofMatl_Tencode|HouseStyle_1.5Unf', 'BsmtFinType1_BLQ|LandSlope_Tencode', 'Condition1_RRAe|Neighborhood_SawyerW', 'Utilities_Tencode|Exterior1st_BrkFace', 'Neighborhood_NPkVill|Functional_Min2', 'Neighborhood_NAmes|SaleCondition_Abnorml', 'BldgType_1Fam|SaleType_CWD', 'RoofMatl_Tencode|Electrical_Tencode', 'GarageType_Basment|Condition2_Norm', 'LandContour_Lvl|LandSlope_Gtl', 'KitchenAbvGr|HouseStyle_SLvl', 'BsmtFinType1_Unf|Condition1_RRAn', 'Exterior2nd_HdBoard|BsmtQual_Gd', 'BsmtQual_Tencode|LotConfig_FR2', 'Neighborhood_Mitchel|MasVnrType_BrkCmn', 'HalfBath|BsmtExposure_Gd', 'HeatingQC_TA|CentralAir_N', 'GarageType_Detchd|Condition1_Norm', 'RoofMatl_Tencode|PavedDrive_Tencode', 'FireplaceQu_Ex|BsmtFinSF1', 'SaleCondition_Tencode|Neighborhood_BrDale', 'LandContour_Lvl|MasVnrType_BrkFace', 'Neighborhood_Gilbert|Alley_Grvl', 'Alley_Grvl|MSZoning_RL', 'BsmtFinType2_LwQ|Neighborhood_Timber', 'HouseStyle_Tencode|MiscVal', 'FireplaceQu_TA|Exterior1st_WdShing', 'BsmtFinType1_Rec|Exterior2nd_CmentBd', 'Functional_Tencode|Exterior2nd_VinylSd', 'FireplaceQu_TA|GarageQual_Tencode', 'Functional_Tencode|BldgType_TwnhsE', 'SaleCondition_Alloca|Fence_GdWo', 'Neighborhood_ClearCr|HeatingQC_Gd', 'HeatingQC_Fa|Functional_Typ', 'Neighborhood_NridgHt|Functional_Min2', 'RoofStyle_Hip|SaleType_WD', 'SaleType_ConLI|Foundation_Slab', 'BsmtFinType1_Unf|LotConfig_Inside', 'RoofMatl_Tencode|KitchenQual_TA', 'SaleCondition_Normal|BldgType_Tencode', 'BsmtHalfBath|LandContour_Tencode', 'BsmtFinType1_ALQ|GarageArea', 'LotConfig_CulDSac|MSZoning_Tencode', 'HeatingQC_Ex|Neighborhood_StoneBr', 'FireplaceQu_Po|MSZoning_RH', 'BsmtFinSF2|GarageCond_Gd', 'SaleCondition_Alloca|Neighborhood_Timber', 'Neighborhood_Tencode|OpenPorchSF', 'LandContour_Bnk|BsmtCond_TA', 'Fireplaces|Electrical_FuseF', 'KitchenAbvGr|Neighborhood_NWAmes', 'LotArea|Fence_GdPrv', 'BsmtExposure_Gd|Exterior2nd_Wd Shng', 'BsmtFinType1_ALQ|RoofMatl_Tar&Grv', 'LandContour_Low|SaleCondition_Alloca', 'Exterior1st_BrkFace|HeatingQC_Ex', 'GarageQual_Po|PoolArea', 'LotConfig_Tencode|Condition1_RRAn', 'RoofMatl_Tencode|ExterQual_Fa', 'MSZoning_FV|Fence_MnPrv', 'BsmtFinType1_Tencode|GarageCond_Tencode', 'Foundation_PConc|GarageQual_Gd', 'Foundation_Tencode|ExterQual_Ex', 'PavedDrive_N|Exterior1st_BrkFace', 'Street_Tencode|LandContour_Tencode', 'Electrical_Tencode|SaleType_ConLD', 'Neighborhood_NPkVill|GarageYrBlt', 'BldgType_Duplex|Condition2_Tencode', 'OverallQual|Foundation_Tencode', 'GarageFinish_RFn|Exterior2nd_Wd Shng', 'MSZoning_Tencode|Utilities_AllPub', 'Condition2_Artery|MasVnrType_BrkFace', 'Functional_Mod|CentralAir_N', 'Functional_Mod|ExterCond_Fa', 'LotConfig_Corner|LandSlope_Tencode', 'SaleCondition_Tencode|BsmtFinType1_Tencode', 'MasVnrType_BrkCmn|GarageYrBlt', 'SaleType_ConLD|LotConfig_CulDSac', 'KitchenQual_Tencode|SaleCondition_Partial', 'Neighborhood_IDOTRR|Neighborhood_MeadowV', 'LotShape_IR2|GarageType_Tencode', 'GarageCond_Fa|CentralAir_N', 'KitchenQual_Gd|GarageArea', 'Exterior1st_Wd Sdng|ExterCond_Fa', 'Heating_GasW|BsmtCond_Tencode', 'BldgType_Duplex|RoofMatl_CompShg', 'FireplaceQu_Tencode|MiscFeature_Tencode', 'Electrical_FuseF|CentralAir_Y', 'TotalBsmtSF|RoofStyle_Gable', 'LandContour_Low|Fence_GdWo', 'Heating_Tencode|Neighborhood_Timber', 'Alley_Tencode|BsmtExposure_Mn', 'Condition1_Artery|Condition1_PosA', 'Electrical_FuseA|GarageCond_Gd', 'Functional_Tencode|Condition1_PosN', 'BsmtFinType1_GLQ|MasVnrType_Stone', 'LandContour_Low|BsmtFinType2_LwQ', 'Functional_Tencode|PoolArea', 'Neighborhood_Sawyer|PoolArea', 'KitchenAbvGr|MasVnrType_BrkFace', 'BsmtFinType2_BLQ|Exterior2nd_Wd Sdng', 'Neighborhood_Mitchel|MSSubClass', '2ndFlrSF|PoolArea', 'ExterCond_Tencode|Electrical_FuseF', 'Exterior2nd_Stone|Exterior1st_Plywood', 'Exterior2nd_MetalSd|LowQualFinSF', 'LandSlope_Tencode|MiscFeature_Shed', 'Neighborhood_BrDale|BldgType_TwnhsE', 'Foundation_CBlock|Condition2_Artery', 'Alley_Tencode|LotConfig_Inside', 'Condition1_PosA|CentralAir_Y', 'Heating_Grav|LotConfig_Inside', 'Exterior2nd_Wd Sdng|HouseStyle_2.5Unf', 'GarageFinish_Unf|HeatingQC_Ex', 'Alley_Tencode|BsmtCond_TA', 'ExterQual_TA|BsmtQual_TA', 'HeatingQC_Tencode|Utilities_AllPub', 'KitchenQual_Fa|Neighborhood_Crawfor', 'BsmtFinSF2|Condition1_Tencode', 'ExterQual_TA|YearBuilt', 'GarageArea|HouseStyle_2Story', 'Exterior1st_AsbShng|ExterQual_Ex', 'Neighborhood_Sawyer|MSSubClass', 'Electrical_FuseA|BsmtFinType2_ALQ', 'HalfBath|MSZoning_Tencode', 'PavedDrive_Y|Condition1_RRAn', 'GarageType_Basment|LotShape_IR3', 'Fireplaces|BsmtQual_Gd', 'Foundation_BrkTil|CentralAir_Tencode', 'Neighborhood_ClearCr|MSZoning_Tencode', 'Alley_Pave|LotShape_IR3', 'Neighborhood_Crawfor|MasVnrType_Tencode', 'GarageFinish_Unf|Foundation_BrkTil', 'Street_Tencode|Functional_Tencode', 'Foundation_CBlock|BsmtQual_Gd', 'Exterior2nd_Stone|SaleType_New', 'KitchenQual_Gd|LotShape_IR3', 'LotShape_IR1|MiscFeature_Gar2', 'YrSold|BsmtExposure_No', 'YrSold|BsmtFinType1_Unf', 'MasVnrType_None|Fence_MnPrv', 'Functional_Tencode|TotRmsAbvGrd', 'Exterior1st_HdBoard|Fence_MnWw', 'GarageType_Tencode|MSZoning_RM', 'BsmtCond_Po|ExterQual_Tencode', 'Exterior2nd_Brk Cmn|BldgType_Tencode', 'Utilities_Tencode|RoofStyle_Flat', 'HouseStyle_1.5Unf|BsmtCond_TA', 'Heating_GasW|SaleCondition_Alloca', 'Heating_Grav|Foundation_Tencode', 'BsmtFinType1_BLQ|Exterior2nd_HdBoard', 'BsmtQual_TA|MSSubClass', 'HeatingQC_Fa|Neighborhood_Mitchel', 'SaleType_ConLD|BsmtCond_TA', 'LandContour_Low|Exterior1st_MetalSd', 'Exterior2nd_Stone|Heating_GasA', 'LandSlope_Tencode|LandContour_Bnk', 'CentralAir_Tencode|GarageFinish_RFn', 'SaleType_ConLD|SaleType_CWD', 'PoolQC_Tencode|CentralAir_Tencode', 'Functional_Typ|GarageType_CarPort', 'Neighborhood_BrDale|Exterior1st_Plywood', 'ExterCond_Gd|TotRmsAbvGrd', 'ExterCond_TA|YearBuilt', 'RoofMatl_Tar&Grv|MasVnrType_BrkFace', 'LandContour_HLS|SaleCondition_Abnorml', 'BsmtFinType1_Tencode|MSZoning_C (all)', 'Electrical_Tencode|Foundation_Tencode', 'LandSlope_Sev|BsmtFinSF1', 'Condition1_RRAn|Exterior2nd_HdBoard', 'Exterior1st_CemntBd|MasVnrType_Tencode', 'YearRemodAdd|BsmtFinType1_GLQ', 'GarageCond_Ex|Exterior1st_Plywood', 'ExterQual_Gd|Exterior1st_WdShing', 'GrLivArea|FireplaceQu_Gd', 'SaleCondition_Family|Condition1_Norm', 'Street_Tencode|GarageQual_Gd', 'MoSold|WoodDeckSF', 'LotFrontage|Exterior1st_Stucco', 'Neighborhood_Timber|Exterior1st_Plywood', 'Condition1_Tencode|Street_Grvl', 'PavedDrive_Tencode|ExterCond_Fa', 'LotShape_Reg|Condition1_PosN', 'PoolQC_Tencode|Neighborhood_Gilbert', 'LandContour_HLS|MasVnrType_BrkCmn', 'LotConfig_CulDSac|BsmtCond_Po', 'PavedDrive_Tencode|FireplaceQu_TA', 'ScreenPorch|MasVnrType_Stone', 'GarageFinish_Unf|Neighborhood_SWISU', 'Neighborhood_NridgHt|Condition2_Artery', 'BsmtQual_Tencode|SaleType_CWD', 'Foundation_Stone|MasVnrType_Tencode', 'Exterior2nd_AsbShng|Neighborhood_ClearCr', 'Condition1_RRAe|BsmtExposure_Av', 'Exterior2nd_Stucco|Neighborhood_ClearCr', 'Neighborhood_Edwards|LandContour_Bnk', 'GarageCars|Fence_GdPrv', 'LotShape_Tencode|HouseStyle_1Story', 'SaleType_COD|MSZoning_RH', 'MSZoning_C (all)|GarageCond_Ex', 'BsmtFinType1_BLQ|GarageFinish_Tencode', 'LandContour_Bnk|Street_Pave', 'GarageFinish_Fin|RoofStyle_Tencode', 'MSZoning_C (all)|GarageType_BuiltIn', 'ExterQual_TA|Street_Pave', 'Neighborhood_Somerst|Neighborhood_OldTown', 'GarageType_Basment|MiscFeature_Gar2', 'LandContour_Low|Neighborhood_NWAmes', 'Exterior1st_BrkFace|LotFrontage', 'GarageType_BuiltIn|Functional_Min2', 'Exterior2nd_AsbShng|Street_Tencode', 'HeatingQC_TA|Heating_Tencode', 'Functional_Typ|Street_Grvl', 'SaleType_ConLw|WoodDeckSF', 'Electrical_FuseP|Neighborhood_NWAmes', 'BsmtFinType2_ALQ|LowQualFinSF', 'GarageCond_Po|MasVnrType_None', 'SaleCondition_Tencode|WoodDeckSF', 'LandSlope_Tencode|Foundation_CBlock', 'YearBuilt|MiscFeature_Gar2', 'GarageType_Attchd|Neighborhood_StoneBr', 'BsmtHalfBath|Neighborhood_BrkSide', 'Utilities_Tencode|GarageType_Basment', 'Neighborhood_Edwards|Fence_GdPrv', 'Electrical_FuseP|Fireplaces', 'GarageType_Detchd|WoodDeckSF', 'LotConfig_Corner|Foundation_Tencode', 'PavedDrive_Y|Exterior1st_MetalSd', 'KitchenQual_Gd|ExterQual_Ex', 'Condition2_Tencode|MSZoning_Tencode', 'Condition1_Artery|GarageType_BuiltIn', 'Functional_Mod|Street_Pave', 'MasVnrType_BrkCmn|PoolArea', 'Exterior1st_AsbShng|MSZoning_FV', 'HouseStyle_SFoyer|BldgType_TwnhsE', 'ExterQual_Fa', 'BsmtQual_Fa|Neighborhood_SWISU', 'OverallQual|Condition1_RRAe', 'ExterQual_TA|Neighborhood_Edwards', 'GarageQual_Gd|Exterior2nd_AsphShn', 'GrLivArea|FireplaceQu_Po', 'Functional_Tencode|PavedDrive_P', 'RoofMatl_Tencode|BsmtFinType2_Unf', 'ExterQual_Ex|Fence_MnWw', 'Condition1_RRAe|Street_Grvl', 'SaleType_ConLI|Utilities_AllPub', 'SaleType_ConLw|LandSlope_Tencode', 'Foundation_PConc|KitchenQual_TA', 'Exterior2nd_CmentBd|GarageFinish_RFn', 'YrSold|Functional_Min1', 'Functional_Min1|MasVnrArea', 'Neighborhood_Mitchel|LandContour_Lvl', 'FireplaceQu_Gd|MSZoning_C (all)', 'Neighborhood_ClearCr|HeatingQC_Tencode', 'PavedDrive_N|Neighborhood_MeadowV', 'BsmtFinType2_Rec|Neighborhood_Timber', 'GarageCond_Po|RoofMatl_WdShngl', 'LandContour_Bnk|ExterQual_Tencode', 'Functional_Mod|BsmtCond_Tencode', 'BldgType_Duplex', 'SaleType_ConLw|HalfBath', 'BsmtExposure_Tencode|3SsnPorch', 'GarageCars|BsmtQual_Ex', 'HeatingQC_Fa|Alley_Pave', 'RoofMatl_CompShg|Exterior1st_BrkComm', 'Heating_Grav|Condition2_Norm', 'LandContour_Lvl|MasVnrType_Tencode', 'Neighborhood_Edwards|BsmtFinType1_Unf', 'BsmtExposure_Tencode|KitchenQual_Tencode', 'PavedDrive_Tencode|MiscFeature_Gar2', 'PoolQC_Tencode|BsmtFinType2_Unf', 'GarageFinish_Fin|BsmtFinSF2', 'Neighborhood_Somerst|LowQualFinSF', 'Electrical_FuseF|BsmtUnfSF', 'LandSlope_Mod|Heating_Tencode', 'BsmtQual_TA|CentralAir_Tencode', 'Street_Tencode|RoofMatl_WdShngl', 'Fence_GdPrv|RoofMatl_Tar&Grv', 'SaleType_Oth|MasVnrType_Tencode', 'FireplaceQu_Ex|Neighborhood_SawyerW', 'BsmtQual_Ex|Fence_MnPrv', 'Neighborhood_CollgCr|SaleType_ConLD', 'LandContour_Lvl|BsmtFinType1_Rec', 'YrSold|TotalBsmtSF', 'Exterior2nd_AsbShng|RoofStyle_Hip', 'Condition2_Artery|CentralAir_N', 'LandContour_Low|MasVnrType_None', 'GarageType_Detchd|BsmtHalfBath', 'Heating_Tencode|GarageCond_Ex', 'LotShape_IR1|FireplaceQu_Fa', 'BsmtFinType2_Tencode|Condition2_Norm', 'BsmtFinType2_GLQ|GarageCond_Fa', 'HeatingQC_TA|MSZoning_RH', 'RoofStyle_Gambrel|MSZoning_FV', 'Neighborhood_OldTown|BsmtExposure_Av', 'Electrical_SBrkr|Exterior2nd_Wd Shng', 'ExterCond_Gd|MSZoning_RL', 'YearRemodAdd|KitchenQual_Gd', 'KitchenAbvGr|BsmtUnfSF', 'SaleType_ConLI|Street_Pave', 'GarageCond_Po|RoofMatl_CompShg', 'Alley_Tencode|LandSlope_Tencode', 'PavedDrive_Y|SaleCondition_Abnorml', 'Condition1_Artery|MasVnrType_BrkCmn', 'Functional_Maj1|MiscFeature_Tencode', 'LotConfig_Corner|Neighborhood_SWISU', 'HouseStyle_1.5Unf|GarageType_BuiltIn', 'KitchenQual_Gd|Condition1_Norm', 'SaleCondition_Normal|2ndFlrSF', 'Condition2_Artery|LotConfig_Inside', 'FireplaceQu_Fa|FireplaceQu_Ex', 'GarageCond_Gd|LotConfig_Tencode', 'Neighborhood_OldTown|Exterior1st_Plywood', 'BsmtFinType2_Tencode|Street_Grvl', 'MiscFeature_Gar2|MasVnrType_Tencode', 'RoofMatl_CompShg|GarageType_BuiltIn', 'FireplaceQu_Tencode|GarageFinish_Fin', 'SaleType_CWD|HouseStyle_1.5Fin', 'Neighborhood_ClearCr|TotRmsAbvGrd', 'ExterCond_Gd|Condition2_Artery', 'TotalBsmtSF|SaleCondition_Family', 'Fence_GdWo|BldgType_1Fam', 'PavedDrive_P|WoodDeckSF', 'BsmtFinType1_BLQ|LandContour_Bnk', 'LandContour_HLS|Exterior1st_VinylSd', 'Condition2_Norm|HouseStyle_SLvl', 'Exterior1st_WdShing|Fence_MnPrv', 'SaleCondition_Family|LotShape_IR3', 'FireplaceQu_Tencode|KitchenQual_Ex', 'Neighborhood_NAmes|HouseStyle_2.5Unf', 'ExterQual_Ex|Exterior2nd_Plywood', 'BsmtFinSF2|MSSubClass', 'BsmtFinSF1|LotShape_IR3', 'GarageQual_Po|Utilities_AllPub', 'Neighborhood_SWISU|Fence_GdWo', 'GarageQual_Gd|LotShape_IR3', '1stFlrSF|BsmtFinType2_LwQ', 'RoofMatl_Tencode|Exterior2nd_VinylSd', 'KitchenQual_Tencode|ExterQual_Fa', 'FireplaceQu_Fa|KitchenQual_TA', 'BsmtCond_TA|Fence_MnPrv', 'SaleCondition_Tencode|LotArea', 'RoofStyle_Shed|Neighborhood_Crawfor', 'BsmtQual_TA|GarageCond_Ex', 'EnclosedPorch|Heating_Grav', 'RoofStyle_Tencode|BsmtQual_Gd', 'Neighborhood_CollgCr|BsmtQual_Tencode', 'GrLivArea|GarageQual_Fa', 'Functional_Maj2|HouseStyle_1.5Fin', 'BldgType_TwnhsE|SaleType_Oth', 'Heating_GasA|BldgType_1Fam', 'Exterior1st_HdBoard|PavedDrive_Tencode', 'SaleCondition_Normal|SaleType_COD', 'BsmtFullBath|Exterior2nd_Wd Shng', 'ExterQual_TA|Condition1_PosA', 'Exterior2nd_MetalSd|MSZoning_RH', 'Condition2_Tencode|LowQualFinSF', 'Heating_GasA|Fence_Tencode', 'Neighborhood_ClearCr|BsmtQual_Tencode', 'LotArea|BsmtQual_Gd', 'Heating_GasA|BsmtExposure_Mn', 'HouseStyle_Tencode|3SsnPorch', 'RoofMatl_WdShngl|MasVnrType_Stone', 'EnclosedPorch|Exterior2nd_Tencode', '3SsnPorch|Neighborhood_MeadowV', 'GarageCond_Po|OverallCond', 'BldgType_2fmCon|GarageFinish_Fin', 'BsmtQual_Tencode|GarageType_Attchd', 'RoofStyle_Gambrel|Neighborhood_Timber', 'BsmtFinType1_Tencode|ExterQual_Gd', 'MSZoning_FV|HouseStyle_2Story', 'FireplaceQu_Tencode|LandContour_HLS', 'LandSlope_Mod|Functional_Maj2', 'SaleType_ConLI|CentralAir_Tencode', 'ExterQual_TA|BldgType_2fmCon', 'SaleType_ConLI|BsmtExposure_Gd', 'Neighborhood_BrkSide|Neighborhood_Timber', 'Electrical_FuseA|Functional_Maj2', 'MiscFeature_Gar2|Street_Pave', 'ExterCond_Tencode|MSZoning_Tencode', 'ExterQual_Gd|MiscFeature_Gar2', 'BsmtCond_Po|Street_Grvl', 'GarageCond_Tencode|Neighborhood_Crawfor', 'YrSold|LotShape_IR1', 'BsmtExposure_Tencode|GarageCond_Gd', 'KitchenQual_Tencode', 'GarageType_BuiltIn|BsmtCond_Tencode', 'Exterior1st_AsbShng|LandContour_Bnk', 'ExterQual_TA|BedroomAbvGr', 'Exterior2nd_Stone|LowQualFinSF', 'BsmtFinType1_LwQ|BsmtCond_TA', 'LandSlope_Sev|BsmtExposure_No', 'Exterior1st_AsbShng|BsmtQual_Fa', 'LandContour_Tencode|Neighborhood_Timber', 'TotRmsAbvGrd|BsmtCond_Po', 'FireplaceQu_Po|Exterior2nd_BrkFace', 'GarageType_Basment|BsmtQual_Gd', 'GarageFinish_Unf|Condition1_PosA', 'FireplaceQu_TA|BsmtCond_Fa', 'HeatingQC_Fa|HouseStyle_1.5Fin', 'KitchenQual_Gd|Neighborhood_IDOTRR', 'HalfBath|BsmtQual_TA', 'Alley_Pave|HouseStyle_SFoyer', 'Neighborhood_OldTown|Condition1_RRAn', 'Exterior1st_BrkComm|Fence_MnWw', 'MiscFeature_Tencode|BldgType_1Fam', 'Neighborhood_Mitchel|Exterior2nd_Brk Cmn', 'BldgType_Duplex|BldgType_Twnhs', 'ExterQual_TA|BsmtQual_Tencode', 'Exterior2nd_Tencode|ExterQual_Tencode', 'YearBuilt|BedroomAbvGr', 'BsmtFinSF1|PoolArea', 'HeatingQC_Fa|3SsnPorch', 'BsmtFinType2_Tencode|Neighborhood_StoneBr', 'Neighborhood_BrkSide|MSZoning_RH', 'LotArea|BsmtExposure_Av', 'BsmtFinType2_Rec|HouseStyle_2.5Unf', 'MSZoning_RH|Fence_MnWw', 'Foundation_Tencode|CentralAir_Tencode', '3SsnPorch|SaleType_CWD', 'YearBuilt|Fence_GdWo', 'Exterior2nd_Stucco|MiscFeature_Gar2', 'Street_Pave|GarageType_2Types', 'Neighborhood_Veenker|Neighborhood_Gilbert', 'YearBuilt|KitchenQual_Fa', 'MiscFeature_Othr|BsmtQual_Gd', 'Exterior1st_AsbShng|Foundation_BrkTil', 'Neighborhood_NAmes|MSZoning_FV', 'GarageFinish_Tencode|MSZoning_FV', 'Neighborhood_NPkVill|Exterior2nd_BrkFace', 'GarageQual_TA|LowQualFinSF', 'LandContour_Low|SaleType_ConLI', 'SaleCondition_Family|HouseStyle_SLvl', 'SaleType_ConLI|LandContour_Lvl', 'PavedDrive_Y|GarageType_CarPort', 'BsmtQual_Fa|BsmtFinSF1', 'Neighborhood_Somerst|Exterior2nd_AsphShn', 'GarageFinish_Fin|GarageQual_Po', 'GarageType_Detchd|Neighborhood_StoneBr', 'Neighborhood_BrDale|RoofStyle_Tencode', 'Alley_Tencode|YearBuilt', 'Exterior2nd_MetalSd|Exterior2nd_Wd Shng', 'Exterior1st_AsbShng|MiscFeature_Shed', 'GarageCond_Ex|LotShape_IR3', 'PavedDrive_Tencode|RoofStyle_Tencode', 'GarageType_Basment|MSZoning_Tencode', 'SaleCondition_Tencode|Condition2_Tencode', 'Exterior2nd_VinylSd|PavedDrive_Y', 'HouseStyle_SFoyer|Neighborhood_CollgCr', 'ExterQual_TA|MasVnrType_BrkFace', 'MasVnrType_None|Neighborhood_Sawyer', 'Neighborhood_Blmngtn|Electrical_FuseP', 'Utilities_Tencode|RoofStyle_Tencode', 'BsmtCond_Gd|Fence_MnWw', 'GarageCars|BsmtCond_TA', 'Exterior2nd_CmentBd|GarageQual_Po', 'LotShape_Tencode|GarageQual_Tencode', 'RoofMatl_Tar&Grv|GarageArea', 'LandSlope_Tencode|Functional_Mod', 'MSZoning_C (all)|Neighborhood_Crawfor', 'GarageQual_Po|Foundation_CBlock', 'YearRemodAdd|HouseStyle_1.5Fin', 'SaleType_ConLD|Condition1_Tencode', 'Alley_Pave|Foundation_Tencode', 'LotConfig_Corner|BsmtExposure_Av', 'RoofMatl_CompShg|FireplaceQu_TA', 'Foundation_Stone|HouseStyle_1.5Unf', 'BldgType_2fmCon|GarageCond_Gd', 'GarageQual_Gd|KitchenQual_TA', 'KitchenAbvGr|Fence_GdPrv', 'SaleType_ConLI|3SsnPorch', 'BsmtExposure_Tencode|Heating_Tencode', 'RoofStyle_Flat|KitchenQual_Fa', 'GrLivArea|Street_Pave', 'GarageType_Detchd|HeatingQC_Fa', 'BsmtHalfBath|LandSlope_Tencode', 'Exterior2nd_Stone|Neighborhood_StoneBr', 'FireplaceQu_Gd|GarageArea', 'Neighborhood_Veenker|MSZoning_Tencode', 'FireplaceQu_Gd|Street_Grvl', 'HouseStyle_2.5Unf|Exterior2nd_Brk Cmn', 'Condition1_PosA|GarageCond_Fa', 'Condition2_Tencode|Neighborhood_MeadowV', 'LotShape_IR2|2ndFlrSF', 'LotFrontage|BsmtQual_TA', 'Utilities_Tencode|Functional_Mod', 'Exterior1st_HdBoard|GarageYrBlt', 'BldgType_1Fam|GarageType_2Types', 'Neighborhood_NWAmes|FireplaceQu_Ex', 'YrSold|Functional_Mod', 'Neighborhood_Blmngtn|MSZoning_C (all)', 'Electrical_FuseP|FireplaceQu_Fa', 'SaleType_ConLw|LandContour_HLS', 'KitchenQual_Tencode|ExterQual_Gd', 'LotConfig_Corner|Fence_MnWw', 'YrSold|TotRmsAbvGrd', 'MiscFeature_Shed|Exterior2nd_Wd Shng', 'LotShape_IR2|Neighborhood_NoRidge', 'BldgType_Duplex|ExterQual_Tencode', 'BsmtFinType2_ALQ|LotShape_IR3', 'BldgType_2fmCon|SaleType_CWD', 'GarageQual_Gd|BldgType_TwnhsE', 'Neighborhood_Tencode|Fence_MnWw', 'Heating_GasW|PoolArea', 'FireplaceQu_Po|BsmtHalfBath', 'Neighborhood_OldTown|LandContour_Lvl', 'SaleCondition_Tencode|MSZoning_RH', 'LandSlope_Mod|HouseStyle_2Story', 'PavedDrive_Y|BsmtFinType1_ALQ', 'GarageType_Detchd|Exterior2nd_Wd Shng', 'TotalBsmtSF|2ndFlrSF', 'Condition2_Norm|ExterCond_Fa', 'BsmtCond_Po|LotConfig_Inside', 'LotFrontage|GarageFinish_Fin', 'RoofMatl_Tencode|PavedDrive_Y', 'Condition1_PosA|Condition2_Artery', 'Condition1_RRAe|Exterior2nd_Wd Sdng', 'HeatingQC_TA|Neighborhood_Sawyer', 'Neighborhood_NPkVill|Neighborhood_Crawfor', 'Foundation_CBlock|SaleType_COD', 'BldgType_2fmCon|2ndFlrSF', 'BsmtFinType1_BLQ|SaleType_ConLD', 'BsmtQual_Tencode|Neighborhood_Sawyer', 'MiscVal|Exterior2nd_VinylSd', 'GarageFinish_Tencode|BsmtCond_Fa', 'FireplaceQu_Tencode|Exterior1st_HdBoard', 'OverallQual|SaleCondition_Abnorml', 'BsmtFinType1_LwQ|Street_Grvl', 'LandContour_Lvl|RoofStyle_Gambrel', 'Alley_Pave|RoofStyle_Shed', 'MasVnrType_None|MasVnrType_BrkFace', 'TotRmsAbvGrd|KitchenQual_Fa', 'BldgType_Twnhs|CentralAir_N', 'GarageCond_TA|GarageCond_Gd', 'Neighborhood_Veenker|MiscFeature_Gar2', 'Electrical_SBrkr|BsmtFinType1_Unf', 'Neighborhood_NoRidge|GarageFinish_Tencode', 'RoofStyle_Hip|HouseStyle_1.5Unf', 'Neighborhood_Somerst|BsmtCond_Tencode', 'MasVnrType_Tencode', 'BsmtFinType1_Tencode|HeatingQC_TA', 'YearBuilt|HouseStyle_1.5Unf', 'Neighborhood_Sawyer|Exterior2nd_Wd Shng', 'LotConfig_CulDSac|Neighborhood_IDOTRR', 'Heating_GasA|Neighborhood_Sawyer', 'GarageCond_Po|PoolQC_Tencode', 'Neighborhood_OldTown|BsmtCond_TA', 'Exterior1st_MetalSd|Exterior2nd_AsphShn', 'BldgType_Duplex|HalfBath', 'Exterior2nd_BrkFace|SaleCondition_Partial', 'HouseStyle_SFoyer|Exterior2nd_Wd Shng', 'Neighborhood_SWISU|OverallCond', 'BsmtHalfBath|BsmtFinType1_Unf', 'GarageCond_Tencode|LotConfig_FR2', 'Neighborhood_SawyerW|SaleType_CWD', 'GarageType_BuiltIn|Exterior1st_MetalSd', 'Functional_Typ|BsmtQual_Tencode', 'BsmtFinType1_LwQ|MasVnrType_Stone', 'LotConfig_Corner|LowQualFinSF', 'BsmtFinType1_LwQ|HouseStyle_2Story', 'CentralAir_Tencode|SaleCondition_Abnorml', 'BsmtCond_Tencode|HouseStyle_1.5Fin', 'RoofStyle_Gable|MasVnrType_Stone', 'Neighborhood_OldTown|OpenPorchSF', 'PavedDrive_N|LandSlope_Sev', 'KitchenQual_TA|ExterQual_Fa', 'Foundation_Tencode|3SsnPorch', 'BsmtFinType2_Tencode|Condition1_Feedr', 'Exterior2nd_Stone|BsmtExposure_No', 'BsmtFinType2_Rec|FireplaceQu_TA', 'LandSlope_Gtl|Exterior2nd_Plywood', 'LandContour_HLS|Utilities_AllPub', 'Neighborhood_Sawyer|BsmtExposure_No', 'CentralAir_Tencode|Neighborhood_IDOTRR', 'GarageFinish_Unf|ExterQual_Tencode', 'Street_Tencode|Foundation_BrkTil', 'ExterQual_Gd|KitchenQual_Fa', 'HeatingQC_Tencode|Condition1_Tencode', 'FireplaceQu_Ex|MSZoning_RH', 'Neighborhood_ClearCr|BsmtExposure_Av', 'Fireplaces|HeatingQC_Ex', 'MiscVal|MoSold', 'BsmtQual_Ex|Street_Grvl', 'MasVnrType_None|Fence_GdWo', 'BsmtQual_TA|MSZoning_RL', 'MasVnrType_None|MasVnrType_Tencode', 'Neighborhood_NridgHt|GarageFinish_RFn', 'HouseStyle_SLvl|Exterior2nd_HdBoard', 'HeatingQC_Fa|GarageType_Basment', 'LotConfig_Corner|ExterCond_Gd', 'GarageQual_Po|BsmtCond_Po', 'BsmtFinType2_Tencode|BsmtFinType2_LwQ', 'HeatingQC_TA|LotConfig_Tencode', 'Condition1_PosA|Condition2_Tencode', 'BldgType_Duplex|Exterior1st_WdShing', 'SaleType_ConLI|Condition1_Feedr', 'Exterior1st_BrkFace|BsmtFinType1_GLQ', 'Neighborhood_Mitchel|GarageQual_Fa', 'GarageQual_Po|MasVnrType_BrkFace', 'GarageCond_Gd|Exterior2nd_HdBoard', 'Electrical_Tencode|GarageQual_TA', 'Utilities_Tencode|HouseStyle_1.5Fin', 'LandContour_Bnk|Condition2_Artery', 'GarageArea|Fence_MnPrv', 'Exterior2nd_BrkFace|BsmtFinSF2', 'Condition1_PosA|LowQualFinSF', 'LotShape_Tencode|LandContour_HLS', 'LotFrontage|KitchenQual_TA', 'Exterior1st_CemntBd|HouseStyle_1.5Fin', 'Fence_GdWo|MSZoning_RL', 'Neighborhood_SWISU|RoofStyle_Gambrel', 'LotShape_Tencode|Neighborhood_NoRidge', 'LotConfig_Corner|Functional_Maj1', 'LandContour_Lvl|Exterior1st_Wd Sdng', 'Neighborhood_Veenker|2ndFlrSF', 'KitchenQual_Ex|GarageQual_TA', 'BsmtFinSF2|BsmtFinType1_ALQ', 'GarageCond_TA|Neighborhood_NWAmes', 'Condition1_Tencode|Exterior1st_Tencode', 'YrSold|Neighborhood_SWISU', 'HeatingQC_Ex|GarageQual_TA', 'BldgType_Twnhs|Neighborhood_OldTown', 'BldgType_Tencode|RoofMatl_WdShngl', 'Foundation_Stone', 'SaleCondition_Alloca|Exterior2nd_AsphShn', 'FireplaceQu_Fa|SaleType_Oth', 'BsmtQual_Fa|MiscFeature_Shed', 'RoofMatl_CompShg|YearBuilt', 'FireplaceQu_Po|LotArea', 'Exterior2nd_MetalSd|ExterQual_Gd', 'LotArea|RoofMatl_CompShg', 'GarageType_Detchd|SaleType_WD', 'Exterior2nd_MetalSd|MoSold', 'TotRmsAbvGrd|GarageCond_Fa', 'Neighborhood_BrDale|Functional_Mod', 'YrSold|SaleType_COD', 'LotShape_IR1|LotArea', 'SaleType_ConLI|Exterior1st_Wd Sdng', 'BldgType_Duplex|BsmtHalfBath', 'BsmtFinType1_BLQ|MasVnrType_Tencode', 'Neighborhood_SWISU|ExterCond_Fa', 'HouseStyle_2.5Unf|MiscFeature_Gar2', 'SaleCondition_Family|KitchenQual_Tencode', 'BsmtFinType1_Rec|BsmtFinType1_GLQ', 'Street_Tencode|MiscFeature_Tencode', 'SaleCondition_Alloca|PavedDrive_P', 'Functional_Mod|Neighborhood_Gilbert', 'Neighborhood_NPkVill|MSZoning_FV', 'BsmtFullBath|Condition2_Artery', 'PavedDrive_N|2ndFlrSF', 'SaleCondition_Family|RoofStyle_Tencode', 'GarageType_Attchd|HouseStyle_2Story', 'Functional_Tencode|Condition2_Artery', 'Heating_Tencode|Electrical_FuseF', 'Exterior2nd_BrkFace|SaleType_New', 'SaleType_WD|BsmtFinType2_Rec', 'BsmtHalfBath|Neighborhood_Veenker', 'Alley_Pave|Functional_Min2', 'LotShape_IR2|BsmtFinType2_GLQ', 'Neighborhood_Mitchel|BsmtFinType2_Rec', '1stFlrSF|BsmtUnfSF', 'Heating_Grav|LandSlope_Mod', 'YearBuilt|Foundation_Tencode', 'Neighborhood_CollgCr|ExterQual_Tencode', 'Exterior2nd_VinylSd|MSZoning_FV', 'BsmtUnfSF|Exterior2nd_Brk Cmn', 'BsmtFinType2_Tencode|SaleCondition_Family', 'LandContour_Tencode|Exterior1st_Tencode', 'PavedDrive_Tencode|HouseStyle_1.5Fin', 'Condition1_Norm|ExterQual_Ex', 'FullBath|Exterior2nd_Plywood', 'GarageYrBlt|Exterior2nd_Plywood', '3SsnPorch|SaleType_COD', 'Neighborhood_Mitchel|Alley_Grvl', 'Neighborhood_Blmngtn|Exterior2nd_Brk Cmn', 'SaleType_CWD|GarageType_2Types', 'BldgType_Twnhs|MSZoning_FV', 'Alley_Tencode|RoofStyle_Tencode', 'MiscVal|FireplaceQu_TA', 'PavedDrive_N|Exterior2nd_Brk Cmn', 'GarageCond_Ex|MiscFeature_Gar2', 'BsmtHalfBath|BsmtFinType2_LwQ', 'BsmtQual_Ex|BldgType_Tencode', 'GarageType_Tencode', 'TotRmsAbvGrd|Exterior1st_WdShing', 'GarageFinish_Unf|CentralAir_Tencode', 'Exterior2nd_Stone|ExterQual_Tencode', 'LotShape_IR1|Neighborhood_Edwards', 'Exterior1st_AsbShng|Exterior1st_WdShing', 'HouseStyle_Tencode|Exterior2nd_Brk Cmn', 'Functional_Maj2|ExterQual_Fa', 'Alley_Tencode|Exterior2nd_Brk Cmn', 'BsmtFinType2_GLQ|LotConfig_CulDSac', 'GarageQual_Fa|ExterCond_Fa', 'BsmtExposure_Av|ExterQual_Tencode', 'BldgType_Twnhs|Neighborhood_SawyerW', 'BsmtFinType2_Rec|ExterCond_Fa', 'HouseStyle_SFoyer|CentralAir_Tencode', 'MasVnrType_None|MSZoning_RH', 'Neighborhood_BrDale|BsmtFinType2_Rec', 'GarageCond_Fa|GarageType_CarPort', 'GarageFinish_Unf|HouseStyle_2Story', 'LotShape_Reg|MoSold', 'ExterCond_TA|HouseStyle_SLvl', 'Exterior1st_HdBoard|ExterCond_Fa', 'GarageCond_Po|Condition1_RRAn', 'SaleType_Oth|ExterQual_Fa', 'Neighborhood_OldTown|GarageCond_Gd', 'Exterior2nd_Stone|BsmtQual_Gd', 'Exterior2nd_VinylSd|HouseStyle_SLvl', 'BsmtQual_Gd|MasVnrType_Tencode', 'SaleType_ConLD|Functional_Mod', 'SaleType_ConLw|ExterQual_Fa', 'GrLivArea|Neighborhood_Tencode', 'SaleType_Oth|GarageYrBlt', 'KitchenQual_Tencode|HouseStyle_2.5Unf', 'FullBath|RoofMatl_Tar&Grv', 'OverallQual|Exterior2nd_Stone', 'GarageFinish_Unf|Neighborhood_BrDale', 'Alley_Pave|Exterior1st_Tencode', 'KitchenQual_Tencode|GarageFinish_RFn', 'Neighborhood_NridgHt|MSZoning_RL', 'SaleType_CWD|Fence_MnWw', 'Foundation_BrkTil|Exterior1st_CemntBd', 'SaleCondition_Family|MSZoning_FV', 'KitchenQual_Tencode|Foundation_Slab', 'OpenPorchSF|Exterior1st_MetalSd', 'HeatingQC_Fa|MasVnrType_BrkCmn', 'GarageFinish_Tencode|Functional_Min1', 'Neighborhood_ClearCr|SaleType_Tencode', 'BsmtExposure_Av|HouseStyle_2.5Unf', 'BsmtFinType1_ALQ|BsmtQual_Gd', 'Electrical_FuseP|HouseStyle_2.5Unf', 'SaleCondition_Tencode|Neighborhood_Timber', 'Electrical_Tencode|Fireplaces', 'Neighborhood_Sawyer|Exterior1st_BrkComm', 'ScreenPorch|HouseStyle_1.5Fin', 'Neighborhood_Gilbert|CentralAir_Tencode', 'HouseStyle_SFoyer|HouseStyle_1.5Unf', 'Neighborhood_NridgHt|HeatingQC_TA', '1stFlrSF|LotConfig_Tencode', 'GarageFinish_Fin|Condition1_RRAe', 'BsmtFinType1_BLQ|BsmtCond_TA', 'BsmtCond_Gd|RoofMatl_WdShngl', 'BldgType_Twnhs|SaleType_ConLD', 'BsmtCond_Tencode|Condition2_Artery', 'Fireplaces|RoofStyle_Shed', 'Condition1_RRAe|MasVnrType_Tencode', 'ExterQual_Gd|Exterior2nd_AsphShn', 'GarageCond_Po|KitchenQual_Gd', 'Street_Tencode|Functional_Maj2', 'LandContour_Tencode|Exterior2nd_Plywood', 'LotShape_IR1|BsmtFinType2_GLQ', 'HouseStyle_Tencode|Neighborhood_Veenker', 'Exterior2nd_Stone|PavedDrive_Y', 'Exterior1st_HdBoard|BsmtCond_Fa', 'BldgType_Twnhs|BsmtFinType1_ALQ', 'GarageCond_Ex|RoofMatl_WdShngl', '1stFlrSF|MasVnrType_None', 'YearBuilt|SaleType_ConLD', 'GarageType_BuiltIn|ExterQual_Ex', 'Neighborhood_Blmngtn|Foundation_Tencode', 'LotShape_IR2|Neighborhood_NridgHt', 'PavedDrive_N|WoodDeckSF', 'RoofStyle_Hip|ExterQual_Ex', 'BsmtFinType2_LwQ|GarageType_CarPort', 'SaleType_ConLD|BsmtCond_Tencode', 'Exterior2nd_Tencode|GarageType_Tencode', 'Exterior1st_BrkFace|Exterior1st_CemntBd', 'SaleType_COD|SaleCondition_Abnorml', 'MSZoning_RM|LotConfig_Inside', 'SaleType_Tencode|GarageQual_TA', 'SaleType_ConLD|ScreenPorch', 'BsmtFinType1_Tencode|Neighborhood_SWISU', 'FireplaceQu_Fa|GarageType_CarPort', 'GarageFinish_Fin|HouseStyle_Tencode', 'Electrical_FuseP|ExterQual_Fa', 'BedroomAbvGr|LotConfig_CulDSac', 'Functional_Maj2|SaleType_CWD', 'Condition1_Artery|BsmtFinType1_Tencode', 'BsmtFinType1_Tencode|GarageCond_Po', 'SaleType_ConLw|ExterCond_Fa', 'RoofStyle_Hip|Exterior1st_AsbShng', 'Neighborhood_NridgHt|LotArea', 'Condition1_PosN|Foundation_CBlock', 'LandSlope_Sev|MSZoning_RL', 'SaleCondition_Family|GarageCond_Fa', 'Condition1_RRAe|MSZoning_RL', 'HouseStyle_1.5Unf|HouseStyle_1.5Fin', 'OverallQual|RoofMatl_WdShngl', 'RoofStyle_Gable|Exterior2nd_Plywood', 'PavedDrive_N|Neighborhood_SWISU', 'LotConfig_FR2|BsmtCond_TA', 'BsmtQual_TA|GarageCond_Gd', 'GarageCond_Fa|MasVnrType_Stone', 'Heating_GasA|Neighborhood_CollgCr', 'SaleCondition_Tencode|FireplaceQu_Po', 'LotArea|Foundation_CBlock', 'YrSold|Neighborhood_Gilbert', 'KitchenQual_Fa|SaleCondition_Partial', 'Condition2_Tencode|2ndFlrSF', 'BsmtFinType1_ALQ|Neighborhood_StoneBr', 'LandContour_Tencode|GarageArea', 'HeatingQC_Ex|Functional_Mod', 'LotShape_IR1|Fence_MnWw', 'LotShape_Reg|Exterior1st_Wd Sdng', 'MSZoning_C (all)|GarageFinish_RFn', 'GarageQual_Gd|Utilities_AllPub', 'KitchenQual_Tencode|BsmtUnfSF', 'Functional_Maj1|Condition1_Tencode', 'MiscFeature_Shed|MSZoning_RL', 'SaleType_Tencode|ExterCond_Fa', 'Exterior2nd_CmentBd|BsmtExposure_No', 'Condition1_Artery|LandContour_Low', 'GarageCars|Condition2_Tencode', 'Exterior2nd_Tencode|WoodDeckSF', 'MSZoning_FV|Exterior1st_WdShing', 'ExterQual_Gd|Neighborhood_BrkSide', 'RoofStyle_Flat|RoofMatl_Tar&Grv', 'LotShape_IR1|Condition2_Norm', 'GarageFinish_Unf|BsmtCond_Fa', 'Exterior1st_HdBoard|Functional_Mod', 'Fence_GdPrv|BsmtCond_Gd', 'Utilities_Tencode|BldgType_2fmCon', 'GarageFinish_Fin|KitchenQual_Fa', 'Neighborhood_CollgCr|Condition1_RRAn', 'LotShape_IR2|LotShape_Reg', 'Neighborhood_BrDale|Alley_Tencode', 'Exterior2nd_Tencode|Exterior2nd_Wd Shng', 'BsmtCond_Gd|MasVnrType_BrkFace', 'PavedDrive_N|LotShape_Reg', 'TotalBsmtSF|Exterior2nd_CmentBd', 'Alley_Tencode|ExterQual_Gd', 'Exterior2nd_Wd Sdng|MiscFeature_Gar2', 'Heating_GasA|Electrical_FuseA', 'ScreenPorch|Street_Pave', 'SaleType_ConLD|GarageQual_Po', 'Neighborhood_Veenker|LotConfig_Tencode', 'Neighborhood_Somerst|Exterior1st_Wd Sdng', 'Foundation_PConc|RoofMatl_Tar&Grv', 'FireplaceQu_Fa|Exterior2nd_Wd Sdng', 'RoofStyle_Flat|LotConfig_FR2', 'Exterior1st_Stucco|Condition1_Tencode', 'SaleCondition_Abnorml|BsmtCond_Fa', 'Exterior2nd_Stone|Foundation_PConc', 'GarageType_Attchd|MSZoning_RM', 'BsmtFinType2_ALQ|Neighborhood_NWAmes', 'FullBath|FireplaceQu_Fa', 'Neighborhood_NPkVill|Neighborhood_BrkSide', 'BsmtFinSF2|GarageType_2Types', 'Foundation_Stone|Neighborhood_NAmes', 'HeatingQC_Tencode|HalfBath', 'CentralAir_Tencode|BsmtCond_Fa', 'Neighborhood_NWAmes|MiscFeature_Shed', 'RoofMatl_Tar&Grv|Street_Pave', 'SaleType_Oth|Neighborhood_Timber', 'Heating_GasW|Exterior1st_MetalSd', 'GarageCars|3SsnPorch', 'Street_Grvl|BldgType_1Fam', 'Exterior1st_AsbShng|BsmtFinType1_ALQ', 'OverallQual|GarageCond_Tencode', 'Neighborhood_Blmngtn|BsmtFinType1_Unf', 'Exterior1st_AsbShng|HouseStyle_2Story', 'BsmtQual_Tencode|BsmtQual_Gd', 'Exterior1st_HdBoard|ExterQual_Ex', 'SaleType_ConLw|Exterior1st_MetalSd', 'Foundation_PConc|BsmtExposure_Mn', 'BldgType_TwnhsE|Street_Grvl', 'Fence_GdPrv|PavedDrive_P', 'LandContour_Low|LandContour_Tencode', 'Neighborhood_SWISU|GarageQual_Fa', '1stFlrSF|Foundation_Slab', 'Condition1_Artery|BsmtFinType2_ALQ', 'Electrical_FuseP|GarageType_CarPort', 'Neighborhood_ClearCr|Fence_GdWo', 'FireplaceQu_Gd|ExterCond_Fa', 'HouseStyle_1Story|ExterQual_Tencode', 'RoofMatl_CompShg|GarageFinish_RFn', 'BsmtFinType1_BLQ|HeatingQC_Gd', 'PoolQC_Tencode|Fence_MnPrv', 'LotConfig_CulDSac|MSZoning_FV', 'Electrical_Tencode|LotConfig_Corner', 'Neighborhood_Mitchel|LotConfig_CulDSac', 'Neighborhood_Blmngtn|RoofMatl_Tar&Grv', 'HouseStyle_Tencode|GarageCond_Gd', 'HouseStyle_SLvl|Street_Pave', 'KitchenQual_Tencode|Alley_Grvl', 'BsmtExposure_Gd|Utilities_AllPub', 'Neighborhood_Veenker|LandSlope_Gtl', 'BsmtFinType2_Tencode|GarageCars', 'BsmtHalfBath|Utilities_AllPub', 'BsmtFinType1_GLQ|Foundation_Slab', 'Exterior1st_CemntBd|BsmtExposure_Gd', 'FullBath|Foundation_CBlock', 'SaleType_ConLI|MSZoning_C (all)', 'OverallQual|SaleType_ConLD', 'Street_Tencode|PoolArea', 'ExterCond_Gd|MasVnrArea', 'HeatingQC_Gd|FireplaceQu_TA', 'PavedDrive_Tencode|Fence_GdWo', 'ExterQual_Ex|GarageType_Basment', 'BldgType_Duplex|MSZoning_C (all)', 'Electrical_FuseA|Exterior1st_BrkComm', 'LotConfig_FR2|Exterior1st_WdShing', 'Foundation_PConc|Foundation_Tencode', 'Condition1_RRAn|Street_Pave', 'Neighborhood_NridgHt|Foundation_BrkTil', 'Exterior2nd_CmentBd|Exterior1st_WdShing', 'Neighborhood_SWISU|Street_Grvl', 'SaleType_ConLI|HouseStyle_1.5Unf', 'YearBuilt|Exterior2nd_MetalSd', 'FireplaceQu_TA|Neighborhood_Timber', 'GarageFinish_Unf|BldgType_Tencode', 'Exterior2nd_AsbShng|BsmtCond_TA', 'GarageFinish_Tencode|MoSold', 'Exterior2nd_VinylSd|GarageType_BuiltIn', 'MiscFeature_Shed|Neighborhood_Timber', 'Functional_Mod|RoofStyle_Tencode', 'RoofMatl_Tencode|Functional_Min2', 'Exterior2nd_Tencode|Neighborhood_OldTown', 'GarageQual_Gd|Exterior1st_CemntBd', 'Foundation_Tencode|MasVnrType_Tencode', 'BsmtCond_TA|Exterior1st_Wd Sdng', 'KitchenQual_Tencode|Street_Grvl', 'Heating_GasW|ExterCond_Fa', 'Functional_Typ|Neighborhood_OldTown', 'LotFrontage|Functional_Maj1', 'KitchenQual_Ex|Exterior2nd_AsphShn', 'PavedDrive_Y|BsmtExposure_Av', 'GarageQual_Po|Fence_MnPrv', 'GarageFinish_Unf|BsmtFinType2_ALQ', 'Neighborhood_Mitchel|ExterCond_Fa', 'GarageType_Attchd|CentralAir_Y', 'Fireplaces|OverallCond', 'HeatingQC_Ex|BsmtFinType1_GLQ', 'Neighborhood_OldTown|Exterior2nd_VinylSd', 'MiscFeature_Gar2|Functional_Min2', 'BsmtFinType1_Unf|ExterCond_Fa', 'Foundation_CBlock|Neighborhood_SawyerW', 'SaleCondition_Tencode|Neighborhood_NWAmes', 'SaleType_Tencode|Condition2_Artery', 'KitchenQual_Ex|MiscFeature_Shed', 'FireplaceQu_Tencode|MSSubClass', 'Exterior2nd_Wd Sdng|MasVnrType_Tencode', 'LotConfig_FR2|Neighborhood_Gilbert', 'BsmtFinSF2|Neighborhood_Sawyer', 'Neighborhood_NAmes|MiscFeature_Tencode', 'RoofStyle_Gable|Neighborhood_SawyerW', 'LotShape_IR2|ExterQual_Ex', 'GarageFinish_Fin|SaleType_ConLI', 'HeatingQC_Ex|ExterQual_Fa', 'GarageFinish_Fin|ExterCond_Fa', 'BsmtFinSF1|BsmtFinType1_GLQ', 'BsmtFinType1_Tencode|Exterior2nd_VinylSd', 'FireplaceQu_Po', 'BedroomAbvGr|OpenPorchSF', 'RoofMatl_CompShg|Exterior1st_MetalSd', 'Neighborhood_Gilbert|SaleCondition_Abnorml', 'BsmtFinType1_Tencode|Neighborhood_BrkSide', 'LandSlope_Tencode|MasVnrArea', 'GarageFinish_Unf|BsmtFinType2_Tencode', 'SaleType_WD|OverallCond', 'Electrical_Tencode|RoofStyle_Gambrel', 'Electrical_Tencode|RoofMatl_CompShg', 'RoofStyle_Tencode|SaleType_Oth', 'Heating_GasA|SaleCondition_Abnorml', 'SaleCondition_Alloca|MasVnrArea', 'Neighborhood_Somerst|Alley_Tencode', 'BsmtFinType1_ALQ|SaleType_WD', 'FullBath|LowQualFinSF', 'Neighborhood_NWAmes|FireplaceQu_TA', 'FireplaceQu_Po|TotRmsAbvGrd', 'HeatingQC_Tencode|RoofMatl_WdShngl', 'HouseStyle_1.5Unf|GarageCond_Gd', 'Utilities_Tencode|GarageFinish_Unf', 'MiscFeature_Othr|HouseStyle_1.5Unf', 'GarageFinish_Unf|Neighborhood_NridgHt', 'Neighborhood_NridgHt|GarageType_Attchd', 'Utilities_AllPub', 'LandContour_Low|Neighborhood_Edwards', 'MSSubClass|MasVnrType_BrkFace', 'LandSlope_Sev|GarageCond_Fa', 'Neighborhood_Blmngtn|LotFrontage', 'RoofStyle_Flat|RoofStyle_Gambrel', 'Neighborhood_Tencode|Exterior2nd_Plywood', 'Neighborhood_Mitchel|HouseStyle_1.5Unf', 'Exterior1st_AsbShng|PavedDrive_Y', 'Neighborhood_Mitchel|KitchenQual_Fa', 'BsmtFinType1_ALQ|MSSubClass', 'BsmtQual_TA|MSZoning_FV', 'KitchenAbvGr|Exterior1st_MetalSd', 'BsmtQual_Fa|BsmtUnfSF', 'SaleCondition_Tencode|Neighborhood_ClearCr', 'LotShape_IR1|HouseStyle_Tencode', 'Functional_Maj1|CentralAir_Y', 'PavedDrive_N|SaleType_WD', 'Street_Grvl|Neighborhood_Gilbert', 'Electrical_FuseA|SaleCondition_Normal', 'LotShape_Tencode|Exterior1st_BrkComm', 'LotFrontage|Neighborhood_Veenker', 'HeatingQC_TA|Heating_Grav', 'BsmtFinType2_LwQ|MSZoning_Tencode', 'GarageType_Tencode|BsmtExposure_Gd', 'HeatingQC_Tencode|WoodDeckSF', 'BsmtFinType1_Tencode|Exterior1st_WdShing', 'Exterior2nd_MetalSd|SaleType_New', 'SaleType_ConLD|Neighborhood_SawyerW', 'GarageCars|WoodDeckSF', 'Neighborhood_OldTown|MSZoning_Tencode', 'RoofStyle_Hip|Foundation_PConc', 'BsmtExposure_Gd|GarageYrBlt', 'Neighborhood_Mitchel|MSZoning_RL', 'GarageCars|Electrical_FuseA', 'GarageCond_TA|MiscVal', 'MasVnrType_BrkCmn|Fence_MnPrv', 'BsmtFinType1_BLQ|Electrical_SBrkr', 'FullBath|CentralAir_N', 'Neighborhood_StoneBr|MSZoning_FV', 'BsmtFinType1_ALQ|Fence_MnWw', 'YrSold|SaleCondition_Alloca', 'Condition2_Tencode|BsmtExposure_Gd', 'FireplaceQu_Po|Utilities_AllPub', 'ExterCond_TA|Electrical_FuseA', 'YrSold|KitchenQual_TA', 'Neighborhood_Tencode|1stFlrSF', 'SaleType_Oth|Exterior1st_Tencode', 'BsmtFinType1_GLQ|WoodDeckSF', 'Fence_Tencode|KitchenQual_Ex', 'Neighborhood_Somerst|GarageType_BuiltIn', 'LotFrontage|Exterior2nd_BrkFace', 'GarageCond_Fa', 'YearBuilt|Neighborhood_MeadowV', 'RoofStyle_Gable|Condition2_Artery', 'PavedDrive_Tencode|SaleCondition_Normal', 'GarageType_Detchd|LotConfig_FR2', 'GarageFinish_Fin|Fence_MnWw', 'GarageFinish_Fin|Functional_Min2', 'HeatingQC_Gd|BsmtCond_TA', 'BldgType_2fmCon|LotConfig_Inside', 'Functional_Tencode|Condition1_RRAn', 'Street_Tencode|BsmtFinType1_LwQ', 'PavedDrive_Y|Condition1_PosN', 'SaleCondition_Normal|Functional_Mod', 'ExterCond_Tencode|ExterQual_Ex', 'SaleType_ConLI|RoofStyle_Gambrel', 'SaleType_New|MasVnrType_Tencode', 'Condition1_Tencode|KitchenQual_TA', 'Condition1_PosN', 'Electrical_FuseP|RoofMatl_WdShngl', 'LandSlope_Gtl|MSZoning_RL', 'HouseStyle_1.5Unf|CentralAir_Y', 'BsmtFinSF2|RoofMatl_Tar&Grv', 'Alley_Pave|LowQualFinSF', 'HeatingQC_Gd|MasVnrType_BrkCmn', 'Exterior2nd_AsbShng|Condition1_RRAe', 'GarageType_CarPort|Exterior2nd_Wd Sdng', 'SaleType_ConLw|LotArea', 'Condition1_Artery|Neighborhood_Crawfor', 'KitchenQual_Gd|HouseStyle_2.5Unf', 'GarageType_Detchd|EnclosedPorch', 'KitchenAbvGr|LotArea', 'GarageType_Detchd|MoSold', 'LandSlope_Tencode|Exterior2nd_HdBoard', 'FireplaceQu_Po|MasVnrType_BrkFace', 'LandContour_Lvl|BsmtCond_Tencode', 'Neighborhood_Blmngtn|SaleCondition_Partial', 'LotConfig_Corner|BsmtQual_Gd', 'MSZoning_RH|WoodDeckSF', 'Neighborhood_Crawfor|Exterior2nd_Plywood', 'GarageType_Tencode|HouseStyle_2Story', 'HeatingQC_TA|Exterior2nd_HdBoard', 'PavedDrive_N|RoofStyle_Flat', 'GarageArea|Exterior1st_Plywood', 'HouseStyle_Tencode|BsmtFinSF1', 'GrLivArea|Functional_Min1', 'Exterior1st_BrkFace|HouseStyle_2Story', 'BsmtQual_Ex|MSZoning_Tencode', 'BsmtHalfBath|KitchenQual_Fa', 'HouseStyle_1.5Unf|FireplaceQu_Ex', 'BldgType_Duplex|BsmtFinType1_Tencode', 'BsmtCond_Fa', 'FullBath|BsmtFinType2_Unf', 'GarageCond_TA|Neighborhood_IDOTRR', 'Fence_GdPrv|MiscFeature_Gar2', 'GarageFinish_Unf|BsmtHalfBath', 'Exterior1st_HdBoard|Neighborhood_Veenker', 'Functional_Mod|CentralAir_Tencode', 'MiscVal|BsmtCond_Tencode', 'LotShape_Reg|Exterior2nd_Wd Shng', 'GarageCond_Po|BsmtFinType2_GLQ', 'GarageType_CarPort|HouseStyle_2Story', 'HouseStyle_Tencode|GarageType_Basment', 'EnclosedPorch|LandContour_Bnk', 'BsmtFinType2_Rec|Exterior2nd_Wd Sdng', 'Exterior1st_Stucco|BldgType_1Fam', 'HeatingQC_Gd|SaleType_ConLD', 'GarageQual_Gd|MasVnrType_Stone', 'SaleCondition_Tencode|ExterCond_Tencode', 'LotShape_Reg|MasVnrType_BrkCmn', 'PoolQC_Tencode|Electrical_FuseF', 'Condition1_PosN|Exterior2nd_HdBoard', 'PavedDrive_Tencode|MSZoning_C (all)', 'SaleType_WD|BsmtFinSF1', 'OpenPorchSF|BldgType_TwnhsE', 'Neighborhood_NridgHt|BldgType_Twnhs', 'Utilities_Tencode|FireplaceQu_Fa', 'MasVnrType_Stone|Neighborhood_MeadowV', 'Neighborhood_NPkVill', 'Street_Tencode|Exterior1st_MetalSd', 'SaleCondition_Tencode|TotalBsmtSF', 'SaleCondition_Tencode|Exterior1st_VinylSd', 'KitchenQual_Tencode|Electrical_FuseF', 'SaleCondition_Normal|GarageType_CarPort', 'SaleCondition_Tencode|GrLivArea', 'Neighborhood_NridgHt|MasVnrType_Tencode', '2ndFlrSF|Neighborhood_IDOTRR', 'RoofStyle_Flat|RoofMatl_WdShngl', 'OverallQual|LandSlope_Tencode', 'Neighborhood_BrDale|TotRmsAbvGrd', 'Exterior1st_Stucco|3SsnPorch', 'Exterior2nd_AsbShng|Neighborhood_MeadowV', 'BsmtUnfSF|Foundation_Slab', 'Neighborhood_ClearCr|Street_Grvl', 'RoofMatl_CompShg|MoSold', 'Neighborhood_IDOTRR|Exterior2nd_AsphShn', 'Condition1_PosA|Functional_Min1', 'BsmtExposure_Av|Exterior2nd_Wd Sdng', 'Exterior2nd_Brk Cmn|Neighborhood_Timber', 'TotalBsmtSF|LotConfig_FR2', 'BsmtFinType2_ALQ|SaleType_WD', 'Foundation_CBlock|KitchenQual_TA', 'BldgType_Twnhs|Neighborhood_CollgCr', 'Heating_GasW|MasVnrType_Tencode', 'RoofStyle_Tencode|BsmtCond_Gd', 'Heating_Grav|RoofStyle_Tencode', 'Alley_Pave|FireplaceQu_Fa', 'Functional_Mod|BsmtExposure_Gd', 'Heating_Grav|GarageCond_Ex', 'Electrical_Tencode|PavedDrive_P', 'KitchenQual_Fa|MasVnrType_Tencode', 'FireplaceQu_Ex|BsmtFinType2_Unf', 'Exterior2nd_Stone|Fence_GdPrv', 'Functional_Mod|BsmtFinSF1', 'Neighborhood_NAmes|BsmtCond_Po', 'GarageArea|MiscFeature_Gar2', 'LowQualFinSF|2ndFlrSF', 'KitchenQual_Gd|Exterior1st_Plywood', 'Neighborhood_Crawfor|Exterior1st_Wd Sdng', 'MiscFeature_Tencode|Exterior1st_Tencode', 'Electrical_FuseA|RoofStyle_Tencode', 'FireplaceQu_Po|HouseStyle_2Story', 'BsmtFinType2_LwQ|BsmtFinType1_GLQ', 'GarageCond_Gd|Fence_GdWo', 'BsmtExposure_Gd|Exterior2nd_AsphShn', 'BsmtUnfSF|Exterior1st_VinylSd', 'Exterior2nd_Stucco|MasVnrType_Tencode', 'LowQualFinSF|OverallCond', 'Electrical_SBrkr|BsmtFinType1_GLQ', 'Fence_GdWo|HouseStyle_SLvl', 'Exterior2nd_Brk Cmn|SaleType_CWD', 'Foundation_PConc|Condition2_Norm', 'BedroomAbvGr|BsmtCond_Po', 'Fence_Tencode|BsmtFinType1_GLQ', 'Electrical_FuseA|RoofMatl_Tar&Grv', 'LotConfig_Corner|Neighborhood_NoRidge', 'GarageCars|MSZoning_RL', 'Exterior1st_BrkComm|Exterior2nd_HdBoard', 'Exterior2nd_CmentBd|Exterior2nd_HdBoard', 'HouseStyle_SFoyer|SaleType_ConLw', 'HeatingQC_Fa|KitchenQual_Fa', 'BedroomAbvGr|RoofStyle_Shed', 'LotArea|GarageType_BuiltIn', 'PoolQC_Tencode|SaleType_CWD', 'Heating_GasW|Neighborhood_Veenker', 'Electrical_SBrkr|GarageQual_TA', 'BsmtFullBath|GarageQual_Po', 'GarageQual_Fa|Neighborhood_StoneBr', 'Utilities_Tencode|Exterior1st_HdBoard', 'Functional_Maj2|MoSold', 'LandContour_Tencode|MoSold', 'ExterQual_TA|ExterCond_Fa', 'MiscFeature_Othr|Fence_GdWo', 'RoofStyle_Tencode|BsmtFinType1_Unf', 'GarageQual_Gd|RoofMatl_CompShg', 'PavedDrive_Tencode|GarageFinish_Tencode', 'BsmtFinType2_Tencode|WoodDeckSF', 'TotalBsmtSF|Neighborhood_Crawfor', 'Neighborhood_Tencode|BsmtQual_Ex', 'BldgType_Tencode|HouseStyle_1.5Fin', 'LandContour_Lvl|MSZoning_RM', 'GarageCars|BsmtFinType1_ALQ', 'Utilities_Tencode|OverallCond', 'Exterior1st_AsbShng|HouseStyle_2.5Unf', 'Fence_GdPrv|KitchenQual_Fa', 'HouseStyle_1Story|BsmtCond_TA', 'SaleCondition_Alloca|GarageFinish_Tencode', 'HeatingQC_Fa|BsmtCond_Fa', 'RoofStyle_Flat|MoSold', 'RoofStyle_Flat|MiscFeature_Othr', 'PavedDrive_Y|ExterCond_Gd', 'Street_Tencode|SaleType_Tencode', 'Exterior2nd_AsphShn', 'Electrical_FuseP|BsmtExposure_Mn', 'PavedDrive_Y|MoSold', 'PavedDrive_P|ScreenPorch', 'LandSlope_Sev|SaleType_WD', 'Foundation_BrkTil|Foundation_Tencode', 'BsmtCond_Tencode|Exterior1st_BrkComm', 'FireplaceQu_Tencode|Exterior1st_VinylSd', 'HouseStyle_1.5Unf|Neighborhood_Gilbert', 'LandContour_Bnk|KitchenQual_Fa', 'Neighborhood_Edwards|Condition1_RRAn', 'Exterior2nd_MetalSd|Neighborhood_Timber', 'LotShape_Tencode|Exterior2nd_HdBoard', 'BsmtFinType1_Rec|GarageQual_Po', 'GarageFinish_Fin|GarageFinish_Tencode', 'HeatingQC_Gd|Functional_Min2', 'GarageCars|Exterior1st_MetalSd', 'GarageQual_Gd|SaleType_CWD', 'BldgType_TwnhsE|BsmtFinType1_Unf', 'Exterior2nd_BrkFace|Neighborhood_NoRidge', 'PoolQC_Tencode|Exterior2nd_HdBoard', 'MasVnrType_BrkCmn|MiscFeature_Shed', 'GarageCond_TA|RoofMatl_WdShngl', 'KitchenQual_Tencode|Condition1_RRAn', 'ExterQual_Gd|MSZoning_RH', 'Neighborhood_Somerst|Fence_Tencode', 'Exterior2nd_VinylSd|Foundation_CBlock', 'MiscFeature_Gar2|Neighborhood_Timber', 'Exterior1st_BrkComm|BsmtFinType1_GLQ', 'LotFrontage|Exterior1st_Tencode', 'GarageFinish_RFn|Utilities_AllPub', 'GarageType_BuiltIn|PavedDrive_P', 'BldgType_Duplex|BsmtCond_Gd', 'BsmtExposure_Tencode|HouseStyle_SFoyer', 'KitchenQual_Ex|MSZoning_C (all)', 'MiscFeature_Tencode|Alley_Grvl', 'LandSlope_Sev|SaleType_ConLI', 'Exterior2nd_Stone|Fence_MnWw', 'RoofStyle_Shed|HouseStyle_1.5Fin', 'LandSlope_Tencode|RoofMatl_WdShngl', 'HouseStyle_SFoyer|Electrical_FuseP', 'Exterior2nd_CmentBd|ExterQual_Fa', 'Neighborhood_Crawfor|BsmtQual_Gd', 'GarageYrBlt|ExterQual_Fa', 'Condition1_Feedr|Foundation_Slab', 'TotalBsmtSF|ExterCond_Fa', 'GarageQual_TA|GarageType_BuiltIn', 'TotalBsmtSF|GarageQual_Fa', 'Neighborhood_NoRidge|Neighborhood_SWISU', 'Neighborhood_Somerst|Neighborhood_BrkSide', 'BldgType_2fmCon|BsmtFinType1_Rec', 'RoofMatl_Tar&Grv|SaleType_Oth', 'MiscVal|BedroomAbvGr', 'RoofMatl_Tencode|Heating_Grav', 'ExterQual_TA|Condition2_Tencode', 'Exterior1st_AsbShng|Heating_GasW', 'PavedDrive_P|MasVnrArea', 'Exterior2nd_MetalSd|Neighborhood_IDOTRR', 'BsmtFinType2_GLQ|Condition1_RRAe', 'Exterior2nd_VinylSd|Condition2_Norm', 'Condition1_Norm|MSZoning_FV', 'Neighborhood_Sawyer|Exterior2nd_Brk Cmn', 'RoofStyle_Gambrel|MasVnrType_BrkCmn', 'ExterQual_TA|LotFrontage', 'LotShape_IR1|LotShape_IR3', 'GarageType_Tencode|GarageQual_Tencode', 'BsmtQual_TA|GarageQual_TA', 'Exterior1st_WdShing|Exterior2nd_Plywood', 'Neighborhood_Mitchel|Exterior2nd_HdBoard', 'LandContour_Low|WoodDeckSF', 'Alley_Pave|BsmtFinType2_ALQ', 'GrLivArea|BedroomAbvGr', 'Heating_GasW|BldgType_1Fam', 'BsmtQual_TA|FireplaceQu_Fa', 'SaleType_ConLw|BsmtQual_TA', 'MiscVal|Condition2_Tencode', 'SaleCondition_Tencode|BsmtFinType1_BLQ', 'GarageCond_TA|LandSlope_Gtl', 'TotalBsmtSF|GarageFinish_Fin', 'Exterior2nd_AsbShng|RoofStyle_Tencode', 'Condition1_PosN|MasVnrType_BrkFace', 'FireplaceQu_Gd|BsmtHalfBath', 'RoofStyle_Flat|KitchenQual_Tencode', 'GarageCars|BsmtExposure_No', 'Condition1_Artery|SaleType_CWD', 'HeatingQC_Ex|BsmtFinSF1', 'Utilities_Tencode|BsmtQual_TA', 'GrLivArea|FireplaceQu_TA', 'GarageType_Detchd|Fence_Tencode', 'GarageCond_Po|Fence_Tencode', 'GarageCond_TA|BldgType_Twnhs', 'Neighborhood_NPkVill|OpenPorchSF', 'PoolQC_Tencode|PavedDrive_Tencode', 'Condition1_RRAe|Neighborhood_Crawfor', 'BsmtFinType1_Tencode|FireplaceQu_Gd', 'Neighborhood_NPkVill|SaleType_ConLI', 'Functional_Maj2|KitchenQual_TA', 'FireplaceQu_Tencode|HouseStyle_1.5Unf', 'BsmtFinType2_ALQ|BsmtQual_Ex', 'Neighborhood_Tencode|KitchenQual_Tencode', 'BsmtFinSF2|RoofMatl_WdShngl', 'GarageCond_Ex|Exterior1st_WdShing', 'BldgType_2fmCon|LotConfig_Corner', 'Utilities_Tencode|Condition2_Tencode', 'Heating_Tencode|Neighborhood_StoneBr', 'Condition1_Artery|Neighborhood_MeadowV', 'FireplaceQu_Po|ExterQual_Fa', 'HouseStyle_1.5Unf|GarageQual_Po', 'GarageCond_Tencode|SaleType_ConLD', 'KitchenAbvGr|Neighborhood_BrkSide', 'RoofMatl_Tencode', 'LandSlope_Tencode|MSZoning_RM', '2ndFlrSF|MasVnrType_Stone', 'RoofStyle_Hip|YearRemodAdd', 'HeatingQC_TA|BsmtFinType2_GLQ', 'BsmtQual_Fa|BldgType_Tencode', 'Condition1_Artery|SaleType_COD', 'Functional_Mod|ExterQual_Tencode', 'MiscFeature_Othr|GarageFinish_RFn', 'Neighborhood_Blmngtn|LandContour_HLS', 'MasVnrArea|MasVnrType_Tencode', 'RoofMatl_Tencode|GarageCond_Fa', 'LandContour_Low|BsmtFinType1_Tencode', 'Condition1_PosN|MSZoning_FV', 'MSZoning_RM|HouseStyle_SLvl', 'ExterCond_Gd|KitchenQual_TA', 'Heating_Tencode|1stFlrSF', 'Foundation_PConc|LotShape_Reg', 'GarageQual_Tencode|MSZoning_Tencode', 'HeatingQC_TA|Condition2_Artery', 'ExterCond_Gd|Exterior1st_Wd Sdng', 'Exterior2nd_Stone|BldgType_TwnhsE', 'Neighborhood_NridgHt|MasVnrArea', 'RoofStyle_Tencode|KitchenQual_TA', 'HouseStyle_Tencode|BsmtFinType2_BLQ', 'LotConfig_FR2|SaleCondition_Family', 'Exterior2nd_Wd Sdng|ExterQual_Tencode', 'GarageFinish_Unf|BsmtQual_Ex', 'OpenPorchSF|MSZoning_RH', 'Neighborhood_Tencode|HouseStyle_SLvl', 'SaleType_Tencode|MasVnrType_Tencode', 'MiscFeature_Othr|BsmtExposure_Mn', 'FireplaceQu_Gd|Exterior2nd_Wd Sdng', 'HouseStyle_1Story|ExterQual_Gd', 'LotConfig_FR2|GarageType_Basment', 'Condition1_PosA|GarageYrBlt', 'Neighborhood_ClearCr|SaleCondition_Alloca', 'GarageCond_Gd|PavedDrive_P', 'BsmtFinType1_BLQ|Heating_Grav', 'Exterior2nd_Stone|Neighborhood_NPkVill', 'Electrical_SBrkr|GarageCond_Gd', 'BldgType_2fmCon|HouseStyle_SFoyer', 'Exterior2nd_Tencode|Functional_Min1', 'GrLivArea|Functional_Maj1', 'ExterQual_TA|BsmtExposure_No', 'HouseStyle_1Story|MiscFeature_Tencode', 'GarageFinish_Unf|Neighborhood_StoneBr', 'Alley_Pave|ExterQual_Ex', 'Functional_Tencode|Fence_MnPrv', 'MiscFeature_Othr|Neighborhood_IDOTRR', 'Exterior2nd_AsbShng|BsmtQual_Fa', 'SaleType_ConLw|MasVnrType_None', 'Neighborhood_NridgHt|MiscFeature_Gar2', 'MoSold|GarageType_CarPort', 'BldgType_Duplex|Neighborhood_OldTown', 'BsmtQual_Ex|Neighborhood_Sawyer', 'BsmtQual_Fa|GarageQual_Po', 'CentralAir_N|HouseStyle_SLvl', 'CentralAir_N|Street_Pave', 'LandSlope_Sev|Condition1_RRAn', 'HeatingQC_Tencode|BldgType_TwnhsE', 'RoofMatl_Tencode|FireplaceQu_Gd', 'HeatingQC_Fa|MiscFeature_Shed', 'MiscVal|Functional_Min1', 'LotShape_IR2|GarageType_2Types', 'BsmtFinType1_ALQ|MSZoning_FV', 'BsmtQual_Ex|KitchenQual_Fa', 'Heating_GasW|Neighborhood_MeadowV', 'Functional_Tencode|GarageType_CarPort', 'YearRemodAdd|GrLivArea', 'BldgType_Twnhs|ExterCond_Tencode', 'LandSlope_Mod|ExterCond_Fa', 'BsmtFullBath|MoSold', 'Neighborhood_BrDale|BsmtCond_Gd', 'KitchenAbvGr|SaleCondition_Abnorml', 'Exterior2nd_AsbShng|BldgType_Twnhs', 'LandContour_Low|EnclosedPorch', 'BldgType_2fmCon|Condition2_Artery', 'Electrical_Tencode|MSSubClass', 'Electrical_FuseA|BsmtCond_Fa', 'SaleType_Tencode|SaleCondition_Partial', 'CentralAir_Tencode|Street_Pave', 'Foundation_Stone|BsmtCond_TA', 'Utilities_Tencode|ExterQual_Fa', 'RoofMatl_Tencode|RoofMatl_Tar&Grv', 'BsmtQual_Fa|WoodDeckSF', 'GarageQual_Po|ExterQual_Fa', 'RoofMatl_Tar&Grv|MSZoning_C (all)', 'HouseStyle_1Story|GarageFinish_RFn', 'GarageQual_Gd|Foundation_CBlock', 'Heating_Grav|Fence_GdPrv', 'BsmtFinType2_BLQ|Electrical_FuseF', 'Exterior2nd_CmentBd|GarageType_Attchd', 'Exterior2nd_BrkFace|MSZoning_FV', 'Neighborhood_BrDale|GarageFinish_Fin', 'BsmtFinType1_Tencode|KitchenQual_Gd', 'Neighborhood_Somerst|WoodDeckSF', 'Alley_Tencode|OpenPorchSF', 'Exterior2nd_AsbShng|RoofMatl_Tencode', 'MiscVal|BsmtFinType1_GLQ', 'MiscFeature_Othr|BsmtFinType2_LwQ', 'BsmtFinType2_Tencode|OverallCond', 'FireplaceQu_Fa|Exterior1st_Wd Sdng', 'SaleType_ConLw|Utilities_AllPub', 'Alley_Pave|FullBath', 'Utilities_Tencode|Heating_Grav', 'Exterior1st_Stucco|BsmtCond_Gd', 'GarageType_Detchd|Neighborhood_BrkSide', 'GarageType_BuiltIn|Utilities_AllPub', 'LandSlope_Tencode|HouseStyle_2Story', 'KitchenQual_Gd|MiscFeature_Tencode', 'LowQualFinSF|Condition1_Feedr', 'LotConfig_FR2|GarageQual_TA', 'Condition1_Tencode|Exterior1st_MetalSd', 'BsmtCond_Po|BldgType_1Fam', 'Exterior2nd_VinylSd|GarageQual_TA', 'MiscFeature_Shed|GarageArea', 'BsmtFinType2_GLQ|LowQualFinSF', 'Heating_Grav|BsmtCond_Tencode', 'LandContour_Low|RoofStyle_Flat', 'Exterior2nd_BrkFace|Exterior2nd_HdBoard', 'Exterior2nd_Wd Sdng', 'Foundation_PConc|Neighborhood_MeadowV', 'KitchenQual_Fa|LotConfig_Inside', 'Neighborhood_NoRidge|HouseStyle_1.5Fin', 'BsmtFinType1_Tencode|Functional_Min2', 'MiscFeature_Shed|BsmtCond_Gd', 'BldgType_2fmCon|MasVnrType_None', 'TotRmsAbvGrd|Neighborhood_Gilbert', 'Neighborhood_Blmngtn|GarageCond_Tencode', 'SaleCondition_Tencode|BsmtFinType2_Rec', 'HouseStyle_1.5Unf|MasVnrType_None', 'SaleCondition_Partial|PavedDrive_P', 'LotConfig_Corner|LotConfig_FR2', 'Exterior2nd_Stucco|ExterQual_Fa', 'GarageType_Attchd|Utilities_AllPub', 'LandSlope_Tencode|RoofMatl_Tar&Grv', 'HouseStyle_SFoyer|Neighborhood_Timber', 'Exterior1st_AsbShng|Electrical_SBrkr', 'MiscFeature_Tencode|SaleType_COD', 'LandSlope_Sev|Condition2_Norm', 'TotalBsmtSF|Neighborhood_Somerst', 'Neighborhood_BrDale|OverallCond', '3SsnPorch|BsmtFinSF1', 'GarageFinish_Tencode|MiscFeature_Gar2', 'LandContour_Tencode|Fence_MnPrv', 'Neighborhood_Veenker|BsmtQual_TA', 'Exterior1st_AsbShng|Alley_Grvl', 'Neighborhood_Mitchel|GarageYrBlt', 'BedroomAbvGr|Condition1_RRAn', 'GarageCond_Po|RoofMatl_Tar&Grv', 'TotalBsmtSF|BsmtExposure_Mn', 'RoofStyle_Flat|BsmtFullBath', 'Functional_Maj1|BsmtExposure_Gd', 'BsmtFinType2_Tencode|ExterCond_Gd', 'LotConfig_CulDSac|GarageType_CarPort', 'Neighborhood_ClearCr|Condition1_Norm', 'LotConfig_CulDSac|GarageType_2Types', 'FireplaceQu_TA|ExterQual_Fa', 'GarageCond_Po|BldgType_2fmCon', 'MasVnrType_BrkCmn|GarageQual_Po', 'HouseStyle_SFoyer|Exterior2nd_VinylSd', 'HeatingQC_Fa|BldgType_TwnhsE', 'BldgType_Duplex|MasVnrType_Stone', 'Alley_Tencode|CentralAir_Y', 'BsmtFinType1_Rec|PavedDrive_P', 'Neighborhood_CollgCr|Street_Pave', 'BsmtExposure_No|Exterior2nd_AsphShn', 'LotShape_Tencode|GrLivArea', 'GarageQual_Gd|Neighborhood_StoneBr', 'LotArea|Neighborhood_IDOTRR', 'BldgType_2fmCon|BsmtCond_Po', 'RoofStyle_Hip|Condition1_PosN', 'MoSold|MasVnrType_BrkCmn', 'Exterior2nd_HdBoard|ExterCond_Fa', 'LotFrontage|Condition1_PosN', 'Neighborhood_NWAmes|ExterQual_Fa', 'Utilities_Tencode|BsmtCond_Po', 'Neighborhood_SWISU|MiscFeature_Gar2', 'Neighborhood_ClearCr|PoolArea', 'TotalBsmtSF|MiscFeature_Othr', 'MasVnrType_None|BldgType_Tencode', 'SaleCondition_Family|Alley_Grvl', 'Exterior1st_CemntBd|BsmtCond_Fa', 'LotArea|BldgType_Tencode', 'Exterior1st_BrkFace|BsmtCond_Fa', 'Functional_Maj1|BsmtFinType1_LwQ', 'GarageFinish_Unf|Alley_Tencode', 'GarageQual_TA|Foundation_Slab', 'BsmtFinType2_BLQ|Alley_Grvl', 'Alley_Tencode|Exterior2nd_MetalSd', 'Foundation_PConc|Exterior2nd_HdBoard', 'RoofStyle_Shed|ExterQual_Ex', 'GarageQual_Fa|PavedDrive_P', 'Foundation_CBlock|Utilities_AllPub', 'PavedDrive_Tencode|SaleCondition_Abnorml', 'RoofStyle_Hip|Functional_Min2', 'BsmtFinType2_ALQ|SaleType_CWD', 'GarageCond_Tencode|Condition2_Norm', 'GarageFinish_Fin|HalfBath', 'Neighborhood_Edwards|ScreenPorch', 'BsmtFinType2_LwQ|ExterQual_Gd', 'Exterior1st_Stucco|BsmtQual_Ex', 'LandContour_Low|RoofMatl_WdShngl', 'HeatingQC_Gd|BsmtFinType2_LwQ', 'GarageQual_Tencode|MasVnrType_Stone', 'BsmtFinType2_ALQ|Functional_Maj2', 'Foundation_BrkTil|3SsnPorch', 'LotShape_Tencode|FullBath', 'Exterior2nd_VinylSd|LowQualFinSF', 'GarageType_CarPort|PoolArea', 'LandContour_Tencode|MSZoning_RH', 'FireplaceQu_Po|BsmtFinSF2', 'BsmtQual_Tencode|HeatingQC_Ex', 'Neighborhood_SWISU|Fence_MnPrv', 'WoodDeckSF', 'RoofStyle_Hip|BsmtCond_Gd', 'TotalBsmtSF|Exterior2nd_Wd Sdng', 'HeatingQC_TA|MasVnrType_Stone', 'Alley_Pave|BsmtFinType1_BLQ', 'Fireplaces|BsmtFinType1_ALQ', 'Foundation_Tencode|Fence_GdPrv', 'Electrical_FuseP|YearBuilt', 'PavedDrive_Y|MasVnrType_Stone', 'SaleType_WD|RoofStyle_Tencode', 'LotShape_IR2|GarageFinish_Fin', 'Condition2_Tencode|PoolArea', 'Neighborhood_Tencode|CentralAir_Tencode', 'Neighborhood_StoneBr|Exterior1st_BrkComm', 'OverallQual|HouseStyle_1Story', 'CentralAir_N|SaleType_CWD', 'OverallQual|YearBuilt', 'TotalBsmtSF|GarageCond_Gd', 'Exterior2nd_Tencode|GarageQual_Tencode', 'SaleType_Tencode|MSZoning_RM', 'BsmtCond_Tencode|Neighborhood_Crawfor', 'Electrical_FuseF|MasVnrArea', 'SaleType_ConLI|HouseStyle_2Story', 'BsmtUnfSF|Neighborhood_Crawfor', 'Foundation_Tencode|BsmtQual_Gd', 'Neighborhood_Tencode|GarageType_Tencode', 'OpenPorchSF|BsmtFinType1_Unf', 'Foundation_Stone|Foundation_CBlock', 'FireplaceQu_Po|BsmtFullBath', 'Neighborhood_ClearCr|Utilities_AllPub', 'GarageArea|MasVnrType_Stone', 'MiscVal|2ndFlrSF', 'BsmtFinType2_GLQ|Fence_Tencode', 'Functional_Min2|Utilities_AllPub', 'LandSlope_Gtl|Utilities_AllPub', 'SaleCondition_Normal', 'Neighborhood_NPkVill|Condition2_Tencode', 'Neighborhood_Mitchel|Neighborhood_Timber', 'Neighborhood_Veenker|BsmtExposure_Mn', 'Foundation_PConc|RoofStyle_Flat', 'BedroomAbvGr|MiscFeature_Gar2', 'ExterQual_TA|MiscFeature_Shed', 'MasVnrType_None|BsmtQual_Gd', 'GarageArea|BsmtCond_Gd', 'LotFrontage|Condition1_PosA', 'KitchenAbvGr|LandContour_Low', 'BsmtQual_Ex|Condition1_RRAe', 'Neighborhood_SWISU|MSZoning_RL', 'BsmtFinType2_Unf|HouseStyle_2.5Unf', 'Neighborhood_NPkVill|MiscFeature_Othr', 'HouseStyle_Tencode|HouseStyle_1.5Unf', 'ExterQual_Ex|Exterior1st_MetalSd', 'LotShape_Reg|MiscFeature_Tencode', 'FullBath|ExterQual_Fa', 'BsmtFinType2_GLQ|LandContour_HLS', 'GarageType_Attchd|BsmtFinType1_Unf', 'LandContour_Lvl|KitchenQual_TA', 'Exterior2nd_VinylSd|Neighborhood_Veenker', 'FireplaceQu_Gd|Heating_GasA', 'Functional_Typ', 'HouseStyle_Tencode|RoofStyle_Shed', 'ExterQual_Ex|LotShape_IR3', 'HalfBath|MasVnrType_BrkCmn', 'Foundation_Tencode|BsmtCond_Po', 'Neighborhood_SawyerW|RoofMatl_WdShngl', 'GarageType_Basment|GarageQual_Tencode', 'Electrical_SBrkr|GarageType_Basment', 'Heating_GasA|MSZoning_C (all)', 'YearBuilt|BsmtCond_Po', 'FireplaceQu_Gd|GarageYrBlt', 'Exterior2nd_Stucco|Exterior1st_Tencode', 'SaleType_ConLI|BsmtFinType2_BLQ', 'Exterior2nd_Stucco|HouseStyle_1.5Unf', 'Electrical_Tencode|BsmtQual_Fa', 'Condition1_PosN|Condition1_Feedr', 'HalfBath|KitchenQual_Fa', '3SsnPorch|Exterior2nd_HdBoard', 'Neighborhood_Somerst|MSZoning_RH', 'BsmtFinSF2|CentralAir_N', 'RoofMatl_Tencode|MasVnrType_None', 'Exterior2nd_Tencode|LandContour_HLS', 'YrSold|BsmtFinType2_GLQ', 'PavedDrive_Y|KitchenQual_Tencode', 'Functional_Tencode|2ndFlrSF', 'SaleCondition_Alloca|Neighborhood_StoneBr', 'BsmtFullBath|Functional_Maj2', 'Exterior1st_CemntBd|Fence_GdWo', 'LotFrontage|HouseStyle_1.5Unf', 'OverallQual|Fence_MnWw', 'SaleCondition_Alloca|Functional_Maj1', 'Fence_Tencode|MSZoning_FV', 'LandContour_Lvl|ExterQual_Fa', 'KitchenAbvGr|SaleCondition_Family', 'Neighborhood_Tencode|BsmtCond_Po', 'MiscFeature_Shed|BsmtFinType1_Unf', 'HouseStyle_SFoyer|Exterior2nd_BrkFace', 'LotConfig_FR2|PavedDrive_P', 'FireplaceQu_Tencode|Heating_GasW', 'Heating_GasW|LowQualFinSF', 'BsmtExposure_Tencode|RoofStyle_Shed', 'PavedDrive_Y|Functional_Maj1', 'CentralAir_N|MasVnrType_BrkFace', 'FireplaceQu_Gd|Exterior1st_MetalSd', 'HouseStyle_Tencode|BedroomAbvGr', 'BsmtFinSF2|Functional_Min2', 'Heating_Grav|SaleCondition_Alloca', 'Fence_GdPrv|BsmtFinType1_Unf', 'Functional_Mod|Neighborhood_IDOTRR', 'BsmtFullBath|RoofStyle_Gable', 'Alley_Tencode|PavedDrive_Tencode', 'Exterior2nd_Tencode|FireplaceQu_Ex', 'BsmtFinType1_LwQ|FireplaceQu_TA', 'ExterCond_TA|GarageFinish_Tencode', 'SaleType_WD|FireplaceQu_Fa', 'BsmtFinType2_ALQ|Neighborhood_Timber', 'Neighborhood_Veenker|Foundation_Tencode', 'Exterior2nd_Stone|Foundation_CBlock', 'Exterior1st_BrkFace|SaleCondition_Partial', 'FullBath|MasVnrType_BrkFace', 'PavedDrive_Y|BsmtFinType1_Rec', 'GarageCond_Po|YearBuilt', 'BsmtQual_Fa|Foundation_Slab', 'FireplaceQu_Tencode|BsmtExposure_No', 'MoSold|ExterCond_Fa', 'KitchenQual_Ex|GarageQual_Fa', 'Condition1_Artery|GarageFinish_RFn', 'Heating_GasA|ExterCond_TA', 'Exterior1st_HdBoard|MasVnrArea', 'Neighborhood_ClearCr|ExterQual_Tencode', 'Neighborhood_ClearCr|Foundation_Slab', 'MasVnrType_BrkCmn|HouseStyle_2.5Unf', 'SaleType_ConLD|GarageArea', 'YrSold|Neighborhood_NoRidge', 'FireplaceQu_Ex|BldgType_TwnhsE', 'MSSubClass|Neighborhood_SawyerW', 'Foundation_Stone|Neighborhood_Tencode', 'Fence_GdWo|Exterior1st_Plywood', 'Exterior1st_HdBoard|Street_Pave', 'PavedDrive_Y|Exterior2nd_HdBoard', 'Neighborhood_SWISU|GarageType_CarPort', 'SaleCondition_Normal|MiscFeature_Gar2', 'RoofMatl_CompShg|LowQualFinSF', 'Electrical_FuseA|LotConfig_Tencode', 'LandSlope_Gtl|BsmtCond_Gd', 'LowQualFinSF|ExterCond_Fa', 'GarageFinish_Unf|SaleCondition_Normal', 'YearRemodAdd|Functional_Min2', 'SaleCondition_Partial|Condition2_Norm', 'OverallQual|BsmtQual_Ex', 'SaleCondition_Family|Condition1_PosA', 'MSZoning_RM|Fence_MnWw', 'GarageFinish_Unf|Fence_MnWw', 'Foundation_Stone|RoofMatl_Tar&Grv', 'GarageCond_TA|BsmtExposure_Gd', 'GarageCond_Tencode|Condition1_PosA', 'FireplaceQu_Tencode|BsmtFinType1_GLQ', 'Functional_Maj2|GarageFinish_Tencode', 'Functional_Tencode|LandContour_Tencode', 'LandContour_Low|Electrical_FuseA', 'Neighborhood_OldTown|SaleCondition_Normal', 'SaleType_ConLI|Functional_Min1', 'Neighborhood_Edwards|BsmtCond_Tencode', 'YrSold|SaleType_Tencode', 'LandContour_Bnk|ExterQual_Ex', 'SaleCondition_Tencode|LotShape_IR3', 'Electrical_FuseA|RoofStyle_Gable', 'ExterQual_TA|MasVnrType_Tencode', 'LandContour_Lvl|BldgType_TwnhsE', 'HouseStyle_Tencode|BsmtFinType1_Rec', 'Neighborhood_OldTown|MasVnrType_None', 'HeatingQC_Tencode|Exterior2nd_Brk Cmn', 'KitchenQual_Ex|RoofStyle_Tencode', 'KitchenAbvGr|KitchenQual_Ex', 'PavedDrive_N|TotRmsAbvGrd', 'Exterior2nd_HdBoard|MasVnrType_Stone', 'BsmtFinType1_BLQ|LowQualFinSF', 'YearBuilt|PavedDrive_Y', 'LandSlope_Sev|GarageQual_TA', 'GarageCond_Gd|GarageQual_Po', 'Fence_GdPrv|BldgType_TwnhsE', 'Foundation_BrkTil|SaleCondition_Family', 'MSZoning_Tencode|BsmtExposure_Mn', 'SaleType_WD|HouseStyle_1.5Fin', 'Exterior1st_HdBoard|MSZoning_RL', 'Alley_Pave|Functional_Typ', 'LotFrontage|Exterior2nd_Tencode', 'Neighborhood_Somerst|Neighborhood_MeadowV', 'SaleType_ConLD|TotRmsAbvGrd', 'HeatingQC_Gd|GarageCond_Fa', 'Neighborhood_Crawfor|Exterior1st_BrkComm', 'Neighborhood_Blmngtn|GarageArea', 'EnclosedPorch|Foundation_Stone', 'Functional_Tencode|SaleType_Oth', 'BsmtCond_Gd|Exterior2nd_Wd Shng', 'LandSlope_Mod|WoodDeckSF', 'BsmtFinType1_ALQ|GarageQual_Po', 'Neighborhood_NridgHt|Condition1_Feedr', 'Neighborhood_OldTown|MiscFeature_Shed', 'BsmtExposure_Av|Exterior1st_VinylSd', 'BsmtFinType2_Tencode|MiscFeature_Othr', 'PavedDrive_Y|Condition1_Norm', 'Neighborhood_NPkVill|Street_Pave', 'BsmtQual_Fa|Exterior2nd_Wd Shng', 'LandSlope_Mod|RoofMatl_CompShg', 'ExterCond_Tencode|2ndFlrSF', 'Condition1_Artery|Exterior1st_WdShing', 'Neighborhood_BrDale|Exterior1st_MetalSd', 'Fence_Tencode|BsmtFinType1_ALQ', 'Foundation_Tencode|Fence_MnWw', 'FireplaceQu_Tencode|MasVnrArea', 'Foundation_PConc|YearBuilt', 'BsmtFullBath|SaleType_COD', 'Functional_Tencode|MasVnrType_Stone', 'GarageCond_TA|Electrical_FuseP', 'HouseStyle_1Story|Fence_Tencode', 'BsmtFinSF2|HouseStyle_2.5Unf', 'BsmtFinType1_Tencode|MSZoning_Tencode', 'GarageQual_Gd|BsmtFinType2_Rec', 'FireplaceQu_Tencode|MasVnrType_BrkCmn', 'GarageFinish_Tencode|Exterior1st_MetalSd', 'Heating_Grav|Electrical_FuseA', 'BsmtUnfSF|MiscFeature_Tencode', 'BsmtHalfBath|SaleCondition_Alloca', 'Exterior2nd_VinylSd|CentralAir_Y', 'MiscFeature_Tencode|Exterior2nd_Wd Shng', 'SaleType_ConLI|CentralAir_N', 'MasVnrType_None|BldgType_TwnhsE', 'Alley_Grvl|BsmtFinType1_GLQ', 'BsmtHalfBath|Neighborhood_Sawyer', 'SaleCondition_Alloca|BsmtFinType1_Unf', 'Neighborhood_Edwards|Exterior1st_CemntBd', 'HouseStyle_1.5Unf|BsmtFinType2_LwQ', 'KitchenQual_Gd|Condition1_Tencode', 'Exterior1st_BrkFace|LandContour_Bnk', 'Neighborhood_Edwards|ExterCond_Gd', 'Neighborhood_CollgCr|GarageType_2Types', 'Exterior2nd_AsbShng|Functional_Tencode', 'LandSlope_Gtl|CentralAir_N', 'LandSlope_Tencode|Exterior1st_Plywood', 'Neighborhood_Mitchel|SaleCondition_Normal', 'MoSold|SaleCondition_Abnorml', 'ExterQual_Tencode|Fence_MnWw', 'Neighborhood_BrDale|Neighborhood_Somerst', 'Condition1_Norm|BsmtExposure_No', 'Condition2_Norm|BsmtQual_Gd', 'Foundation_Tencode|LotConfig_CulDSac', 'Functional_Tencode|KitchenQual_Tencode', 'GarageType_Detchd|LotShape_Reg', 'GarageCond_TA|Neighborhood_Timber', 'BsmtFinType1_LwQ|Condition1_RRAn', 'BldgType_TwnhsE|Neighborhood_Timber', 'SaleType_Tencode|RoofStyle_Gable', 'KitchenQual_Gd|Neighborhood_SawyerW', 'PavedDrive_N|HouseStyle_SFoyer', 'ExterQual_TA|LotConfig_Tencode', 'LotShape_IR2|GarageCond_TA', 'Heating_Grav|GarageFinish_Fin', 'Street_Tencode|ExterQual_Ex', 'PavedDrive_Y|RoofStyle_Tencode', 'KitchenAbvGr|SaleType_Tencode', 'Neighborhood_ClearCr|ExterQual_Fa', 'BsmtFinType1_ALQ|MasVnrArea', 'Neighborhood_BrDale|MasVnrType_BrkCmn', 'LotShape_Tencode|PavedDrive_Tencode', 'GarageCond_Fa|Fence_MnWw', 'BldgType_TwnhsE|GarageYrBlt', 'SaleCondition_Family|Condition2_Tencode', 'HeatingQC_Gd|BsmtExposure_Gd', 'BsmtCond_Po|SaleType_CWD', 'Exterior2nd_AsbShng|Exterior2nd_Stone', 'MSZoning_RM|ExterQual_Gd', 'LotConfig_Tencode|Neighborhood_Crawfor', 'BldgType_Twnhs|Exterior2nd_VinylSd', 'BsmtQual_Fa|SaleCondition_Abnorml', 'TotalBsmtSF|SaleType_Tencode', 'Condition1_Artery|GarageFinish_Unf', 'KitchenQual_Fa|SaleType_Oth', 'Functional_Typ|BsmtCond_Gd', 'MiscFeature_Gar2', 'GarageCars|BsmtFinType1_LwQ', 'Neighborhood_ClearCr|GarageType_2Types', 'HouseStyle_SFoyer|2ndFlrSF', 'GarageQual_Po|Neighborhood_BrkSide', 'HeatingQC_Gd|RoofMatl_WdShngl', 'Foundation_PConc|MoSold', 'GarageQual_TA|BsmtExposure_Av', 'Exterior1st_AsbShng|Functional_Maj1', 'PoolArea|HouseStyle_1.5Fin', 'SaleCondition_Normal|Exterior1st_Wd Sdng', 'LotShape_IR1|BsmtUnfSF', 'BsmtExposure_Tencode|GarageCond_Po', 'GarageCond_Fa|MiscFeature_Gar2', 'YrSold|Neighborhood_Timber', 'Neighborhood_BrDale|LandSlope_Sev', 'Functional_Maj2|Exterior2nd_MetalSd', 'OverallQual|Exterior2nd_VinylSd', 'Fence_Tencode|Exterior1st_MetalSd', 'Exterior2nd_Tencode|Functional_Maj2', 'ExterCond_TA|LotConfig_FR2', 'Neighborhood_NAmes|FireplaceQu_TA', 'BsmtFinType1_Tencode|LowQualFinSF', 'BsmtFinType1_GLQ|ExterQual_Fa', 'Heating_Grav|BldgType_TwnhsE', 'LotShape_Reg|ExterCond_Gd', 'Exterior2nd_Stucco|3SsnPorch', 'HeatingQC_Fa|SaleType_ConLD', 'Electrical_FuseP|Condition2_Artery', 'BsmtHalfBath|Fence_MnWw', 'BsmtFinType2_ALQ|GarageQual_Fa', 'GrLivArea|ScreenPorch', 'BsmtFinType2_ALQ|MSZoning_C (all)', 'Neighborhood_Edwards|HeatingQC_Tencode', 'Functional_Tencode|OverallCond', 'Electrical_FuseA|GarageType_2Types', 'LotConfig_Inside', 'Neighborhood_ClearCr|MasVnrArea', 'YearRemodAdd|LotConfig_FR2', 'Neighborhood_NPkVill|RoofStyle_Tencode', 'GarageCars|MiscVal', 'YrSold|KitchenQual_Fa', 'ExterQual_Ex|WoodDeckSF', 'SaleCondition_Family|Utilities_AllPub', 'LotShape_IR1|KitchenQual_Fa', 'Exterior1st_BrkFace|MiscFeature_Gar2', 'Functional_Tencode|BsmtFinType2_ALQ', 'RoofStyle_Flat|FireplaceQu_Po', 'GarageType_Basment|SaleCondition_Abnorml', 'RoofStyle_Gable|LowQualFinSF', 'SaleCondition_Alloca|GarageCond_Ex', 'SaleCondition_Alloca|Exterior1st_WdShing', 'Functional_Tencode|MSZoning_FV', 'LandSlope_Mod|BsmtFinType1_Rec', 'BsmtHalfBath|RoofMatl_WdShngl', 'KitchenQual_Tencode|1stFlrSF', 'OverallQual|Neighborhood_Veenker', 'Heating_GasA|Condition1_PosN', 'BsmtFinType2_GLQ|SaleCondition_Family', 'Exterior2nd_Stucco|Exterior2nd_Wd Shng', 'KitchenQual_Gd|GarageCond_Gd', 'RoofMatl_Tencode|MasVnrType_Stone', 'Neighborhood_BrDale|MSZoning_RL', 'BsmtUnfSF|Exterior1st_Plywood', 'HalfBath|RoofMatl_Tar&Grv', 'Alley_Tencode|Condition2_Tencode', 'LotShape_Reg|ExterQual_Ex', 'RoofMatl_Tar&Grv|RoofStyle_Tencode', 'GarageType_Attchd|BsmtFinType2_LwQ', 'Electrical_SBrkr|MoSold', 'MasVnrType_None|Exterior1st_BrkComm', 'LotShape_Reg|BsmtHalfBath', 'Utilities_Tencode|Neighborhood_NPkVill', 'SaleType_ConLD|Functional_Maj1', 'GarageFinish_Fin|BsmtCond_Po', 'Exterior2nd_Stone|Alley_Tencode', 'SaleType_Tencode|Condition1_PosN', 'Exterior2nd_Stucco|RoofStyle_Hip', 'Foundation_Slab|LotConfig_Inside', 'GrLivArea|Foundation_Slab', 'BsmtCond_Tencode|BldgType_Tencode', 'SaleType_WD|BsmtQual_TA', 'BsmtFinType2_BLQ|KitchenQual_Tencode', 'Condition1_Artery|BldgType_Twnhs', 'Exterior1st_VinylSd|Alley_Grvl', 'Exterior2nd_Stucco|SaleType_New', 'GarageFinish_Unf|Heating_Grav', 'HouseStyle_1.5Unf|BldgType_Tencode', 'Exterior2nd_Brk Cmn|LotConfig_Inside', 'ExterQual_TA|Condition1_Norm', 'Exterior1st_HdBoard|Functional_Maj2', 'Street_Tencode|Neighborhood_StoneBr', 'GarageFinish_Fin|HouseStyle_2.5Unf', 'GarageCars|BsmtCond_Tencode', 'GarageQual_TA|WoodDeckSF', 'ExterCond_Gd|GarageCond_Fa', 'EnclosedPorch|Condition1_Norm', 'GarageType_Tencode|MasVnrType_None', 'Neighborhood_SWISU|MSZoning_RM', 'BsmtExposure_No|Exterior2nd_Wd Shng', 'Neighborhood_Tencode|BsmtFinType1_ALQ', 'Exterior1st_WdShing|Exterior1st_Plywood', 'Condition1_Feedr|Neighborhood_Crawfor', 'Neighborhood_NAmes|BsmtFinSF1', 'Functional_Maj2|BldgType_1Fam', 'SaleType_ConLI|BsmtFinType1_Rec', 'Condition1_PosA|FireplaceQu_Ex', 'Exterior2nd_AsbShng|OverallCond', 'Fence_GdPrv|KitchenQual_Tencode', 'MasVnrType_None|Exterior1st_Plywood', 'Exterior2nd_VinylSd|BldgType_Tencode', 'Neighborhood_NoRidge|RoofMatl_WdShngl', 'YearBuilt|Condition1_Feedr', 'FireplaceQu_Tencode|Electrical_FuseF', 'Heating_Tencode|ExterQual_Fa', 'GarageType_Tencode|Foundation_Tencode', 'ExterQual_TA|Exterior2nd_BrkFace', 'LotArea|ExterCond_Fa', 'Foundation_Tencode|ExterQual_Tencode', 'LotConfig_Corner|Condition1_PosA', 'Neighborhood_BrDale|LandContour_Bnk', 'SaleCondition_Alloca|Neighborhood_IDOTRR', 'Exterior2nd_AsbShng|BsmtQual_Tencode', 'Street_Tencode|KitchenQual_Fa', 'GarageFinish_Unf|BsmtFinType1_Unf', 'Neighborhood_StoneBr|MasVnrType_None', 'SaleType_ConLI|ExterCond_Tencode', 'YearRemodAdd|Fireplaces', 'GarageCars|MSZoning_Tencode', 'Electrical_Tencode|OpenPorchSF', 'OverallQual|Neighborhood_OldTown', 'HouseStyle_SFoyer|BsmtCond_Po', 'Electrical_FuseP|LandSlope_Mod', 'GarageType_Detchd|HouseStyle_SLvl', 'MiscVal|LandContour_Tencode', 'Electrical_FuseP|TotRmsAbvGrd', 'Exterior2nd_Wd Sdng|Fence_MnWw', 'Exterior1st_BrkFace|HouseStyle_1.5Unf', 'GarageQual_Po|ExterQual_Tencode', 'FireplaceQu_Ex|Foundation_CBlock', 'Neighborhood_OldTown|LandSlope_Gtl', 'KitchenAbvGr|Exterior2nd_Stone', 'HeatingQC_Gd|Neighborhood_IDOTRR', 'RoofMatl_CompShg', 'LandContour_Lvl|SaleType_New', 'SaleCondition_Tencode|GarageType_Detchd', 'Neighborhood_Edwards|Neighborhood_Crawfor', 'GarageCond_Po|ExterCond_Fa', 'Exterior1st_BrkFace|GarageCond_Tencode', 'GarageArea|FireplaceQu_Ex', 'MiscFeature_Shed|GarageFinish_RFn', 'Alley_Tencode|SaleType_Tencode', 'MSSubClass|LotShape_IR3', 'Neighborhood_OldTown|BsmtCond_Tencode', 'GrLivArea|BsmtFinType1_LwQ', 'RoofStyle_Gable|Functional_Mod', 'GarageFinish_Tencode|Exterior1st_BrkComm', 'BsmtCond_Fa|ExterQual_Fa', 'LotConfig_Tencode|Street_Grvl', 'HeatingQC_Ex|BsmtFinType1_LwQ', 'Alley_Tencode|Neighborhood_Gilbert', 'BsmtQual_Tencode|Exterior2nd_CmentBd', 'LandContour_Low|Exterior1st_CemntBd', 'SaleType_ConLI|GarageQual_Po', 'Neighborhood_ClearCr|GarageQual_Fa', 'Exterior2nd_Stucco|MasVnrArea', 'BsmtFinType1_Tencode|HouseStyle_1.5Fin', 'LandSlope_Mod|SaleCondition_Abnorml', 'ExterQual_TA|FireplaceQu_TA', 'GarageCond_Po|Neighborhood_ClearCr', 'Fireplaces|ExterCond_Tencode', 'HouseStyle_2.5Unf|Neighborhood_BrkSide', 'YrSold|Neighborhood_OldTown', 'ExterCond_TA|MasVnrArea', 'LandSlope_Sev|BsmtFinType2_Rec', 'PavedDrive_P|Neighborhood_Gilbert', 'LandContour_HLS|BsmtQual_TA', 'Neighborhood_Veenker|SaleCondition_Normal', 'SaleCondition_Alloca|MSSubClass', 'HouseStyle_SFoyer|FullBath', 'SaleCondition_Normal|ScreenPorch', 'GarageCond_Po|BsmtCond_Tencode', 'GarageCond_Tencode|Exterior1st_BrkComm', 'GarageType_Tencode|PoolQC_Tencode', 'LotShape_Tencode|Neighborhood_MeadowV', 'GarageCond_Tencode|Neighborhood_BrkSide', 'BsmtHalfBath|GarageFinish_Tencode', 'HeatingQC_Fa|LotArea', 'LandContour_Low|RoofStyle_Gable', 'LandContour_Tencode|Exterior2nd_Brk Cmn', 'Neighborhood_Tencode|Exterior2nd_HdBoard', 'Exterior2nd_BrkFace|BsmtExposure_No', 'FireplaceQu_Gd|MiscVal', 'SaleType_ConLw|SaleCondition_Normal', 'Street_Tencode|MasVnrType_Tencode', 'Fence_GdWo|Exterior2nd_Wd Shng', 'GarageCars|Exterior1st_Tencode', 'Fireplaces|FireplaceQu_Ex', 'PavedDrive_Tencode|SaleCondition_Alloca', 'Functional_Maj1|MSZoning_RL', 'BldgType_2fmCon|FullBath', 'SaleCondition_Partial|Exterior2nd_Wd Shng', 'PavedDrive_Y|BsmtQual_Gd', 'Neighborhood_Edwards|LowQualFinSF', 'Condition2_Tencode|MasVnrType_BrkFace', 'BsmtFinType1_Tencode|LotConfig_Corner', 'GarageFinish_Fin|Neighborhood_IDOTRR', 'CentralAir_N|LotShape_IR3', 'BsmtQual_Ex|BsmtExposure_No', 'Exterior2nd_Tencode|HalfBath', 'SaleCondition_Alloca|MasVnrType_None', 'Neighborhood_NPkVill|RoofMatl_Tar&Grv', 'HeatingQC_Gd|MSZoning_RM', 'Neighborhood_NPkVill|Utilities_AllPub', 'KitchenQual_Gd|SaleType_ConLD', 'MiscVal|MasVnrArea', 'SaleCondition_Family|LotConfig_Inside', 'EnclosedPorch|Electrical_FuseF', 'Electrical_SBrkr|BsmtExposure_Gd', 'OverallQual|LotShape_IR3', 'Fence_GdPrv|LotConfig_Tencode', 'Exterior2nd_VinylSd|PavedDrive_Tencode', 'LotShape_Reg|LowQualFinSF', 'HouseStyle_Tencode|BldgType_TwnhsE', 'LotConfig_Corner|Exterior1st_MetalSd', 'ExterCond_Gd|BsmtFinType2_Unf', 'BldgType_Twnhs|MiscVal', 'Electrical_FuseA|HouseStyle_Tencode', 'GarageYrBlt|HouseStyle_1.5Fin', 'Exterior2nd_BrkFace|ScreenPorch', 'FullBath|LotShape_IR3', 'YrSold|Condition1_PosA', 'Neighborhood_NAmes|GarageType_2Types', 'GrLivArea|LotConfig_FR2', 'BsmtFinType2_Rec|Condition1_Norm', 'KitchenQual_Ex|MSZoning_RM', 'Heating_GasA|Exterior2nd_AsphShn', 'LandContour_Low|Neighborhood_BrkSide', 'Alley_Grvl|BsmtExposure_No', 'BsmtCond_Tencode|Exterior1st_Plywood', 'Exterior2nd_BrkFace|RoofStyle_Gambrel', 'Condition2_Artery|Condition1_Tencode', 'BsmtHalfBath|SaleCondition_Normal', 'Exterior1st_Stucco|GarageType_Basment', 'Neighborhood_BrkSide|GarageType_2Types', 'YearRemodAdd|TotRmsAbvGrd', 'Functional_Typ|Electrical_FuseP', 'GarageQual_Tencode|Exterior2nd_Brk Cmn', 'PavedDrive_N|Neighborhood_BrkSide', 'ExterQual_Ex|ExterQual_Gd', 'FullBath|MiscFeature_Tencode', 'HouseStyle_1.5Unf|FireplaceQu_TA', 'GrLivArea|MSZoning_RH', 'HeatingQC_Gd|SaleCondition_Family', 'Neighborhood_OldTown|HouseStyle_SLvl', 'Heating_Tencode|Exterior1st_MetalSd', 'Neighborhood_StoneBr|SaleType_Oth', 'PavedDrive_N|LandContour_Tencode', 'MasVnrType_BrkCmn|MSZoning_Tencode', 'RoofStyle_Shed|Condition1_Norm', 'Heating_Tencode|Condition1_Tencode', 'Exterior1st_AsbShng|RoofMatl_WdShngl', 'GarageType_Attchd|BsmtFinType1_LwQ', 'HalfBath|SaleCondition_Alloca', 'Heating_Tencode|Exterior2nd_HdBoard', 'MSZoning_C (all)|HouseStyle_1.5Fin', 'SaleType_WD|PavedDrive_P', 'Functional_Maj1|KitchenQual_Fa', 'HouseStyle_SFoyer|MasVnrType_BrkFace', 'BldgType_Duplex|Neighborhood_Edwards', 'PoolQC_Tencode|SaleCondition_Normal', 'Neighborhood_Veenker|SaleCondition_Abnorml', 'MSSubClass|RoofMatl_WdShngl', 'FireplaceQu_Ex|CentralAir_Tencode', 'Heating_GasA|HouseStyle_Tencode', 'BldgType_1Fam|Exterior2nd_AsphShn', 'GarageType_Tencode|LotShape_IR3', 'FireplaceQu_Gd|Exterior2nd_Wd Shng', 'Exterior1st_HdBoard|Exterior1st_Wd Sdng', 'GarageCars|BsmtUnfSF', 'GarageCars|KitchenQual_TA', 'MiscVal|SaleType_ConLD', 'Fireplaces|LandContour_Bnk', 'Condition1_Artery|BsmtQual_Ex', 'RoofStyle_Flat|LandContour_Tencode', 'Utilities_Tencode|MSZoning_RM', 'MSZoning_C (all)|BsmtFinType1_GLQ', 'Electrical_SBrkr|HouseStyle_1.5Fin', 'SaleCondition_Partial|BsmtFinType1_GLQ', 'Exterior2nd_VinylSd|Neighborhood_SWISU', 'LotShape_IR2|RoofStyle_Hip', 'Neighborhood_OldTown|BsmtFinType1_GLQ', 'Foundation_Stone|Exterior1st_VinylSd', 'LotShape_Tencode|Fireplaces', 'HouseStyle_1.5Unf|FireplaceQu_Fa', 'FireplaceQu_Tencode|YearBuilt', 'BsmtFinType1_ALQ|Exterior1st_Wd Sdng', 'FireplaceQu_Tencode|ExterCond_Tencode', 'Condition1_Norm|Exterior1st_VinylSd', 'YearRemodAdd|Electrical_FuseA', 'Exterior1st_HdBoard|KitchenQual_Ex', 'Fireplaces|GarageType_Tencode', 'LandContour_Tencode|LowQualFinSF', 'Heating_GasW|SaleCondition_Partial', 'OverallQual|SaleType_COD', 'Electrical_FuseP|LotConfig_Tencode', 'HeatingQC_TA|PoolQC_Tencode', 'SaleType_ConLI|Exterior2nd_AsphShn', 'Functional_Min1|CentralAir_N', 'HalfBath|GarageArea', 'RoofStyle_Hip|MSZoning_RL', 'RoofMatl_Tar&Grv|BsmtFinType1_LwQ', 'Fence_Tencode|BsmtQual_Gd', 'PavedDrive_P|Exterior1st_Plywood', 'RoofMatl_Tencode|HeatingQC_Fa', 'SaleType_ConLD|SaleType_Oth', 'GarageCars|Exterior1st_WdShing', 'Alley_Pave|MSZoning_C (all)', 'LandContour_Low|MSSubClass', 'Electrical_SBrkr|Condition1_PosA', 'SaleType_Tencode|Street_Pave', 'HeatingQC_Gd|GarageType_2Types', 'CentralAir_Y|Condition1_Tencode', 'OverallCond|SaleType_CWD', 'FireplaceQu_Tencode|Exterior1st_Stucco', 'MoSold|GarageType_Attchd', 'BldgType_TwnhsE|MSZoning_Tencode', 'LotShape_Reg|LotFrontage', 'BsmtFinType1_ALQ|Exterior2nd_HdBoard', 'Fireplaces|PoolQC_Tencode', 'Neighborhood_Blmngtn|BsmtExposure_No', 'RoofStyle_Hip|Functional_Maj1', 'FullBath|Exterior2nd_BrkFace', 'Functional_Maj2|ScreenPorch', 'MiscFeature_Tencode|RoofMatl_WdShngl', 'LandContour_Low|HouseStyle_SLvl', 'GarageCond_Gd|Functional_Mod', 'GarageCond_Fa|GarageYrBlt', 'Exterior1st_BrkFace|Alley_Grvl', 'Neighborhood_NWAmes|ExterQual_Tencode', 'KitchenAbvGr|FireplaceQu_Po', 'BsmtFinType2_BLQ|MiscFeature_Shed', 'LotArea|Neighborhood_NWAmes', 'FireplaceQu_Po|GarageCond_Ex', 'GarageCond_TA|MasVnrType_BrkCmn', 'Exterior2nd_BrkFace|Exterior1st_Wd Sdng', 'Condition1_RRAe|Neighborhood_StoneBr', 'Neighborhood_OldTown|Functional_Min1', 'FireplaceQu_Po|SaleType_Tencode', 'Neighborhood_NAmes|RoofMatl_WdShngl', 'LotConfig_CulDSac|Exterior2nd_HdBoard', 'LotShape_IR2|Exterior1st_CemntBd', 'BsmtHalfBath|BsmtUnfSF', 'GarageCond_Tencode|Street_Grvl', 'FireplaceQu_Tencode|BsmtCond_Fa', 'Alley_Pave|BsmtHalfBath', 'MasVnrArea|BsmtCond_Fa', 'FireplaceQu_Tencode|Condition1_Norm', 'BsmtFinType1_GLQ|MasVnrArea', 'LotShape_IR2|GarageCond_Po', 'LotFrontage|KitchenQual_Gd', 'HeatingQC_Gd|MSZoning_FV', 'RoofMatl_Tar&Grv|ExterCond_Gd', 'RoofStyle_Shed|OverallCond', 'OpenPorchSF|BsmtExposure_No', 'Exterior2nd_Stucco|FireplaceQu_Gd', 'Neighborhood_SWISU|PoolArea', 'Exterior2nd_VinylSd|BsmtExposure_Gd', 'LandContour_Bnk|BsmtFinType2_Unf', 'LandContour_Tencode|ExterQual_Ex', 'SaleCondition_Normal|MSSubClass', 'LandContour_Low|Exterior1st_Plywood', 'Exterior1st_BrkFace|BldgType_2fmCon', 'HeatingQC_Gd|Heating_Grav', 'Electrical_Tencode|MiscFeature_Gar2', 'GarageType_Detchd|Foundation_CBlock', 'Neighborhood_NWAmes|RoofMatl_WdShngl', 'SaleType_Tencode|Neighborhood_NAmes', 'GarageCond_Ex|Foundation_Slab', 'HeatingQC_Fa|Alley_Tencode', 'YearRemodAdd|BsmtExposure_Av', 'SaleType_CWD|Fence_MnPrv', 'LandContour_Tencode|BsmtFinType1_Unf', 'SaleCondition_Tencode|MSSubClass', 'Neighborhood_SawyerW|Street_Pave', 'Neighborhood_ClearCr|Heating_GasW', 'ExterQual_Ex|Exterior1st_VinylSd', 'KitchenAbvGr|Neighborhood_Veenker', 'LandContour_Low|GarageType_CarPort', 'Condition1_Artery|HouseStyle_SLvl', 'Neighborhood_NridgHt|RoofMatl_CompShg', 'BldgType_Twnhs|Neighborhood_Timber', 'RoofStyle_Gambrel|Condition1_RRAe', 'KitchenQual_Ex|Exterior1st_Wd Sdng', 'Condition1_PosN|MoSold', 'PavedDrive_N|HouseStyle_2Story', 'Condition1_PosN|MSZoning_RL', 'LowQualFinSF|FireplaceQu_TA', 'Condition1_PosA|RoofStyle_Gambrel', 'Exterior2nd_MetalSd|Exterior2nd_HdBoard', 'HouseStyle_1.5Unf|Street_Grvl', 'LotShape_Reg|BsmtCond_TA', 'Condition1_RRAn|MSZoning_FV', 'Functional_Tencode|GarageQual_Tencode', 'MSZoning_C (all)|GarageType_Basment', 'Exterior1st_BrkFace|ExterCond_Fa', 'Electrical_SBrkr|Street_Grvl', 'BsmtCond_Tencode|HouseStyle_2.5Unf', '3SsnPorch|RoofStyle_Tencode', 'LotShape_IR1|Neighborhood_NWAmes', 'FireplaceQu_Po|Condition2_Artery', 'MSZoning_C (all)|BsmtCond_Fa', 'Street_Tencode|GrLivArea', 'BsmtHalfBath|LowQualFinSF', 'BsmtFinType2_GLQ|Condition2_Artery', 'BsmtExposure_No|MSZoning_RH', 'Foundation_PConc|BsmtQual_Fa', 'GarageType_Detchd|Functional_Tencode', 'GarageQual_Po|2ndFlrSF', 'Exterior2nd_AsbShng|BsmtCond_Gd', 'LowQualFinSF|BsmtExposure_Av', 'Exterior2nd_BrkFace|MSZoning_RH', 'SaleCondition_Partial|RoofMatl_WdShngl', 'BsmtExposure_Tencode|Neighborhood_Timber', 'BsmtHalfBath|LandContour_Lvl', 'BldgType_2fmCon|SaleType_New', 'SaleType_New|MSZoning_Tencode', 'GarageCond_Fa|MasVnrType_None', '1stFlrSF|CentralAir_Y', 'Condition1_Tencode|HouseStyle_SLvl', 'GarageType_BuiltIn|CentralAir_N', 'KitchenQual_Fa|Neighborhood_IDOTRR', 'PavedDrive_P|Exterior1st_Wd Sdng', 'LowQualFinSF|Exterior1st_Wd Sdng', 'KitchenQual_Fa|MasVnrArea', 'KitchenQual_TA|BsmtCond_TA', 'GarageCond_Po|MSSubClass', 'Exterior2nd_Stone|FireplaceQu_Gd', 'BsmtFinType2_Tencode|OpenPorchSF', 'BsmtFinType2_ALQ|Exterior1st_Stucco', 'SaleType_ConLI|SaleType_CWD', 'Condition2_Norm|HouseStyle_2Story', 'YearRemodAdd|LandSlope_Sev', 'LandSlope_Tencode|BsmtFinType1_ALQ', 'GarageQual_TA|Neighborhood_NWAmes', 'HouseStyle_1.5Unf|Exterior2nd_Plywood', 'Exterior2nd_BrkFace|MasVnrType_Tencode', 'Exterior1st_AsbShng|BsmtFinType1_Rec', 'BsmtFinType1_Rec|Exterior2nd_AsphShn', 'Foundation_Stone|Exterior2nd_MetalSd', 'GarageType_Tencode|LowQualFinSF', 'LotShape_Tencode|SaleType_ConLw', 'RoofMatl_CompShg|LandSlope_Tencode', 'BsmtQual_TA|RoofStyle_Gable', 'Neighborhood_Tencode|CentralAir_N', 'Fence_Tencode|Condition2_Norm', 'BsmtExposure_Tencode|Exterior1st_AsbShng', 'MiscFeature_Othr|Neighborhood_StoneBr', 'Heating_Grav|Street_Pave', 'BsmtHalfBath|Exterior2nd_Brk Cmn', 'BsmtFinType2_ALQ|PavedDrive_Y', 'Exterior2nd_BrkFace', 'GarageType_Detchd|MSZoning_RH', 'LandSlope_Gtl|Functional_Mod', 'Foundation_Stone|GarageFinish_RFn', 'Foundation_PConc|MSZoning_RL', 'Condition1_Artery|Functional_Min2', 'LandContour_HLS|PoolArea', 'Condition1_Artery|SaleType_WD', 'Neighborhood_NPkVill|PavedDrive_P', 'YearBuilt|ExterQual_Fa', 'RoofStyle_Gambrel|LotShape_IR3', 'Exterior1st_HdBoard|MasVnrType_BrkCmn', 'Exterior2nd_Stone|Exterior1st_Tencode', 'LotConfig_CulDSac|BsmtExposure_No', 'Neighborhood_Mitchel|MiscVal', 'Condition1_PosA|BsmtFinSF1', 'Neighborhood_OldTown|ScreenPorch', 'Neighborhood_NPkVill|Neighborhood_Sawyer', 'BsmtFinType2_Tencode|Fence_MnWw', 'Exterior2nd_BrkFace|HouseStyle_2Story', 'HeatingQC_Tencode|HouseStyle_1.5Unf', 'Foundation_Tencode|Condition1_RRAe', 'LotArea|CentralAir_N', 'BsmtExposure_Av|GarageQual_Po', 'HouseStyle_2.5Unf|Condition1_RRAn', 'LandSlope_Mod|LotConfig_FR2', 'OverallQual|SaleType_Tencode', 'Heating_GasA|FullBath', 'OverallQual|CentralAir_Tencode', 'BsmtFinType1_Unf|RoofMatl_WdShngl', 'EnclosedPorch|GarageType_Tencode', 'Electrical_FuseP|KitchenQual_TA', 'GarageCond_Po|Exterior2nd_Plywood', 'Neighborhood_Mitchel|Functional_Min2', 'GarageArea|Neighborhood_SawyerW', 'Functional_Maj2|Exterior2nd_AsphShn', 'BsmtFinType1_ALQ|GarageType_Attchd', 'SaleCondition_Abnorml|Neighborhood_Timber', 'YearBuilt|PavedDrive_P', 'LandSlope_Tencode|GarageArea', 'Exterior1st_BrkComm|MasVnrArea', 'SaleType_ConLw|BsmtCond_Gd', 'GarageType_Basment|BsmtFinType1_Unf', 'Neighborhood_Blmngtn|LandContour_Tencode', 'Street_Tencode|RoofMatl_CompShg', 'Condition1_Artery|GarageFinish_Fin', 'BsmtFinType1_GLQ|Exterior2nd_AsphShn', 'ExterCond_TA|Electrical_SBrkr', 'Alley_Tencode|GarageArea', 'GarageType_Attchd|Functional_Min2', 'Electrical_FuseA|GarageQual_Po', 'SaleType_ConLw|SaleType_COD', 'RoofMatl_CompShg|GarageType_Tencode', 'HouseStyle_1.5Unf|MasVnrType_BrkFace', 'KitchenQual_Fa|GarageYrBlt', 'SaleCondition_Tencode|LotShape_Tencode', 'Neighborhood_Mitchel|FireplaceQu_Po', 'RoofStyle_Flat|BsmtFinType1_LwQ', 'BsmtFinType2_ALQ|Exterior1st_Tencode', 'KitchenAbvGr|BsmtFinSF1', 'LotShape_Tencode|Neighborhood_NAmes', 'HouseStyle_1.5Unf|MSZoning_Tencode', 'Exterior1st_BrkFace|Exterior2nd_HdBoard', 'BsmtFinType1_BLQ|GarageType_CarPort', 'Exterior2nd_Stone|SaleType_WD', 'FireplaceQu_Fa|Neighborhood_Timber', 'MSZoning_Tencode|BsmtExposure_No', 'BsmtFinType2_BLQ|TotRmsAbvGrd', 'Electrical_SBrkr|BsmtFullBath', 'BedroomAbvGr|Functional_Min1', 'HouseStyle_1Story|Neighborhood_BrkSide', 'Condition2_Tencode|OverallCond', 'SaleType_ConLD|LowQualFinSF', 'Street_Tencode|Electrical_FuseA', 'LotShape_IR2|MasVnrType_None', 'SaleType_Tencode|OverallCond', 'RoofStyle_Tencode|Neighborhood_StoneBr', 'Condition1_PosA|GarageType_BuiltIn', 'KitchenAbvGr|SaleType_ConLD', 'GarageCond_TA|GarageYrBlt', 'Heating_GasW|MSZoning_RL', 'MasVnrType_BrkCmn|MasVnrType_BrkFace', 'Neighborhood_Veenker|ExterCond_Gd', 'OverallQual|BsmtFinType2_Rec', 'RoofStyle_Hip|GarageType_Basment', 'Heating_GasA|BsmtFinType1_GLQ', 'Foundation_Tencode|RoofStyle_Tencode', 'Fence_GdWo|ExterQual_Tencode', 'GarageType_Attchd|SaleCondition_Normal', 'OverallQual|Neighborhood_IDOTRR', 'RoofStyle_Flat|Utilities_AllPub', 'BsmtFinType1_Tencode|Foundation_BrkTil', 'Exterior2nd_MetalSd|Neighborhood_SawyerW', 'Condition2_Artery|PoolArea', 'GarageType_Basment|BsmtCond_TA', 'LandContour_HLS|Functional_Min2', 'Neighborhood_BrDale|MasVnrType_Stone', 'LandSlope_Tencode|Exterior1st_Wd Sdng', 'Foundation_Tencode|SaleType_COD', 'Neighborhood_BrDale|BsmtCond_Fa', 'ExterQual_Ex', 'Electrical_FuseA|GarageType_BuiltIn', 'GarageFinish_Tencode|SaleType_COD', 'ExterQual_TA|Electrical_FuseA', 'BsmtExposure_Tencode|SaleCondition_Alloca', 'RoofMatl_Tencode|Electrical_FuseF', 'ExterQual_TA|GarageQual_Fa', 'Foundation_BrkTil|ExterQual_Fa', 'BsmtFinType1_Tencode|BsmtFinType1_Rec', 'RoofStyle_Shed|Exterior1st_Tencode', 'LotConfig_CulDSac|GarageQual_Tencode', 'FullBath|RoofStyle_Shed', 'FireplaceQu_Ex|MiscFeature_Gar2', 'GarageCond_Tencode|Neighborhood_SawyerW', 'KitchenQual_Ex|Neighborhood_Sawyer', 'MSZoning_RM|Exterior1st_BrkComm', 'BsmtFinType2_Tencode|GarageFinish_Tencode', 'Heating_GasA|Exterior1st_WdShing', 'LandContour_Low|BsmtCond_Fa', 'RoofStyle_Gambrel|Exterior2nd_Plywood', '1stFlrSF|MiscFeature_Shed', 'Exterior2nd_CmentBd|Exterior1st_VinylSd', 'MSZoning_FV|Exterior2nd_AsphShn', 'BsmtQual_Ex|SaleCondition_Alloca', 'GarageFinish_Unf|GarageType_Attchd', 'Exterior1st_CemntBd|MSZoning_FV', 'GarageQual_Tencode|Street_Pave', 'BsmtQual_TA|BsmtExposure_Mn', 'MasVnrType_BrkCmn|SaleCondition_Partial', 'BldgType_Duplex|GarageCond_TA', 'Heating_Grav|MasVnrType_Stone', 'MoSold|MiscFeature_Gar2', 'HouseStyle_SFoyer|Neighborhood_NAmes', 'FireplaceQu_Ex|ExterCond_Fa', 'LotShape_Tencode|BldgType_1Fam', 'BsmtFinSF2|BsmtExposure_Av', 'FullBath|KitchenQual_Ex', 'Neighborhood_Blmngtn|Exterior1st_Wd Sdng', 'Exterior1st_Stucco|BsmtFinType1_ALQ', 'Electrical_FuseP|MiscFeature_Tencode', 'BsmtExposure_Tencode|LandSlope_Tencode', 'Heating_GasA|Functional_Mod', 'Neighborhood_NPkVill|Foundation_Stone', 'HeatingQC_Fa|SaleType_Oth', 'MSZoning_FV|Exterior2nd_HdBoard', 'Condition1_PosA|MasVnrType_Stone', 'PavedDrive_Tencode|GarageType_Basment', 'SaleType_ConLI|PavedDrive_Tencode', 'Neighborhood_Blmngtn|KitchenQual_Gd', 'Foundation_BrkTil|SaleType_ConLD', 'PavedDrive_Y|MasVnrType_Tencode', 'Neighborhood_NPkVill|BedroomAbvGr', 'LotConfig_Corner|Neighborhood_Mitchel', 'Foundation_CBlock|Fence_MnWw', 'HeatingQC_Gd|PoolQC_Tencode', 'TotalBsmtSF|MSZoning_RM', 'MasVnrType_BrkCmn|MSZoning_RH', 'GarageCond_Po|GarageFinish_Fin', 'KitchenQual_Tencode|Exterior2nd_Plywood', 'Functional_Maj1|ExterQual_Ex', 'LotShape_IR2|Neighborhood_Gilbert', 'Foundation_BrkTil|GarageType_Basment', 'Neighborhood_Somerst|GarageFinish_Fin', 'HouseStyle_1Story|BsmtCond_Gd', 'Exterior2nd_MetalSd|Functional_Min2', 'SaleCondition_Alloca|GarageType_2Types', 'RoofMatl_WdShngl|Exterior2nd_Plywood', 'GarageQual_TA|Exterior2nd_Brk Cmn', 'Neighborhood_NridgHt|BsmtQual_Ex', 'Functional_Tencode|Street_Grvl', 'TotalBsmtSF|HouseStyle_Tencode', 'Neighborhood_Blmngtn|Street_Grvl', 'FireplaceQu_Po|Electrical_SBrkr', 'BsmtFinType2_ALQ|GarageQual_Po', 'ExterQual_Ex|GarageYrBlt', 'LandContour_Tencode|BsmtExposure_Av', 'ExterQual_TA|PoolQC_Tencode', 'BsmtFinType1_BLQ|Foundation_CBlock', 'Neighborhood_Blmngtn|Alley_Pave', 'BldgType_Duplex|GarageQual_Gd', 'Heating_Grav|Fence_Tencode', 'Neighborhood_ClearCr|WoodDeckSF', 'Exterior2nd_Stucco|BldgType_2fmCon', 'SaleType_ConLI|BldgType_Tencode', 'BsmtQual_Fa|Neighborhood_Timber', 'Neighborhood_Gilbert|SaleType_COD', 'Foundation_BrkTil|Neighborhood_Edwards', 'Heating_Grav|LandContour_Tencode', 'PavedDrive_N|SaleCondition_Alloca', 'Neighborhood_NWAmes|Exterior2nd_HdBoard', '3SsnPorch|BsmtExposure_Gd', 'GarageType_Detchd|Neighborhood_Tencode', 'ExterCond_Gd|Exterior2nd_Wd Shng', 'Neighborhood_Veenker|RoofMatl_Tar&Grv', 'FireplaceQu_Fa|LandSlope_Gtl', 'HouseStyle_SFoyer|HeatingQC_Ex', 'Electrical_FuseP|MiscFeature_Shed', 'BldgType_Duplex|GarageType_Tencode', 'HouseStyle_1.5Unf|ExterQual_Fa', 'LandContour_Bnk|LandSlope_Gtl', 'Exterior2nd_Tencode|HouseStyle_2.5Unf', 'BsmtQual_Ex|HeatingQC_Ex', 'Condition1_Artery|MasVnrType_Tencode', 'SaleCondition_Tencode|CentralAir_Y', 'PoolQC_Tencode|Condition1_Norm', 'HouseStyle_SFoyer|Neighborhood_Crawfor', 'ExterCond_Gd|MasVnrType_BrkFace', 'Neighborhood_BrDale|LandSlope_Gtl', 'LotConfig_FR2|Condition1_RRAn', 'YearRemodAdd|BsmtFinType2_ALQ', 'BsmtQual_Fa|Exterior2nd_HdBoard', 'BsmtFinType1_Tencode|SaleCondition_Alloca', 'HouseStyle_1.5Unf|MiscFeature_Tencode', 'Exterior1st_CemntBd|Foundation_CBlock', 'RoofStyle_Flat|GarageQual_Gd', 'OpenPorchSF|BsmtCond_Po', 'Exterior2nd_Stucco|Neighborhood_Mitchel', 'ExterCond_Gd|Exterior2nd_Wd Sdng', 'GarageType_BuiltIn|GarageArea', 'HouseStyle_SFoyer|Condition1_PosA', 'ExterCond_TA|SaleCondition_Normal', 'Exterior2nd_MetalSd|Exterior1st_BrkComm', 'ExterQual_TA|RoofStyle_Gable', 'BsmtQual_Fa|LotConfig_Inside', 'HouseStyle_1.5Unf|SaleCondition_Abnorml', 'Neighborhood_ClearCr|HouseStyle_1.5Fin', 'YrSold|BldgType_2fmCon', 'Fence_GdPrv|Exterior2nd_Wd Sdng', 'Electrical_Tencode|LandSlope_Gtl', 'FireplaceQu_Tencode|GarageType_CarPort', 'SaleCondition_Tencode|PavedDrive_Tencode', 'Neighborhood_Tencode|Neighborhood_Veenker', 'GarageCond_Po|BldgType_1Fam', 'HouseStyle_Tencode|GarageQual_Tencode', 'MasVnrType_BrkCmn|LotShape_IR3', 'Electrical_Tencode|RoofMatl_WdShngl', 'Neighborhood_Tencode|BsmtExposure_Gd', 'LandSlope_Gtl|BsmtExposure_No', 'BsmtFinType2_ALQ|MasVnrType_BrkCmn', 'Neighborhood_Edwards|Exterior1st_Tencode', 'Neighborhood_OldTown|Fence_GdWo', 'LotArea|MSSubClass', 'SaleType_ConLw|Neighborhood_BrkSide', 'Exterior2nd_Plywood|LotConfig_Inside', 'BsmtFinType2_LwQ|Condition2_Artery', 'Foundation_PConc|PavedDrive_Tencode', 'PavedDrive_Tencode|GarageType_2Types', 'SaleType_New|GarageType_Basment', 'Utilities_Tencode|MSZoning_RL', 'FireplaceQu_Gd|MasVnrType_Stone', 'MiscFeature_Othr|Street_Grvl', 'Exterior2nd_VinylSd|Neighborhood_IDOTRR', 'Neighborhood_CollgCr|Foundation_CBlock', 'BldgType_TwnhsE|MiscFeature_Gar2', 'Electrical_SBrkr|Exterior2nd_Plywood', 'Fireplaces|MSZoning_RM', 'Neighborhood_NPkVill|MasVnrType_Tencode', 'Foundation_PConc|BsmtCond_Po', 'LandContour_Low|ExterQual_Tencode', 'Fireplaces|BsmtFinType2_LwQ', 'BldgType_Twnhs|ExterCond_TA', 'Neighborhood_NridgHt|Condition2_Tencode', 'Exterior2nd_Wd Shng|Neighborhood_MeadowV', 'Foundation_PConc|GarageYrBlt', 'Exterior2nd_MetalSd|PavedDrive_P', 'HeatingQC_Gd|OpenPorchSF', 'LotShape_IR1|HeatingQC_Ex', 'Alley_Pave|Exterior2nd_Brk Cmn', 'LowQualFinSF|Functional_Mod', 'BldgType_2fmCon|GrLivArea', 'LotFrontage|WoodDeckSF', 'GrLivArea|LotArea', 'BsmtFinType2_ALQ|RoofMatl_CompShg', 'Electrical_FuseA|HouseStyle_2.5Unf', '3SsnPorch|Exterior1st_Plywood', 'Neighborhood_Sawyer|MSZoning_RL', 'ExterCond_TA|MSZoning_Tencode', 'GrLivArea|ExterQual_Ex', 'HeatingQC_Tencode|GarageQual_Tencode', 'Exterior2nd_Stone|MiscVal', 'BldgType_Twnhs|Electrical_Tencode', 'GarageFinish_Tencode|SaleType_Oth', 'LotFrontage|PoolArea', 'LandContour_HLS|GarageQual_TA', 'GarageCond_Po|GarageYrBlt', 'GarageQual_Gd|Neighborhood_Edwards', 'Condition1_PosA|Neighborhood_Gilbert', 'FireplaceQu_Po|SaleType_ConLI', 'GarageQual_Gd|MiscFeature_Gar2', 'GarageCond_Po|Exterior1st_BrkComm', 'MiscVal|Electrical_FuseF', 'SaleCondition_Family|OpenPorchSF', 'Condition1_RRAn|Foundation_Slab', 'GarageFinish_Fin|BsmtFinType1_Unf', 'GarageFinish_Fin|GarageQual_Fa', 'Electrical_Tencode|KitchenQual_TA', 'MiscFeature_Gar2|ExterQual_Fa', 'Condition1_Artery|Exterior2nd_AsbShng', 'GarageCond_Tencode|LandSlope_Gtl', 'Neighborhood_OldTown|SaleCondition_Family', 'PavedDrive_N|Exterior2nd_Plywood', 'Exterior1st_WdShing|HouseStyle_2Story', 'BsmtFinType2_BLQ|GarageQual_Tencode', 'MoSold|Neighborhood_Timber', 'FullBath|BldgType_TwnhsE', 'GrLivArea|Neighborhood_MeadowV', 'Electrical_FuseA|KitchenQual_Tencode', 'Neighborhood_OldTown|ExterCond_Tencode', 'Functional_Min1|BsmtFinType1_LwQ', 'YrSold|Neighborhood_SawyerW', 'GarageType_Tencode|KitchenQual_Tencode', 'Functional_Tencode|Alley_Tencode', 'GarageFinish_Unf|LandContour_HLS', 'HouseStyle_Tencode|YearBuilt', 'SaleCondition_Abnorml|WoodDeckSF', 'HeatingQC_TA|SaleType_New', 'PavedDrive_Y|Fence_MnPrv', 'PavedDrive_Y|MSZoning_RM', 'Exterior2nd_AsbShng|MasVnrType_BrkFace', 'Neighborhood_Edwards|BsmtQual_Fa', 'Neighborhood_IDOTRR|BsmtCond_TA', 'YrSold|LotShape_IR2', 'Foundation_Tencode|FireplaceQu_Fa', 'Fence_GdPrv|GarageCond_Gd', 'BsmtFinType1_BLQ|OverallCond', 'BsmtCond_Gd|Exterior2nd_AsphShn', 'YearBuilt|ExterQual_Ex', 'ExterCond_TA|Neighborhood_SawyerW', 'PavedDrive_Y|BsmtExposure_Mn', 'Neighborhood_Edwards|Neighborhood_NAmes', 'HouseStyle_Tencode|ExterQual_Ex', 'EnclosedPorch|Fireplaces', 'Exterior1st_HdBoard|GarageQual_Tencode', 'BsmtFinType2_ALQ|BsmtQual_Fa', 'KitchenQual_Tencode|BsmtFinType1_Unf', 'BldgType_2fmCon|CentralAir_N', 'BsmtFinType2_Rec|Exterior2nd_Brk Cmn', 'ExterQual_TA|Neighborhood_SWISU', 'OpenPorchSF|BsmtCond_TA', 'SaleType_COD|Fence_MnWw', 'GarageCond_Po|Functional_Tencode', 'Functional_Maj2|ExterCond_Fa', 'GarageType_CarPort|Fence_MnPrv', 'PavedDrive_N|LotShape_Tencode', 'Fireplaces|Functional_Maj2', 'LotShape_IR2|WoodDeckSF', 'Neighborhood_Veenker|BldgType_TwnhsE', 'Fence_MnWw|WoodDeckSF', 'Neighborhood_Crawfor|FireplaceQu_TA', 'GarageQual_Po|HouseStyle_2Story', 'Electrical_SBrkr|Exterior2nd_Wd Sdng', 'FireplaceQu_Tencode|Condition2_Artery', 'Exterior2nd_Wd Sdng|SaleType_COD', 'ExterCond_Tencode|Neighborhood_Timber', 'Neighborhood_NWAmes|Foundation_CBlock', 'Foundation_PConc|MSZoning_Tencode', 'Condition1_RRAe|WoodDeckSF', 'Exterior2nd_MetalSd|Neighborhood_Crawfor', 'Neighborhood_CollgCr|ExterCond_Tencode', 'BedroomAbvGr|HouseStyle_1.5Fin', 'ScreenPorch|Fence_MnPrv', 'FireplaceQu_Po|SaleType_New', 'Foundation_CBlock|Exterior2nd_Plywood', 'Alley_Tencode|FullBath', 'LandContour_Tencode|MiscFeature_Tencode', 'Heating_Grav|MoSold', 'OverallQual|Exterior2nd_Brk Cmn', 'Foundation_Stone|Condition1_Feedr', 'MSSubClass|LotConfig_Inside', 'Electrical_Tencode|BldgType_1Fam', 'HeatingQC_Fa|BsmtFinType1_Unf', 'LandSlope_Mod|HouseStyle_SLvl', 'HouseStyle_1Story|Exterior2nd_VinylSd', 'FireplaceQu_Tencode|LotConfig_CulDSac', 'LandContour_Lvl|BldgType_Tencode', 'GarageFinish_Fin|Utilities_AllPub', 'ExterCond_TA|SaleType_ConLD', 'KitchenQual_Ex|LotConfig_Tencode', 'Alley_Pave|HouseStyle_SLvl', 'LandContour_Lvl|HalfBath', 'Neighborhood_CollgCr|MoSold', 'GarageQual_Fa|BsmtFinType1_Rec', 'Neighborhood_Edwards|RoofStyle_Gambrel', 'Utilities_Tencode|LandSlope_Sev', 'MSZoning_Tencode|BsmtCond_TA', 'KitchenQual_Gd|MSZoning_RL', 'MiscFeature_Tencode|LotShape_IR3', 'PoolQC_Tencode|Alley_Grvl', 'BsmtFinType2_Tencode|SaleCondition_Alloca', 'EnclosedPorch|RoofMatl_CompShg', 'BsmtCond_TA|Exterior2nd_AsphShn', 'LotConfig_Corner|BsmtFinType2_Unf', 'Exterior2nd_MetalSd|FireplaceQu_Ex', 'ExterQual_Ex|KitchenQual_TA', 'LotConfig_CulDSac|Street_Pave', 'LotShape_IR2|BedroomAbvGr', 'Street_Tencode|EnclosedPorch', 'LotShape_IR1|Neighborhood_Mitchel', 'GarageQual_TA|BldgType_TwnhsE', 'RoofStyle_Hip|BsmtCond_Fa', 'Neighborhood_Blmngtn|GarageYrBlt', 'GarageFinish_Unf|RoofMatl_Tar&Grv', 'PoolQC_Tencode|Fence_GdPrv', 'GarageCond_Gd|Exterior2nd_MetalSd', 'ExterQual_TA|ScreenPorch', 'TotalBsmtSF|RoofStyle_Gambrel', 'LotShape_IR1|ExterCond_Gd', 'Foundation_PConc|KitchenQual_Ex', 'GarageFinish_Tencode|ExterCond_Fa', 'PoolArea|Alley_Grvl', 'Electrical_FuseF|BsmtFinSF1', 'Heating_GasA|Exterior2nd_Wd Sdng', 'Foundation_CBlock|Neighborhood_Gilbert', '1stFlrSF|Neighborhood_NAmes', 'BsmtFinType1_ALQ|SaleCondition_Normal', 'Exterior1st_Stucco|BldgType_Tencode', 'Foundation_Tencode|BsmtFinType1_Rec', 'Heating_GasW|Functional_Mod', 'Neighborhood_BrDale|HouseStyle_2.5Unf', 'EnclosedPorch|Exterior1st_VinylSd', 'GrLivArea|Exterior2nd_MetalSd', 'BsmtFinType2_GLQ|OpenPorchSF', '3SsnPorch|GarageType_Attchd', 'GarageQual_Gd|Exterior2nd_Brk Cmn', 'MSZoning_C (all)|CentralAir_Y', 'KitchenAbvGr|BsmtHalfBath', 'Condition1_Artery|1stFlrSF', 'LandContour_HLS|ExterQual_Gd', 'Condition1_PosN|CentralAir_Y', 'FullBath|Exterior1st_Tencode', 'Neighborhood_NWAmes|GarageArea', 'FireplaceQu_Po|Exterior1st_MetalSd', 'HeatingQC_TA|HouseStyle_SLvl', 'LandContour_Low|Neighborhood_Crawfor', 'OverallQual|BldgType_1Fam', 'Exterior2nd_BrkFace|Condition1_Norm', 'Condition1_PosN|RoofStyle_Shed', 'SaleCondition_Alloca|GarageType_Attchd', 'HeatingQC_Fa|MiscFeature_Othr', 'ExterCond_TA|GarageFinish_Fin', 'Electrical_FuseP|BsmtCond_Tencode', 'Foundation_PConc|Fence_MnPrv', 'BsmtQual_Fa|FireplaceQu_TA', 'GarageCond_Tencode|GarageQual_Fa', 'Electrical_Tencode|Exterior1st_WdShing', 'Foundation_Tencode|OverallCond', 'Exterior1st_Tencode|Utilities_AllPub', 'LotShape_Reg|Exterior2nd_VinylSd', 'SaleCondition_Tencode|MasVnrType_None', 'Fireplaces|BldgType_Tencode', 'OpenPorchSF|FireplaceQu_Ex', 'Neighborhood_CollgCr|BsmtFinType2_ALQ', 'FireplaceQu_Gd|MSZoning_RH', 'SaleCondition_Tencode|Exterior1st_HdBoard', 'Neighborhood_Somerst|ExterQual_Fa', 'LandContour_Lvl', 'RoofStyle_Hip|LandContour_HLS', 'BsmtQual_Fa|HouseStyle_2.5Unf', 'BsmtFinType2_LwQ|Neighborhood_Sawyer', 'EnclosedPorch|BsmtHalfBath', 'BsmtFinType1_Rec|MSZoning_RM', 'LotShape_Reg|BedroomAbvGr', 'Foundation_PConc|BsmtFinType1_LwQ', 'Exterior1st_CemntBd|GarageType_2Types', 'YrSold|HeatingQC_TA', 'EnclosedPorch|BsmtFinType2_GLQ', 'BsmtFinType1_Tencode|MoSold', 'Neighborhood_Tencode|Functional_Mod', 'FireplaceQu_TA|LotShape_IR3', 'Neighborhood_SWISU|Exterior1st_BrkComm', 'GarageCond_Po|BsmtFinType1_Unf', 'Foundation_PConc|GarageCond_Gd', 'BsmtFinType2_ALQ|Foundation_CBlock', 'BsmtFinType1_ALQ|BsmtUnfSF', 'Neighborhood_NPkVill|Condition1_PosN', 'Utilities_Tencode|Electrical_FuseF', 'Neighborhood_BrDale|BsmtFinType2_BLQ', 'HeatingQC_Fa|BsmtCond_Tencode', 'BsmtCond_Gd|BsmtCond_TA', 'ExterQual_Ex|BsmtCond_Gd', 'KitchenQual_Fa|BsmtCond_Fa', 'LotConfig_CulDSac|CentralAir_Y', 'Electrical_SBrkr|HeatingQC_Tencode', 'Condition1_RRAe|SaleType_CWD', 'Heating_Grav|FullBath', 'FireplaceQu_Po|Fence_MnPrv', 'GarageType_CarPort|Neighborhood_Gilbert', 'Exterior1st_BrkFace|Functional_Min2', 'BsmtQual_Ex|BsmtCond_Tencode', 'Exterior2nd_BrkFace|LandContour_Bnk', 'PavedDrive_N|Heating_GasA', 'MasVnrType_BrkCmn|Exterior1st_Tencode', 'ExterCond_TA|Exterior2nd_HdBoard', 'Foundation_Stone|GarageQual_Tencode', '1stFlrSF|BldgType_1Fam', 'Electrical_SBrkr|LotConfig_Inside', 'SaleType_ConLD|GarageType_CarPort', 'SaleCondition_Normal|BsmtUnfSF', 'TotRmsAbvGrd|Neighborhood_Crawfor', 'Fence_Tencode|Utilities_AllPub', 'SaleType_ConLD|Exterior2nd_CmentBd', 'MSZoning_C (all)|Electrical_FuseF', 'Neighborhood_StoneBr|Fence_GdWo', 'Alley_Pave|BsmtFinType1_Rec', 'Alley_Pave|RoofMatl_WdShngl', 'MasVnrType_BrkCmn|Condition1_Feedr', 'HeatingQC_Fa|BsmtExposure_No', 'HalfBath|GarageYrBlt', 'Fireplaces|HeatingQC_Tencode', 'Exterior2nd_VinylSd|Exterior2nd_MetalSd', 'OverallQual|Fence_GdWo', 'Electrical_FuseP|MasVnrType_None', 'Condition1_Feedr|MiscFeature_Tencode', 'Condition1_PosN|MasVnrType_BrkCmn', 'Electrical_Tencode|BsmtFinType1_GLQ', 'Condition1_Artery|Foundation_Slab', 'Neighborhood_Blmngtn|Exterior2nd_AsphShn', 'BsmtFinType1_BLQ|Fence_GdPrv', 'ExterCond_TA|GarageArea', 'LotShape_Reg|ExterCond_Tencode', 'Fireplaces|Condition1_PosN', 'Fireplaces|RoofStyle_Gable', 'BsmtFinType1_Tencode|BsmtCond_Po', 'Condition1_PosN|Neighborhood_IDOTRR', 'Heating_GasA|BsmtFinSF2', 'LandSlope_Mod|OverallCond', 'Functional_Typ|BldgType_TwnhsE', 'HeatingQC_Gd|GarageCond_Gd', 'Functional_Typ|YearBuilt', 'LotConfig_CulDSac|Condition1_RRAe', 'MoSold|Condition1_Norm', 'HeatingQC_TA|BedroomAbvGr', 'BldgType_1Fam|Exterior2nd_Plywood', 'BsmtFinSF1|SaleType_CWD', 'Neighborhood_NPkVill|GarageFinish_Fin', 'Fence_Tencode|BsmtExposure_Mn', 'BsmtQual_Ex|MoSold', 'Exterior2nd_VinylSd|GarageFinish_RFn', 'Foundation_CBlock|MSZoning_Tencode', 'BsmtFinType1_Tencode|Street_Pave', 'BsmtQual_Tencode|BldgType_TwnhsE', 'Neighborhood_Tencode|LotConfig_Inside', 'BsmtCond_Tencode|Condition2_Norm', 'BsmtCond_Po|Neighborhood_MeadowV', 'MSZoning_RM|Exterior2nd_Brk Cmn', 'BsmtFinType2_LwQ|FireplaceQu_TA', 'SaleType_ConLD|Exterior1st_CemntBd', 'MiscVal|BsmtFinType1_Rec', 'LotShape_IR1|MasVnrType_BrkCmn', 'BsmtFinType1_LwQ|BsmtFinType2_Unf', 'YearRemodAdd|2ndFlrSF', 'Exterior1st_HdBoard|Fence_GdWo', 'SaleType_ConLD|ExterCond_Gd', 'Neighborhood_OldTown|MSZoning_FV', 'Neighborhood_Mitchel|SaleCondition_Alloca', 'Heating_GasA|Functional_Typ', 'Electrical_SBrkr|SaleCondition_Family', 'Neighborhood_Veenker|Exterior2nd_Wd Shng', 'Exterior1st_BrkFace|CentralAir_Y', 'LotConfig_FR2|Condition2_Artery', 'BsmtFinType2_Tencode|HeatingQC_Fa', 'Neighborhood_SawyerW|Exterior1st_Wd Sdng', 'Alley_Tencode|SaleType_Oth', 'BsmtHalfBath|Fence_GdWo', 'LandContour_Low|BsmtFullBath', 'Neighborhood_Somerst|BsmtFinSF2', 'Neighborhood_Tencode|LowQualFinSF', 'Exterior1st_HdBoard|Heating_GasW', 'GarageQual_Gd|Neighborhood_Sawyer', 'GarageQual_Gd|ExterQual_Fa', 'Neighborhood_Crawfor|Exterior2nd_HdBoard', 'BsmtExposure_No|Exterior1st_MetalSd', 'LandSlope_Sev|OverallCond', 'LandContour_Low|GarageCond_Fa', 'MoSold|Condition1_RRAn', 'GarageCond_Tencode|MiscVal', 'BldgType_2fmCon|LotShape_Reg', 'BsmtFinType2_ALQ|WoodDeckSF', 'Neighborhood_OldTown|PavedDrive_Tencode', 'BsmtFinType1_LwQ|LotShape_IR3', 'LandContour_Bnk|MSZoning_FV', 'MiscFeature_Shed|MasVnrType_BrkFace', 'BsmtExposure_Tencode|BsmtFullBath', 'CentralAir_Tencode|HouseStyle_SLvl', 'KitchenQual_Ex|HeatingQC_Ex', 'MasVnrType_Tencode|Neighborhood_MeadowV', 'HouseStyle_1Story|Condition2_Artery', 'LotConfig_FR2|HouseStyle_1.5Fin', 'KitchenAbvGr|Exterior1st_Plywood', 'GarageCond_Po', 'Exterior2nd_MetalSd|ExterQual_Ex', 'LotShape_Reg|HouseStyle_SLvl', 'LandSlope_Mod|BldgType_TwnhsE', 'BsmtFinType1_BLQ|Neighborhood_NoRidge', 'GarageCars|ExterCond_Tencode', 'LotShape_IR3|BsmtCond_TA', 'BsmtQual_TA|PavedDrive_P', 'GarageQual_TA|BsmtFinType2_LwQ', 'Heating_Tencode|LotConfig_CulDSac', 'RoofStyle_Gambrel|SaleType_COD', 'GarageCond_Fa|WoodDeckSF', 'Neighborhood_Crawfor|CentralAir_Tencode', 'Condition1_Artery|Neighborhood_BrkSide', 'MiscFeature_Tencode|GarageQual_Tencode', '2ndFlrSF|HouseStyle_2.5Unf', 'Foundation_PConc|Functional_Mod', 'HouseStyle_Tencode|Exterior2nd_Plywood', 'Street_Pave|Functional_Min2', 'RoofStyle_Hip|GarageQual_TA', 'MiscFeature_Shed|ExterQual_Fa', 'Condition1_Tencode|ExterQual_Fa', 'Exterior2nd_Stucco|GarageCond_Fa', 'BsmtHalfBath|GarageCond_Ex', 'LotShape_IR1', 'OverallCond|MSZoning_Tencode', 'BsmtFinType2_GLQ|BsmtFinType1_Unf', 'LandContour_Tencode|Condition1_Feedr', 'Exterior1st_CemntBd|MiscFeature_Shed', 'BsmtFinType2_GLQ|Fence_MnWw', 'KitchenQual_Gd|Condition1_Feedr', '3SsnPorch|Neighborhood_Timber', 'BsmtQual_Fa|SaleCondition_Normal', 'Exterior2nd_Stone|LotConfig_Corner', 'Functional_Tencode|BsmtFinType2_GLQ', 'SaleCondition_Family|Neighborhood_MeadowV', 'BsmtFinType1_ALQ|BsmtFinType1_LwQ', 'Foundation_PConc|LotFrontage', 'SaleType_ConLD|MiscFeature_Shed', 'SaleCondition_Abnorml|LotShape_IR3', 'KitchenQual_Ex|Exterior1st_WdShing', 'KitchenQual_Gd|Neighborhood_Sawyer', 'ExterQual_TA|BsmtExposure_Av', 'Foundation_PConc|MasVnrType_BrkFace', 'Neighborhood_StoneBr|WoodDeckSF', 'HouseStyle_SFoyer|LandContour_Bnk', 'BsmtFinType1_ALQ|RoofMatl_WdShngl', 'YearRemodAdd|Neighborhood_SawyerW', 'PavedDrive_Y|2ndFlrSF', 'PavedDrive_N|KitchenQual_Gd', 'GarageCond_Tencode|BsmtExposure_Gd', 'SaleCondition_Family|HouseStyle_2.5Unf', 'BldgType_1Fam|ExterQual_Fa', 'Neighborhood_ClearCr|Exterior1st_Tencode', 'HeatingQC_Fa|ExterQual_Fa', 'Neighborhood_NridgHt|LandContour_HLS', 'GarageCars|RoofStyle_Gambrel', 'BsmtFinType1_ALQ|BsmtFinType2_Unf', 'SaleType_ConLI|ExterQual_Tencode', 'BsmtQual_Ex|MSZoning_RL', 'BsmtFinType1_Rec|MasVnrArea', 'BsmtQual_TA|BsmtUnfSF', 'HouseStyle_1.5Unf|GarageQual_TA', 'BsmtExposure_Tencode|Exterior2nd_AsbShng', 'BldgType_2fmCon|SaleCondition_Normal', 'Heating_GasA|GarageQual_Po', 'Alley_Tencode|Street_Grvl', 'Neighborhood_NPkVill|Fence_MnWw', 'FireplaceQu_TA|BsmtQual_Gd', '1stFlrSF|HouseStyle_SLvl', 'Foundation_BrkTil|GarageArea', 'GarageQual_TA|HouseStyle_2Story', 'GarageType_CarPort|LandSlope_Gtl', 'LotShape_IR1|GarageFinish_Fin', 'Neighborhood_NPkVill|Fence_Tencode', 'HeatingQC_Ex|Condition1_PosN', 'Neighborhood_Blmngtn|Condition1_RRAn', 'Fence_Tencode|GarageCond_Gd', 'Neighborhood_OldTown|BsmtUnfSF', 'Fireplaces|Functional_Min2', 'BsmtHalfBath|Fence_GdPrv', 'Exterior1st_BrkComm|Exterior2nd_Wd Shng', 'Neighborhood_Veenker|RoofMatl_WdShngl', 'MasVnrType_BrkCmn|Condition1_RRAn', 'MiscVal|BsmtExposure_Av', 'MSZoning_RL|Exterior2nd_Plywood', 'FireplaceQu_Tencode|SaleType_ConLD', 'LotShape_Tencode|GarageCond_TA', 'BsmtCond_Gd|MasVnrArea', 'Condition1_RRAe|Condition1_Feedr', 'RoofStyle_Gambrel|CentralAir_Y', 'FireplaceQu_Po|Exterior2nd_MetalSd', 'KitchenQual_Gd|ExterCond_Gd', 'HeatingQC_Fa|Fence_MnWw', 'CentralAir_Tencode|Exterior1st_MetalSd', 'Functional_Mod|BldgType_Tencode', 'RoofStyle_Flat|SaleType_WD', 'FireplaceQu_Gd|Condition1_PosN', 'BsmtFinType1_LwQ|Exterior2nd_HdBoard', 'LotShape_Tencode|Fence_GdPrv', 'LotShape_IR1|PavedDrive_Y', 'KitchenAbvGr|LotShape_Reg', 'GrLivArea|LowQualFinSF', 'Exterior2nd_Wd Sdng|HouseStyle_2Story', 'HouseStyle_1Story|FireplaceQu_Ex', 'BsmtFinType2_Tencode|BsmtFinType1_GLQ', 'LotFrontage|CentralAir_N', 'Neighborhood_NoRidge|GarageType_2Types', 'LandSlope_Sev|SaleType_COD', 'Exterior2nd_Stucco|LotConfig_Inside', 'SaleType_COD|Exterior1st_WdShing', 'BldgType_Twnhs|1stFlrSF', 'RoofMatl_Tencode|LandContour_Lvl', 'Neighborhood_NoRidge|KitchenQual_TA', 'GarageCars|SaleType_WD', 'LotShape_Tencode|GarageType_Attchd', 'Neighborhood_StoneBr|Exterior2nd_Plywood', 'SaleType_WD|Exterior1st_VinylSd', 'Neighborhood_Veenker|Condition2_Norm', 'SaleType_ConLw|BsmtCond_TA', 'LandContour_Bnk|Neighborhood_NAmes', 'LandSlope_Gtl|BsmtCond_TA', 'GarageFinish_Tencode|GarageCond_Ex', 'Fence_GdPrv|GarageArea', 'GarageType_Tencode|BsmtQual_TA', 'Neighborhood_BrDale|Fence_MnWw', 'Neighborhood_NridgHt|BsmtCond_Po', 'LotFrontage|Foundation_BrkTil', 'Neighborhood_OldTown|BsmtFinType1_Unf', 'OverallQual|MiscVal', 'KitchenQual_Tencode|Exterior1st_BrkComm', 'Condition1_RRAe|ScreenPorch', 'KitchenQual_Gd|Fence_MnPrv', 'LandContour_Low|Heating_GasW', 'Neighborhood_BrDale|BsmtFinSF2', 'ExterCond_TA|BsmtQual_TA', 'Neighborhood_NPkVill|OverallCond', 'ExterCond_Tencode|KitchenQual_TA', 'Neighborhood_Veenker|Condition1_Tencode', 'OpenPorchSF|MasVnrType_BrkFace', 'EnclosedPorch|HeatingQC_TA', 'ExterCond_Tencode|BsmtExposure_Mn', 'SaleCondition_Tencode|MasVnrType_BrkFace', 'LotConfig_FR2|Fence_Tencode', 'GarageQual_TA|SaleType_New', 'LandContour_Bnk|PoolArea', 'BldgType_Duplex|BsmtFinType2_LwQ', 'Exterior2nd_Tencode|Condition1_Norm', 'Functional_Maj2|GarageType_2Types', 'Fence_Tencode|MSZoning_RL', 'TotalBsmtSF|Fence_Tencode', 'GrLivArea|Condition1_RRAe', 'Condition1_PosA|TotRmsAbvGrd', 'Neighborhood_NPkVill|GarageType_Basment', 'KitchenQual_Tencode|MasVnrType_BrkFace', 'Foundation_CBlock|SaleCondition_Partial', 'FireplaceQu_Fa|BldgType_Tencode', 'LandSlope_Mod|2ndFlrSF', 'KitchenQual_Gd|FireplaceQu_Ex', 'HeatingQC_Gd|Exterior1st_WdShing', 'KitchenAbvGr|WoodDeckSF', 'MasVnrType_BrkCmn|Exterior2nd_Plywood', 'KitchenQual_Ex|BldgType_1Fam', 'LandContour_Tencode|Exterior2nd_AsphShn', 'GarageCond_Ex|Exterior2nd_HdBoard', 'LowQualFinSF|BsmtFinType2_Unf', 'Neighborhood_SWISU|BsmtUnfSF', 'Fence_Tencode|MSZoning_C (all)', 'FireplaceQu_TA|OverallCond', 'BsmtHalfBath|ScreenPorch', 'SaleCondition_Tencode|Exterior1st_Tencode', 'Heating_Tencode|GarageType_CarPort', 'Electrical_SBrkr|Neighborhood_Crawfor', 'GarageCond_Ex|WoodDeckSF', 'Neighborhood_ClearCr|ExterQual_Ex', 'Neighborhood_Tencode|SaleType_CWD', 'ExterQual_Tencode|MSZoning_RH', 'BsmtFinType2_BLQ|Exterior1st_VinylSd', 'SaleType_WD|BsmtQual_Gd', 'RoofStyle_Shed|Neighborhood_NAmes', 'BsmtFinType1_BLQ|GarageType_2Types', 'Foundation_Tencode|Exterior2nd_MetalSd', 'HeatingQC_TA|Alley_Grvl', 'SaleType_CWD|MSZoning_FV', 'HouseStyle_Tencode|GarageType_2Types', 'ExterCond_TA|HalfBath', 'Exterior2nd_MetalSd|Foundation_Slab', 'GarageType_Attchd|BsmtCond_Fa', 'Condition1_Norm|WoodDeckSF', 'RoofMatl_CompShg|FireplaceQu_Ex', 'BsmtFinType2_GLQ|LotShape_IR3', 'Condition1_PosA|Neighborhood_MeadowV', 'FireplaceQu_Tencode|SaleCondition_Partial', 'HeatingQC_Fa|GarageCond_Ex', 'RoofMatl_Tar&Grv|Functional_Mod', 'Exterior1st_Stucco|ExterCond_Tencode', 'Exterior1st_HdBoard|Exterior2nd_MetalSd', 'TotRmsAbvGrd|BsmtCond_Gd', 'BedroomAbvGr|Exterior2nd_Wd Shng', 'RoofStyle_Gable|MSZoning_FV', 'GarageQual_Fa|Neighborhood_IDOTRR', 'BsmtFinType1_Tencode|MiscFeature_Tencode', 'FireplaceQu_Tencode|WoodDeckSF', 'Exterior1st_CemntBd|Condition1_RRAn', 'GarageCond_Po|Foundation_Slab', 'Street_Tencode|GarageCond_Po', 'RoofMatl_WdShngl|LotConfig_Inside', 'OverallQual|GarageType_Detchd', 'KitchenAbvGr|Electrical_FuseP', 'LotFrontage|HalfBath', 'FireplaceQu_TA|Condition2_Norm', 'Fence_Tencode|BsmtExposure_No', 'Fireplaces|Exterior2nd_AsphShn', 'GarageCond_Po|SaleType_COD', 'LandContour_Tencode|Exterior1st_Plywood', 'SaleType_New|SaleCondition_Normal', 'Exterior1st_HdBoard|GarageArea', 'KitchenAbvGr|GarageType_BuiltIn', 'LandContour_Lvl|Exterior2nd_Wd Sdng', 'SaleType_ConLw|LandSlope_Sev', 'RoofStyle_Gambrel|Condition1_PosN', 'KitchenAbvGr|GarageFinish_Fin', 'LandSlope_Sev|Electrical_SBrkr', 'PavedDrive_N|LandSlope_Tencode', 'BsmtHalfBath|MSSubClass', 'HouseStyle_1Story|Neighborhood_IDOTRR', 'BsmtHalfBath|GarageType_CarPort', 'KitchenQual_Ex|ExterCond_Tencode', 'Exterior1st_Stucco|RoofStyle_Gambrel', 'BsmtFinType2_ALQ|Neighborhood_IDOTRR', 'BsmtFinSF2|BsmtQual_Fa', 'Neighborhood_StoneBr|BldgType_Tencode', 'Condition1_PosA|Exterior1st_VinylSd', 'BldgType_Twnhs|GarageType_BuiltIn', 'BsmtFinType2_BLQ|Foundation_CBlock', 'SaleCondition_Tencode|Neighborhood_CollgCr', 'Exterior2nd_Tencode|Neighborhood_SWISU', 'GarageType_Detchd|BsmtQual_Ex', 'Condition1_PosA|Exterior2nd_MetalSd', 'GarageType_Detchd|RoofStyle_Gable', 'Functional_Maj1|GarageType_2Types', 'LandSlope_Tencode|PavedDrive_Tencode', 'Fence_GdPrv|FireplaceQu_Fa', 'LotConfig_CulDSac|GarageCond_Gd', '2ndFlrSF|ScreenPorch', 'Heating_GasA|SaleType_ConLD', 'Electrical_FuseP|KitchenQual_Ex', 'PavedDrive_N|BsmtCond_Po', 'LotArea|BsmtFinType2_BLQ', 'BsmtFinType2_BLQ|MiscFeature_Tencode', 'MSZoning_C (all)|BsmtFinType2_LwQ', 'PavedDrive_P|SaleType_COD', 'HouseStyle_1Story|Electrical_FuseA', 'Functional_Tencode|Exterior1st_Plywood', 'PavedDrive_Y|Fence_MnWw', 'Exterior2nd_Wd Sdng|CentralAir_Y', 'Neighborhood_Gilbert|KitchenQual_TA', 'HouseStyle_SFoyer|BsmtUnfSF', 'SaleCondition_Alloca|Exterior2nd_MetalSd', 'Alley_Pave|BsmtQual_Fa', 'Neighborhood_CollgCr|Neighborhood_Gilbert', 'KitchenQual_Gd|GarageType_Attchd', 'LotShape_IR2|LotFrontage', 'LotConfig_Corner|SaleType_ConLD', 'TotalBsmtSF|GrLivArea', 'GarageCond_Gd|GarageQual_Tencode', 'Neighborhood_ClearCr|OverallCond', 'GarageQual_Gd|GarageCars', 'Neighborhood_BrDale|ExterQual_Gd', 'GarageQual_TA|MiscFeature_Shed', 'Neighborhood_Tencode|BsmtCond_Fa', 'Neighborhood_StoneBr|Condition1_RRAn', 'LandSlope_Tencode|BsmtCond_Po', 'Exterior2nd_Tencode|LotConfig_CulDSac', 'GarageQual_Fa|MasVnrType_None', 'Fireplaces|SaleType_ConLw', 'MasVnrType_None|HouseStyle_2Story', 'FireplaceQu_Fa|MiscFeature_Tencode', 'LotArea|BsmtCond_TA', 'BsmtFinType2_Tencode|GarageArea', 'GarageCond_Gd|BsmtExposure_Mn', 'Neighborhood_NridgHt|Neighborhood_Edwards', 'LotShape_IR1|ExterQual_Gd', 'BsmtHalfBath|LotConfig_Tencode', 'Foundation_BrkTil|GarageCond_Ex', 'HouseStyle_SFoyer|HouseStyle_2.5Unf', 'ExterQual_Ex|SaleType_COD', 'Neighborhood_ClearCr|KitchenQual_Tencode', 'GarageCond_Po|Condition1_Norm', 'RoofMatl_Tencode|Neighborhood_Crawfor', 'LandContour_Lvl|GarageQual_TA', 'HouseStyle_1.5Unf|BsmtQual_TA', '1stFlrSF|Exterior1st_WdShing', 'SaleType_ConLw|RoofStyle_Gambrel', 'SaleType_WD|MasVnrType_BrkFace', 'BldgType_2fmCon|Neighborhood_SawyerW', 'Electrical_Tencode|SaleType_New', 'GarageFinish_RFn|Exterior2nd_HdBoard', 'LandSlope_Mod|RoofStyle_Gambrel', 'RoofMatl_CompShg|SaleCondition_Partial', 'Functional_Tencode|Functional_Min2', 'Electrical_SBrkr|Neighborhood_NWAmes', 'BsmtHalfBath|BsmtExposure_Mn', 'Exterior1st_HdBoard|BsmtExposure_Gd', 'Neighborhood_BrDale|MasVnrArea', 'FullBath|CentralAir_Y', 'FireplaceQu_Fa|ExterQual_Tencode', 'BsmtFinType1_ALQ|Exterior2nd_AsphShn', 'LotFrontage|Heating_Tencode', 'Neighborhood_Edwards|KitchenQual_Tencode', 'Neighborhood_OldTown|Condition1_Feedr', 'LotShape_Tencode|ExterCond_TA', 'HeatingQC_Gd|GarageType_BuiltIn', 'LandSlope_Mod|Heating_GasW', 'PavedDrive_N|MiscFeature_Shed', 'LotArea|BedroomAbvGr', 'LowQualFinSF|BsmtCond_Fa', 'ExterQual_TA|Condition1_RRAe', 'Foundation_Tencode|Neighborhood_Edwards', 'KitchenQual_Tencode|TotRmsAbvGrd', 'ExterQual_TA|BsmtFinType1_Unf', 'HeatingQC_Ex|PoolArea', 'PavedDrive_Y|Neighborhood_BrkSide', 'LandSlope_Mod|LotShape_IR3', 'Electrical_FuseF|KitchenQual_Fa', 'HeatingQC_Fa|HalfBath', 'YearRemodAdd|SaleType_Oth', 'GarageType_Basment|Exterior2nd_HdBoard', 'LotConfig_CulDSac|HouseStyle_2Story', 'LandContour_Lvl|RoofStyle_Tencode', 'Street_Tencode|Functional_Mod', 'MSZoning_Tencode|MSZoning_RL', 'HouseStyle_Tencode|MiscFeature_Shed', 'LotConfig_CulDSac|MasVnrArea', 'GarageCond_TA|Exterior1st_Stucco', 'HeatingQC_Tencode|RoofStyle_Gable', 'LowQualFinSF|SaleCondition_Abnorml', 'BsmtQual_Tencode|SaleType_Tencode', 'Alley_Tencode|Fence_MnWw', 'KitchenQual_Ex|MasVnrType_BrkFace', 'GarageFinish_Tencode|LotShape_IR3', 'Electrical_FuseA|GarageCond_Ex', 'GarageYrBlt|Condition2_Norm', 'Neighborhood_OldTown|Electrical_SBrkr', 'Functional_Min1|Neighborhood_MeadowV', 'OpenPorchSF|Functional_Mod', 'MasVnrType_None|HouseStyle_SLvl', 'MiscVal|GarageQual_Tencode', 'LotFrontage|BsmtCond_Po', 'HouseStyle_Tencode|Neighborhood_Crawfor', 'BedroomAbvGr|SaleCondition_Partial', 'SaleCondition_Tencode|SaleCondition_Abnorml', 'Alley_Pave|MiscVal', 'GarageQual_Gd|TotRmsAbvGrd', 'SaleType_WD|HouseStyle_2Story', 'BsmtFinType1_BLQ|MSZoning_RH', 'BedroomAbvGr|SaleCondition_Abnorml', 'Foundation_BrkTil|Exterior1st_Tencode', 'BsmtFinType1_Tencode|2ndFlrSF', 'Exterior2nd_AsbShng|TotRmsAbvGrd', 'BsmtFinType2_GLQ|HeatingQC_Tencode', 'Exterior2nd_VinylSd|Functional_Min1', 'GarageCond_Tencode|Condition2_Artery', 'BsmtFinType1_Tencode|MSZoning_RM', 'BsmtFinType1_BLQ|HouseStyle_SFoyer', 'Exterior2nd_BrkFace|HouseStyle_2.5Unf', 'MoSold|BsmtFinType1_LwQ', 'ExterQual_Tencode|Functional_Min2', 'Exterior1st_Stucco|SaleType_COD', 'Neighborhood_Somerst|MiscVal', 'RoofStyle_Flat|Condition1_PosN', 'GarageType_Attchd|BsmtCond_Gd', 'RoofStyle_Gable|SaleType_Oth', 'Heating_Tencode|HouseStyle_1.5Fin', 'Neighborhood_NPkVill|MSZoning_RL', 'Neighborhood_NPkVill|SaleCondition_Alloca', 'FireplaceQu_Po|Heating_Tencode', 'SaleType_Tencode|LandContour_Bnk', 'BsmtCond_Gd|BsmtExposure_Mn', 'HeatingQC_Fa|Foundation_Slab', '3SsnPorch|Exterior2nd_Wd Sdng', 'LotShape_Reg|Fence_GdPrv', 'Street_Tencode|GarageFinish_RFn', 'ExterCond_Tencode|MSSubClass', 'RoofStyle_Gable|Street_Grvl', 'MSZoning_C (all)|SaleCondition_Normal', 'PavedDrive_N|BsmtHalfBath', 'PavedDrive_Tencode|BsmtCond_Po', 'BsmtCond_Po|Condition2_Artery', 'FireplaceQu_Fa|Exterior1st_Plywood', 'GarageFinish_Tencode|BldgType_TwnhsE', 'LotConfig_Tencode|GarageType_CarPort', 'HouseStyle_SFoyer|PavedDrive_Tencode', 'BsmtFinType2_BLQ|LowQualFinSF', 'Exterior2nd_Tencode|Exterior1st_Plywood', 'Condition1_PosN|Neighborhood_Gilbert', 'KitchenQual_Gd|SaleCondition_Abnorml', 'SaleCondition_Tencode|Heating_GasW', 'Exterior2nd_Stucco|MasVnrType_None', 'LotConfig_Tencode|LotConfig_Inside', 'HeatingQC_Tencode|ScreenPorch', 'GarageCond_Po|WoodDeckSF', 'BsmtFullBath|PavedDrive_P', 'BedroomAbvGr|MSSubClass', 'HouseStyle_1Story|HeatingQC_Fa', 'Exterior2nd_Stucco|Exterior1st_AsbShng', 'KitchenQual_Ex|Utilities_AllPub', 'Exterior1st_VinylSd|Foundation_Slab', 'GarageCond_Gd|GarageType_BuiltIn', 'SaleType_New|Exterior1st_Tencode', 'ExterCond_Tencode|CentralAir_Tencode', 'Neighborhood_SWISU|HouseStyle_1.5Unf', 'Neighborhood_Tencode|PavedDrive_P', 'RoofMatl_Tencode|HouseStyle_SLvl', 'GarageType_Detchd|Exterior2nd_AsbShng', 'YearRemodAdd|MSZoning_RL', 'LandSlope_Sev|Neighborhood_BrkSide', 'BsmtCond_Tencode|BsmtFinType1_LwQ', 'Exterior1st_VinylSd|Street_Grvl', 'LotShape_Tencode|GarageCond_Po', 'GarageFinish_Tencode|Condition1_Feedr', 'LotConfig_Corner|MSZoning_Tencode', 'BsmtExposure_Av|SaleCondition_Partial', 'BsmtUnfSF|Fence_GdWo', 'Condition1_PosN|FireplaceQu_TA', 'GarageFinish_Unf|Condition1_Norm', 'Electrical_FuseA|Utilities_AllPub', 'BsmtFinType2_ALQ|MiscFeature_Tencode', 'Neighborhood_CollgCr|Exterior2nd_Brk Cmn', 'GarageFinish_Fin|ExterQual_Ex', 'BsmtFinType1_ALQ|GarageType_Basment', 'ExterQual_Ex|Exterior1st_Plywood', 'Foundation_PConc|Exterior2nd_Wd Shng', 'BsmtFinType2_Rec|CentralAir_Tencode', 'Electrical_Tencode|Neighborhood_NAmes', 'Neighborhood_NridgHt|LandSlope_Mod', 'Street_Tencode|SaleType_COD', 'SaleCondition_Family|Functional_Mod', 'HouseStyle_1.5Unf|BsmtUnfSF', 'Neighborhood_NoRidge|GarageCond_Gd', 'Electrical_SBrkr|MiscFeature_Gar2', 'BsmtQual_Ex|Exterior2nd_Wd Sdng', 'Condition1_RRAe|SaleCondition_Abnorml', 'Electrical_FuseA|Fireplaces', 'Heating_Grav|Exterior1st_Stucco', 'SaleCondition_Family', 'RoofStyle_Hip|Functional_Maj2', 'Heating_Grav|Exterior2nd_AsphShn', 'Alley_Pave|GarageQual_Fa', 'GarageArea|Condition1_RRAn', 'Heating_GasA|Exterior1st_Wd Sdng', 'BldgType_2fmCon|MoSold', 'Foundation_Tencode|GarageFinish_Tencode', 'BsmtFinType2_Tencode|Condition1_Tencode', 'RoofStyle_Flat|BldgType_TwnhsE', 'LandContour_Bnk|Functional_Maj2', 'Fence_GdPrv|Functional_Min1', 'Neighborhood_Gilbert|Neighborhood_MeadowV', 'Neighborhood_Mitchel|BsmtFinType2_Unf', 'Exterior2nd_Wd Sdng|GarageType_2Types', 'LotConfig_FR2|MasVnrType_Stone', 'BsmtCond_Po|Exterior2nd_Wd Shng', 'FireplaceQu_Gd|Heating_Grav', 'GarageType_Tencode|Electrical_SBrkr', 'MSZoning_C (all)|SaleType_New', 'FullBath|LotConfig_Tencode', 'GarageCond_TA|SaleCondition_Partial', 'HouseStyle_Tencode|LotConfig_FR2', 'RoofStyle_Gambrel|RoofStyle_Shed', 'BsmtFinType1_Tencode', 'Neighborhood_CollgCr|FullBath', 'LandContour_Lvl|GarageQual_Tencode', 'PoolQC_Tencode|Exterior2nd_CmentBd', 'Exterior2nd_VinylSd|BsmtQual_TA', 'PavedDrive_N|BsmtCond_Tencode', 'Exterior2nd_Stone|GrLivArea', 'LandContour_HLS|CentralAir_Tencode', 'BsmtFullBath|BsmtFinType1_Unf', 'Functional_Min1|ExterQual_Ex', 'LotFrontage|LotArea', 'Neighborhood_NridgHt|WoodDeckSF', 'LotShape_Reg|LandContour_Lvl', 'ExterCond_Gd|GarageCond_Gd', 'Neighborhood_Mitchel|GarageQual_Tencode', 'Foundation_PConc|BsmtFullBath', 'Neighborhood_NAmes|HouseStyle_2Story', 'HeatingQC_Tencode|Neighborhood_BrkSide', 'BsmtFinType1_ALQ|Exterior2nd_Wd Sdng', 'Foundation_BrkTil|Exterior2nd_Wd Sdng', 'SaleType_WD|Condition2_Artery', 'Foundation_PConc|Neighborhood_Gilbert', 'GarageCond_TA|OpenPorchSF', 'Exterior1st_VinylSd|Exterior1st_WdShing', 'BsmtCond_Gd|BsmtFinType1_GLQ', 'MSSubClass|Neighborhood_BrkSide', 'FireplaceQu_Gd|KitchenQual_Ex', 'FireplaceQu_Ex', 'Exterior2nd_CmentBd', 'Exterior1st_AsbShng|BsmtCond_Fa', 'Condition1_Feedr|Condition1_Tencode', 'Exterior1st_Stucco|HouseStyle_2Story', 'LotShape_IR1|BsmtHalfBath', 'BsmtQual_TA|GarageType_2Types', 'GarageYrBlt|HouseStyle_2Story', 'HeatingQC_TA|FireplaceQu_Ex', 'GarageFinish_Fin|Heating_GasW', 'BldgType_Twnhs|LotArea', 'Neighborhood_SWISU|TotRmsAbvGrd', 'BsmtHalfBath|MasVnrType_BrkFace', 'BsmtQual_Fa|Condition1_RRAn', 'FireplaceQu_Po|GarageCond_Fa', 'LotArea|BsmtQual_TA', 'FullBath|MasVnrType_None', 'Neighborhood_Veenker|Electrical_FuseF', 'Neighborhood_Veenker|OpenPorchSF', 'LandContour_Tencode|BldgType_TwnhsE', 'SaleCondition_Tencode|MiscFeature_Gar2', 'Functional_Maj2|Foundation_CBlock', 'MoSold|ExterQual_Tencode', 'BsmtExposure_Mn|MasVnrType_BrkFace', 'Exterior2nd_Brk Cmn|Exterior1st_WdShing', 'SaleCondition_Tencode|Neighborhood_Crawfor', 'HalfBath|MSZoning_RL', 'Foundation_Stone|SaleType_WD', 'MSZoning_C (all)|OverallCond', 'RoofStyle_Hip|MiscFeature_Tencode', 'Neighborhood_NoRidge|MasVnrArea', 'PavedDrive_Y|MSZoning_Tencode', 'GarageType_Attchd|Exterior1st_MetalSd', 'Heating_GasA|LandContour_HLS', 'BsmtQual_Tencode|BsmtFinType2_BLQ', 'Functional_Maj1|Fence_GdWo', 'Foundation_BrkTil|BldgType_1Fam', 'LandSlope_Tencode|MoSold', 'RoofStyle_Flat|Neighborhood_MeadowV', 'MSZoning_C (all)|FireplaceQu_Ex', 'FullBath|PavedDrive_Tencode', 'Neighborhood_Edwards|MasVnrType_Tencode', 'Electrical_FuseA|TotRmsAbvGrd', 'MiscVal|ExterCond_Gd', 'BsmtQual_Fa|MasVnrType_Tencode', 'LandContour_Lvl|Condition2_Tencode', 'Fence_Tencode|GarageCond_Fa', 'GarageType_BuiltIn|KitchenQual_TA', 'HouseStyle_1Story|CentralAir_Y', 'Street_Grvl|BsmtFinType2_Unf', 'Fence_Tencode|Neighborhood_SawyerW', 'TotalBsmtSF|KitchenQual_Ex', 'Neighborhood_Veenker|RoofStyle_Gable', 'Electrical_FuseF|Exterior1st_Tencode', 'GarageCond_Po|Neighborhood_Mitchel', 'HeatingQC_Gd|Condition1_Norm', 'Neighborhood_Crawfor|GarageFinish_RFn', 'BsmtFinType2_Tencode|TotRmsAbvGrd', 'Neighborhood_SawyerW|LotConfig_Inside', 'Exterior2nd_Stucco|BldgType_TwnhsE', 'Condition1_PosN|GarageType_CarPort', 'Foundation_PConc|MiscVal', 'ExterCond_Gd|Functional_Mod', 'GarageType_Tencode|BsmtExposure_Av', 'RoofStyle_Tencode|SaleType_CWD', 'Exterior2nd_Wd Sdng|BsmtCond_TA', 'GarageType_CarPort|Neighborhood_IDOTRR', 'SaleCondition_Tencode|GarageQual_Tencode', 'YearBuilt|GarageArea', 'Neighborhood_ClearCr|Exterior2nd_Brk Cmn', 'PavedDrive_N|Functional_Maj1', 'MiscFeature_Shed|Condition2_Artery', 'FireplaceQu_Tencode|LotShape_IR3', 'BsmtUnfSF|FireplaceQu_Ex', 'Exterior2nd_Stucco|BsmtFinType1_BLQ', 'Electrical_FuseP|Neighborhood_OldTown', 'RoofStyle_Hip|Exterior1st_CemntBd', 'Neighborhood_BrDale|Electrical_SBrkr', 'Exterior2nd_Stucco|GarageQual_Gd', 'BsmtExposure_Av|OverallCond', 'Condition1_Artery|TotalBsmtSF', 'GarageQual_Fa|Condition1_RRAe', 'GarageCond_Tencode|Condition1_Feedr', 'SaleType_ConLI|BsmtUnfSF', 'MiscVal|BsmtExposure_Mn', 'Electrical_Tencode|Exterior2nd_Tencode', 'Condition1_Feedr|BldgType_TwnhsE', 'RoofStyle_Hip|Exterior1st_Plywood', 'BsmtFinType2_BLQ|SaleType_Oth', 'FireplaceQu_Tencode|BsmtExposure_Mn', 'LotShape_Tencode|FireplaceQu_Gd', 'Foundation_PConc|BsmtExposure_No', 'Foundation_BrkTil|CentralAir_Y', 'SaleType_ConLI|Functional_Maj1', 'Exterior1st_BrkFace|MSZoning_RM', 'GarageType_Detchd|PavedDrive_P', 'SaleCondition_Alloca|MSZoning_RM', 'Foundation_PConc|MiscFeature_Gar2', 'BsmtExposure_Tencode|Exterior2nd_BrkFace', 'RoofStyle_Gable|Fence_MnWw', 'Alley_Tencode|BldgType_Twnhs', 'Neighborhood_CollgCr|HalfBath', 'Condition1_RRAe|Fence_MnWw', 'HeatingQC_Fa|PavedDrive_P', 'Exterior2nd_CmentBd|Neighborhood_StoneBr', 'Exterior1st_HdBoard|Foundation_BrkTil', 'MiscFeature_Othr|ExterQual_Gd', 'Alley_Pave|PavedDrive_P', 'SaleCondition_Partial|HouseStyle_1.5Fin', 'Fence_GdPrv|Street_Pave', 'BsmtQual_TA|SaleType_CWD', 'Exterior2nd_Stucco|OverallCond', 'SaleCondition_Tencode|SaleCondition_Normal', 'Alley_Grvl|MSZoning_RH', 'ScreenPorch|Exterior1st_Plywood', 'GarageFinish_Fin|SaleType_ConLw', 'GarageCond_Fa|HouseStyle_SLvl', 'SaleCondition_Tencode|Fence_MnPrv', 'RoofMatl_Tencode|GarageType_Basment', 'Street_Grvl|MiscFeature_Gar2', 'SaleCondition_Tencode|BsmtFullBath', 'Neighborhood_Blmngtn|1stFlrSF', 'Fence_Tencode|MSZoning_Tencode', 'LandContour_HLS|BsmtFinType1_Rec', 'HeatingQC_Gd|GarageQual_Fa', 'KitchenAbvGr|Fireplaces', 'BldgType_Duplex|OpenPorchSF', 'BsmtExposure_Av|Functional_Mod', 'LotFrontage|Foundation_CBlock', 'GarageType_Tencode|Neighborhood_Edwards', 'BldgType_Twnhs|BsmtCond_Tencode', 'Street_Tencode|LotShape_Reg', 'Neighborhood_NridgHt|BsmtFinType1_BLQ', 'LotShape_Tencode|GarageType_CarPort', 'Condition2_Tencode|BldgType_TwnhsE', 'BsmtQual_Ex|Fence_GdPrv', 'SaleType_WD|MSZoning_RH', 'Electrical_Tencode|BsmtCond_TA', 'KitchenQual_Tencode|Exterior1st_Tencode', 'RoofMatl_CompShg|BsmtFinType2_LwQ', 'MSZoning_C (all)|2ndFlrSF', 'Neighborhood_NWAmes|MasVnrType_None', 'BsmtFinSF1|GarageFinish_RFn', 'LotConfig_FR2|Condition1_Norm', 'BldgType_Duplex|MoSold', 'FireplaceQu_Tencode|Functional_Maj2', 'WoodDeckSF|Exterior2nd_AsphShn', 'LandSlope_Sev|ScreenPorch', 'BsmtFinType1_Tencode|ScreenPorch', 'LotConfig_Tencode|CentralAir_N', 'LowQualFinSF|BsmtCond_Tencode', 'Exterior1st_HdBoard|Electrical_FuseP', 'Exterior2nd_Tencode|RoofStyle_Tencode', 'LowQualFinSF|Fence_MnPrv', 'Exterior1st_BrkFace|BldgType_Duplex', 'BsmtCond_TA|HouseStyle_1.5Fin', 'Neighborhood_Sawyer|MasVnrType_Tencode', 'Functional_Tencode|BsmtFinType2_Unf', 'BsmtQual_Ex|BsmtFinType2_BLQ', 'ExterCond_Tencode|Exterior2nd_CmentBd', 'HalfBath|Neighborhood_MeadowV', 'Functional_Typ|Heating_Grav', 'SaleType_ConLw|SaleCondition_Partial', 'LotShape_Reg|Neighborhood_ClearCr', 'Fence_MnPrv|WoodDeckSF', 'Heating_GasA|PavedDrive_Tencode', 'Neighborhood_ClearCr|Condition2_Tencode', 'Electrical_Tencode|Neighborhood_NWAmes', 'Neighborhood_SWISU|RoofStyle_Shed', 'TotalBsmtSF|Condition2_Artery', 'RoofStyle_Shed|OpenPorchSF', 'Neighborhood_StoneBr|ExterCond_Fa', 'Condition1_PosA|RoofStyle_Shed', 'HouseStyle_Tencode|MSZoning_RH', 'GarageFinish_Tencode|GarageQual_Tencode', 'RoofStyle_Flat|GarageCars', 'Exterior1st_AsbShng|SaleType_New', 'LandContour_HLS|Neighborhood_SWISU', 'LandSlope_Tencode|BsmtCond_Gd', 'GrLivArea|OpenPorchSF', 'MiscVal|3SsnPorch', 'SaleCondition_Family|ExterQual_Ex', 'HouseStyle_Tencode|Exterior2nd_CmentBd', 'Condition1_RRAe|Exterior2nd_Brk Cmn', 'Neighborhood_Timber|Foundation_Slab', 'Neighborhood_NridgHt|SaleCondition_Alloca', 'LotShape_Reg|BsmtFullBath', 'PoolQC_Tencode|BldgType_Tencode', 'HouseStyle_Tencode|GarageType_Tencode', 'KitchenQual_Tencode|MasVnrArea', 'SaleType_WD|GarageQual_TA', 'ExterCond_Tencode|Functional_Mod', 'RoofMatl_Tencode|Condition1_RRAn', 'PavedDrive_P|Alley_Grvl', 'Exterior1st_Stucco|BsmtExposure_Gd', 'RoofStyle_Flat|MiscFeature_Gar2', 'Electrical_FuseP|BsmtQual_Gd', 'LotShape_Tencode|Exterior2nd_AsphShn', 'BsmtExposure_Tencode|SaleCondition_Normal', 'RoofStyle_Shed|Neighborhood_StoneBr', 'OverallQual|BldgType_Twnhs', 'BsmtFinType2_Tencode|CentralAir_Y', 'Neighborhood_CollgCr|FireplaceQu_Po', 'LandContour_Tencode|BsmtCond_Po', 'Exterior2nd_CmentBd|BldgType_Tencode', 'Condition1_RRAe|GarageCond_Ex', 'LandContour_HLS|Condition2_Artery', 'BsmtFinType1_ALQ|RoofStyle_Tencode', 'Exterior2nd_Brk Cmn|BsmtExposure_Gd', 'RoofStyle_Shed|2ndFlrSF', 'LotConfig_FR2|FireplaceQu_Ex', 'BsmtFinType1_BLQ|Neighborhood_SWISU', 'Exterior2nd_MetalSd|GarageQual_Po', 'Heating_GasA|Exterior2nd_Wd Shng', 'Heating_Tencode|Neighborhood_Gilbert', 'BldgType_Duplex|GarageFinish_Fin', 'Neighborhood_NPkVill|HeatingQC_Ex', 'ExterQual_Ex|MiscFeature_Tencode', 'GarageFinish_Unf|FullBath', 'Foundation_BrkTil|MSZoning_RL', 'HouseStyle_SFoyer|BsmtFinType2_GLQ', 'HeatingQC_Fa|RoofStyle_Gable', 'Exterior2nd_BrkFace|LandContour_Lvl', 'Condition1_PosA|KitchenQual_Tencode', 'SaleType_ConLD|Condition1_Feedr', 'Functional_Min1|Functional_Min2', 'BsmtExposure_Av|LandSlope_Gtl', 'HouseStyle_SFoyer|BsmtFinSF1', 'CentralAir_Tencode|BsmtQual_Gd', 'Foundation_PConc|Exterior2nd_AsphShn', 'MSZoning_RM|Neighborhood_Sawyer', 'Condition1_Tencode|BsmtFinType1_GLQ', 'LowQualFinSF|SaleType_Oth', 'RoofStyle_Tencode|BsmtFinType1_LwQ', 'Foundation_Stone|MiscFeature_Gar2', 'FireplaceQu_Po|BldgType_1Fam', 'HeatingQC_Gd|Electrical_FuseP', 'Foundation_CBlock|LotShape_IR3', 'Neighborhood_Edwards|Street_Pave', 'RoofMatl_CompShg|Neighborhood_NWAmes', 'RoofMatl_Tencode|Fence_Tencode', 'Foundation_PConc|RoofStyle_Tencode', 'BsmtExposure_Tencode|MasVnrType_BrkFace', 'GarageCond_Tencode|HalfBath', 'SaleCondition_Alloca|BsmtCond_Tencode', 'OverallQual|Electrical_FuseF', 'FireplaceQu_Tencode|LandSlope_Sev', 'EnclosedPorch|BsmtQual_Fa', 'SaleCondition_Tencode|RoofStyle_Shed', 'LotArea|MiscFeature_Tencode', 'BsmtFinType2_Rec|PavedDrive_P', 'Electrical_Tencode|CentralAir_Y', 'LotFrontage|Exterior2nd_Wd Shng', 'YrSold|MiscFeature_Othr', 'BsmtQual_Ex|GarageArea', 'Electrical_FuseF|BldgType_TwnhsE', 'SaleCondition_Normal|Exterior2nd_Wd Sdng', 'Heating_Grav|BsmtFinType1_ALQ', 'GarageType_Tencode|PoolArea', 'Fence_GdPrv|Neighborhood_Timber', 'LotArea|Neighborhood_StoneBr', 'RoofStyle_Gable|Exterior1st_BrkComm', 'BsmtUnfSF|Utilities_AllPub', 'LandContour_Low|Neighborhood_Gilbert', 'HouseStyle_SLvl', 'BsmtFinType1_Tencode|BsmtFinType2_Rec', 'SaleType_Tencode|BsmtFinType1_LwQ', 'SaleCondition_Tencode|SaleType_Tencode', 'HeatingQC_Tencode|BsmtQual_TA', 'SaleType_ConLw|SaleType_ConLI', 'GarageCond_TA|MSZoning_RM', 'Exterior1st_AsbShng|KitchenQual_Ex', 'LotFrontage|Electrical_SBrkr', 'SaleType_COD|GarageType_2Types', 'Neighborhood_Mitchel|MoSold', 'MiscFeature_Othr|RoofStyle_Shed', 'ExterCond_TA|FireplaceQu_TA', 'Exterior1st_HdBoard|HouseStyle_2.5Unf', 'Foundation_PConc|HeatingQC_Ex', 'SaleCondition_Family|ExterQual_Fa', 'Condition1_Norm|GarageArea', 'BsmtFinSF2|GarageFinish_RFn', 'ExterCond_TA|BsmtExposure_Gd', 'Street_Tencode|Electrical_FuseP', 'HeatingQC_TA|ExterQual_Fa', 'RoofMatl_CompShg|Condition1_PosA', 'PavedDrive_P|RoofMatl_WdShngl', 'LandContour_Lvl|ExterQual_Gd', 'KitchenAbvGr|BsmtExposure_No', 'Neighborhood_NPkVill|SaleType_New', 'Electrical_FuseA|Neighborhood_NWAmes', 'Electrical_SBrkr|Exterior2nd_Brk Cmn', 'Exterior1st_HdBoard|GarageType_CarPort', 'Exterior1st_Stucco|ExterQual_Tencode', 'MoSold|Exterior2nd_Wd Shng', 'GarageQual_Gd|RoofStyle_Gable', 'Neighborhood_NPkVill|Exterior1st_BrkComm', 'BsmtCond_Gd|BsmtCond_Tencode', 'Fireplaces|Neighborhood_NAmes', 'Heating_GasA|BsmtFinType1_Unf', 'LandSlope_Mod|TotRmsAbvGrd', 'BsmtCond_Gd|ExterQual_Tencode', 'PavedDrive_N|Foundation_Tencode', 'SaleCondition_Tencode|Alley_Grvl', 'GarageCond_Fa|BsmtFinType2_LwQ', 'GarageCars|BsmtFinType2_Unf', 'KitchenQual_Gd|Neighborhood_BrkSide', 'GarageQual_Tencode|HouseStyle_SLvl', 'KitchenQual_Gd|BsmtFinSF2', 'PavedDrive_N|YearBuilt', 'TotRmsAbvGrd|MSZoning_FV', 'GrLivArea|BsmtExposure_Av', 'BsmtFinType1_Tencode|Neighborhood_Blmngtn', 'Alley_Pave|RoofMatl_CompShg', '2ndFlrSF|Street_Pave', 'Neighborhood_CollgCr|LandContour_Tencode', 'Exterior2nd_BrkFace|Foundation_BrkTil', 'LandSlope_Sev|HouseStyle_2.5Unf', 'Exterior2nd_Wd Sdng|HouseStyle_SLvl', 'HeatingQC_Gd|1stFlrSF', 'LotConfig_Tencode|GarageType_Basment', 'LandSlope_Tencode|Fence_MnWw', '2ndFlrSF|MSZoning_RH', 'BsmtFinType2_BLQ|FireplaceQu_TA', 'PoolQC_Tencode|Utilities_AllPub', 'HouseStyle_SFoyer|BsmtExposure_Gd', 'Exterior2nd_Stucco|BsmtCond_Tencode', 'Street_Pave|WoodDeckSF', 'TotRmsAbvGrd|BsmtFinType2_Rec', 'ExterQual_Gd|BsmtCond_TA', 'RoofStyle_Hip|Heating_GasW', 'RoofStyle_Flat|HeatingQC_Tencode', '3SsnPorch|GarageCond_Fa', 'SaleType_ConLI|2ndFlrSF', 'RoofMatl_Tar&Grv|CentralAir_Tencode', 'Alley_Pave|SaleType_ConLw', 'Condition1_Artery|Condition1_Norm', 'GarageQual_TA|MSZoning_C (all)', 'Exterior2nd_BrkFace|BldgType_TwnhsE', 'LandContour_Tencode|SaleCondition_Normal', 'Neighborhood_SWISU|RoofStyle_Tencode', '3SsnPorch|LotConfig_Inside', 'KitchenQual_Fa|PavedDrive_P', 'BsmtExposure_Tencode|Exterior1st_VinylSd', 'Alley_Tencode|OverallCond', 'Condition2_Tencode|GarageFinish_Tencode', 'MiscFeature_Shed|FireplaceQu_TA', 'SaleCondition_Alloca|RoofStyle_Gambrel', 'GarageCond_Fa|LotConfig_Inside', 'GarageYrBlt|Fence_MnPrv', 'HeatingQC_TA|Exterior1st_Wd Sdng', 'Condition1_PosA|Foundation_Slab', 'BsmtFullBath|Fence_GdWo', 'Neighborhood_SawyerW|BsmtFinType1_Unf', 'BsmtFinSF2|GarageQual_Tencode', 'GarageCond_Po|SaleType_ConLw', 'YrSold|LotShape_Tencode', 'SaleCondition_Alloca|Exterior1st_CemntBd', 'PavedDrive_Tencode|Foundation_Slab', 'MasVnrType_None|BsmtExposure_Gd', 'RoofMatl_Tencode|Neighborhood_SawyerW', 'Fence_Tencode|MasVnrArea', 'BsmtQual_TA|BsmtCond_TA', 'TotalBsmtSF|BsmtQual_TA', 'GarageQual_TA|GarageCond_Ex', 'MoSold|Exterior2nd_AsphShn', 'LotShape_Reg|BsmtQual_Ex', 'GarageQual_Po|HouseStyle_1.5Fin', 'LandSlope_Sev|BsmtQual_TA', 'LotConfig_CulDSac|BsmtFullBath', 'YrSold|LandSlope_Sev', 'LotShape_IR1|SaleCondition_Alloca', 'GarageType_Detchd|BsmtFullBath', 'Neighborhood_BrDale|FireplaceQu_Fa', 'OverallCond|Foundation_Slab', 'MSSubClass|MSZoning_Tencode', 'SaleCondition_Alloca|Neighborhood_NWAmes', 'Neighborhood_NoRidge|GarageCond_Ex', 'SaleCondition_Abnorml|MasVnrType_Tencode', 'OverallQual|Condition1_Norm', 'Neighborhood_Blmngtn|CentralAir_N', 'BsmtFinType2_GLQ|GarageType_Basment', 'Foundation_CBlock|BsmtFinSF1', 'GarageQual_Gd|HouseStyle_2Story', 'Neighborhood_BrDale|Foundation_Slab', 'Alley_Pave|Functional_Mod', 'Neighborhood_Somerst|Exterior2nd_Plywood', 'HalfBath|CentralAir_Y', 'GarageType_Basment|ExterQual_Fa', 'LandContour_Bnk|GarageQual_TA', 'Condition1_RRAe|Utilities_AllPub', 'HeatingQC_Gd|BsmtFinType2_GLQ', 'FireplaceQu_Fa|KitchenQual_Tencode', 'SaleType_WD|RoofStyle_Gambrel', 'MoSold|Neighborhood_NAmes', 'FireplaceQu_Po|Heating_GasW', 'GarageType_Tencode|Neighborhood_Gilbert', 'SaleType_WD|Exterior2nd_CmentBd', 'GrLivArea|FireplaceQu_Fa', 'LotArea|MSZoning_FV', 'TotalBsmtSF|BsmtFullBath', 'Functional_Typ|HeatingQC_Ex', 'Neighborhood_NridgHt|Exterior2nd_HdBoard', 'FireplaceQu_Fa|Street_Pave', 'Neighborhood_BrDale|EnclosedPorch', 'Neighborhood_NWAmes|PavedDrive_P', 'BsmtFinType2_ALQ|GarageCond_Fa', 'BldgType_Twnhs|LandContour_HLS', 'MasVnrType_None|BsmtFinType2_Unf', 'BsmtCond_Tencode|BsmtExposure_Gd', 'SaleCondition_Tencode|ExterCond_Fa', 'LandSlope_Tencode|PavedDrive_Y', 'Condition1_PosA|GarageQual_Tencode', 'LandContour_HLS|Neighborhood_Edwards', 'Exterior2nd_AsbShng|KitchenQual_Ex', 'Foundation_CBlock|BsmtFinType1_LwQ', 'MiscFeature_Othr|GarageType_Tencode', 'Foundation_BrkTil|Exterior1st_Stucco', 'LotShape_Reg|BsmtFinType2_Rec', 'Exterior2nd_Stucco|Neighborhood_NAmes', 'ExterCond_TA|Neighborhood_Crawfor', 'LandContour_Low|Electrical_SBrkr', 'Condition1_PosN|BsmtCond_Po', 'LotConfig_FR2|Neighborhood_Sawyer', 'Heating_GasA|HeatingQC_Gd', 'LandSlope_Mod|MSZoning_RM', 'Street_Tencode|Exterior1st_AsbShng', 'KitchenQual_Gd|Exterior2nd_BrkFace', '1stFlrSF|BsmtFinType1_GLQ', 'BsmtQual_Fa|SaleCondition_Partial', 'SaleType_CWD|Neighborhood_BrkSide', 'GarageQual_TA|ExterQual_Ex', 'SaleType_ConLI|Condition1_PosN', 'TotalBsmtSF|Foundation_Stone', 'Neighborhood_Mitchel|LotConfig_Inside', 'Neighborhood_Edwards|GarageArea', 'GarageArea|BldgType_Tencode', 'Fence_GdPrv|CentralAir_N', 'GarageCond_Tencode|GarageCond_Ex', 'MasVnrType_BrkCmn|Neighborhood_SawyerW', 'BedroomAbvGr|Condition2_Tencode', 'Neighborhood_Blmngtn|Condition2_Artery', 'Neighborhood_ClearCr|BsmtFinType1_Rec', 'SaleCondition_Family|HeatingQC_Ex', 'Neighborhood_SWISU|MSZoning_C (all)', 'LotShape_IR2|BldgType_TwnhsE', 'Neighborhood_Somerst|Fence_GdWo', 'LotArea|LandContour_Bnk', 'LandSlope_Mod|BsmtQual_Ex', 'FireplaceQu_Tencode|Neighborhood_Blmngtn', 'OverallQual|RoofMatl_CompShg', 'Functional_Tencode|BsmtHalfBath', 'RoofMatl_Tencode|Condition1_PosA', 'GarageArea|LandSlope_Gtl', 'Foundation_BrkTil|Fence_Tencode', 'MiscFeature_Shed|SaleCondition_Abnorml', 'YearBuilt|Condition2_Tencode', 'Neighborhood_Somerst|GarageType_CarPort', 'BldgType_1Fam|Neighborhood_SawyerW', 'Electrical_Tencode|BsmtFinType2_LwQ', 'MiscFeature_Tencode|BsmtFinType1_LwQ', 'LandSlope_Gtl|HouseStyle_SLvl', 'LandContour_HLS|SaleType_WD', 'Neighborhood_NPkVill|LotConfig_CulDSac', 'Neighborhood_CollgCr|SaleType_CWD', 'Foundation_PConc|MSZoning_RH', 'Neighborhood_NAmes|SaleType_Oth', 'FireplaceQu_Gd|Neighborhood_StoneBr', 'Heating_GasA|Exterior1st_BrkComm', 'Exterior1st_AsbShng|MasVnrType_Tencode', 'Exterior1st_HdBoard|BsmtQual_Tencode', 'MoSold|MasVnrType_BrkFace', 'Exterior1st_CemntBd|MoSold', 'LandContour_Bnk|Functional_Maj1', 'GarageType_Detchd|SaleCondition_Abnorml', 'KitchenQual_Gd|SaleCondition_Alloca', 'LandContour_HLS|BldgType_1Fam', 'Heating_GasA|LotConfig_Tencode', 'Exterior2nd_Stone|Neighborhood_Timber', 'Neighborhood_NoRidge|Functional_Maj1', 'GarageType_Tencode|RoofStyle_Gambrel', 'LotShape_IR2|SaleCondition_Alloca', 'YrSold|Neighborhood_Blmngtn', 'Electrical_FuseA|ExterQual_Gd', 'MasVnrType_Stone', 'Heating_GasA|HouseStyle_SLvl', 'LandContour_Bnk|MiscFeature_Tencode', 'BsmtQual_Tencode|MasVnrType_Tencode', 'Exterior2nd_Stucco|1stFlrSF', 'BsmtFinType1_GLQ|HouseStyle_2Story', 'KitchenQual_Ex|BsmtFinType1_ALQ', 'GarageQual_Fa|SaleCondition_Alloca', 'Condition1_Feedr|BsmtFinType1_GLQ', 'Functional_Tencode|MasVnrType_BrkCmn', 'Condition2_Artery|BsmtExposure_Gd', 'BsmtFinSF1|BldgType_1Fam', 'HeatingQC_Tencode|MasVnrType_BrkFace', 'LotShape_IR1|SaleCondition_Normal', 'Neighborhood_ClearCr|PavedDrive_Tencode', 'HeatingQC_TA|BsmtCond_Tencode', 'BsmtFinType2_BLQ|GarageQual_Po', 'Condition2_Norm|MSZoning_FV', 'LandContour_HLS|HouseStyle_1.5Unf', 'Fireplaces|BsmtQual_Ex', 'BsmtExposure_Gd|Condition1_RRAn', 'MiscFeature_Tencode|BldgType_Tencode', 'GarageFinish_Fin|GarageType_Attchd', 'LandContour_Lvl|ExterCond_Tencode', 'MiscFeature_Othr|BsmtCond_Po', 'SaleCondition_Alloca|Condition2_Tencode', 'Neighborhood_NPkVill|Heating_GasW', 'LotShape_Tencode|GarageType_BuiltIn', 'LotShape_Tencode|GarageQual_Po', 'BsmtQual_TA|ExterQual_Gd', 'LotConfig_Corner|RoofStyle_Shed', 'ExterCond_TA|SaleType_Tencode', 'KitchenQual_Ex|MoSold', 'BsmtQual_Tencode|LandSlope_Tencode', 'GarageCars|Condition2_Artery', 'Exterior1st_BrkFace|Condition1_RRAe', 'Exterior2nd_AsbShng|KitchenQual_Tencode', 'Electrical_FuseP|BsmtCond_Po', 'BsmtFinType1_ALQ|Exterior1st_Tencode', 'BsmtFinType2_BLQ|MSZoning_RH', 'HouseStyle_SFoyer|MiscFeature_Tencode', 'BsmtFinType2_LwQ|Neighborhood_SawyerW', 'BsmtExposure_Av|Neighborhood_NAmes', 'Exterior1st_Stucco|SaleType_CWD', 'Exterior1st_MetalSd|Street_Pave', 'Functional_Mod|FireplaceQu_TA', 'RoofStyle_Gambrel|OpenPorchSF', 'RoofMatl_Tencode|HouseStyle_1Story', 'GarageYrBlt|Street_Pave', 'Street_Tencode|BsmtExposure_Av', 'BedroomAbvGr|RoofStyle_Gambrel', 'GarageType_CarPort|BsmtCond_Tencode', 'Electrical_FuseF|MasVnrType_None', 'BsmtFinType2_Tencode|Exterior1st_CemntBd', 'BsmtFinType2_LwQ|Street_Pave', 'Exterior2nd_BrkFace|ExterCond_Fa', 'Heating_Grav|Exterior2nd_VinylSd', 'BldgType_2fmCon|SaleCondition_Abnorml', 'BsmtCond_Fa|Utilities_AllPub', 'Exterior1st_HdBoard|Condition1_PosA', 'GarageCond_Tencode|Condition1_Tencode', 'Neighborhood_CollgCr|KitchenQual_TA', 'LotShape_Tencode|Exterior2nd_Brk Cmn', 'SaleCondition_Family|ExterCond_Gd', 'MasVnrType_None|BsmtExposure_No', 'Exterior2nd_Wd Sdng|MasVnrArea', 'ExterCond_Gd|Alley_Grvl', 'Neighborhood_Edwards|GarageCond_Ex', 'SaleType_Tencode|RoofStyle_Gambrel', 'Alley_Tencode|Condition1_PosA', 'Neighborhood_Tencode|Neighborhood_NAmes', 'Electrical_SBrkr|Exterior2nd_HdBoard', 'BsmtFullBath|HouseStyle_2Story', 'BldgType_2fmCon|SaleCondition_Family', 'KitchenQual_Gd', 'HeatingQC_Ex|Condition2_Tencode', 'Electrical_FuseP|MSZoning_C (all)', 'PavedDrive_N|Foundation_CBlock', 'Electrical_FuseP', 'BldgType_Duplex|BsmtFinType2_GLQ', 'GarageType_BuiltIn|Exterior2nd_AsphShn', 'Neighborhood_OldTown|SaleCondition_Partial', 'Neighborhood_Mitchel|BsmtFinType1_LwQ', 'Fence_GdWo|Condition2_Norm', 'Functional_Typ|Neighborhood_NoRidge', 'Neighborhood_Somerst|HeatingQC_Ex', 'Neighborhood_Sawyer|Exterior1st_MetalSd', 'BldgType_2fmCon|Neighborhood_Somerst', 'Functional_Maj1|GarageQual_Po', 'Neighborhood_Veenker|Functional_Maj2', 'SaleType_Tencode|LowQualFinSF', 'MiscFeature_Gar2|MasVnrArea', 'LandContour_Low|Foundation_PConc', 'Functional_Typ|LandSlope_Mod', 'GarageFinish_Tencode|Street_Grvl', 'HouseStyle_1Story|BsmtHalfBath', 'LotArea|BldgType_TwnhsE', 'BldgType_Twnhs|LotShape_IR1', 'SaleType_ConLD|Neighborhood_IDOTRR', 'LandContour_Bnk|ExterQual_Fa', 'Fence_GdPrv|LowQualFinSF', 'Functional_Min1|Street_Grvl', 'ExterCond_Gd|2ndFlrSF', 'BsmtFullBath|BsmtQual_Gd', 'Neighborhood_BrkSide|Exterior1st_WdShing', 'Exterior1st_AsbShng|Exterior1st_Tencode', 'SaleType_Tencode|Exterior2nd_Brk Cmn', 'BldgType_2fmCon|Condition2_Norm', 'Foundation_PConc|FireplaceQu_Fa', 'GarageType_Detchd|FireplaceQu_Fa', 'LotShape_IR3|Exterior1st_Plywood', 'HouseStyle_SFoyer|Foundation_CBlock', 'RoofStyle_Gable|BsmtFinType1_LwQ', 'BsmtHalfBath|FireplaceQu_Fa', 'LotShape_Tencode|PoolQC_Tencode', 'Exterior1st_BrkFace|Heating_Grav', 'Neighborhood_CollgCr|Condition1_RRAe', 'Condition1_RRAe|BsmtFinType1_LwQ', 'Neighborhood_Tencode|Utilities_AllPub', 'YrSold|RoofStyle_Shed', 'HouseStyle_1.5Unf|Neighborhood_Sawyer', 'MiscFeature_Shed|Foundation_Slab', 'Functional_Maj1|LandSlope_Gtl', 'LotConfig_FR2|Condition1_Feedr', 'Exterior1st_HdBoard|HouseStyle_SLvl', 'Neighborhood_NoRidge|SaleCondition_Family', 'Neighborhood_SWISU|BsmtFinType1_Rec', 'BldgType_Duplex|Alley_Pave', 'EnclosedPorch|HalfBath', 'GrLivArea|Electrical_FuseA', 'Neighborhood_CollgCr|SaleType_COD', 'GarageType_Detchd|BsmtFinSF2', 'TotalBsmtSF|RoofMatl_WdShngl', 'Condition1_Artery|MSZoning_Tencode', 'KitchenAbvGr|LandContour_Bnk', 'KitchenQual_Ex|BsmtCond_Tencode', 'SaleType_ConLw|SaleType_Oth', 'Functional_Typ|BsmtQual_Gd', 'MoSold|MasVnrType_Tencode', 'SaleType_WD|BldgType_1Fam', 'Neighborhood_NAmes|Exterior2nd_Brk Cmn', 'YearBuilt|Neighborhood_SWISU', 'PoolQC_Tencode|BsmtCond_Po', 'BsmtQual_Fa|HouseStyle_1.5Fin', 'GarageType_CarPort|OverallCond', 'Street_Tencode|Neighborhood_NWAmes', 'LotShape_Tencode|Fence_MnWw', 'BldgType_2fmCon|MasVnrArea', 'BsmtExposure_Av|SaleType_COD', 'HeatingQC_TA|SaleType_ConLI', 'Neighborhood_Crawfor|MasVnrType_Stone', 'BldgType_Twnhs|LotConfig_Inside', 'KitchenQual_Tencode|GarageType_CarPort', 'GarageType_BuiltIn|GarageYrBlt', 'GarageQual_Gd|BsmtFinSF1', 'BsmtFinSF1|MasVnrType_Stone', 'GarageType_Tencode|GarageYrBlt', 'ExterCond_Tencode|Exterior1st_Tencode', 'Neighborhood_Edwards|Fence_GdWo', 'BsmtExposure_Tencode|ExterCond_Gd', 'Exterior1st_AsbShng|Exterior1st_BrkComm', '2ndFlrSF|BsmtCond_Fa', 'Neighborhood_Mitchel|MiscFeature_Shed', 'RoofStyle_Gable|Neighborhood_StoneBr', 'BsmtQual_Tencode|HouseStyle_1.5Fin', 'MasVnrType_BrkCmn|Fence_GdWo', 'SaleType_WD|GarageType_Attchd', 'SaleType_Oth|Exterior2nd_Wd Shng', 'HouseStyle_SFoyer|MiscFeature_Othr', 'Functional_Tencode|GarageType_BuiltIn', 'Heating_GasW|GarageQual_Tencode', 'BsmtFinType2_GLQ|GarageArea', 'Neighborhood_StoneBr|PoolArea', 'BsmtFinType1_BLQ|SaleCondition_Normal', 'SaleCondition_Alloca|BsmtUnfSF', 'Neighborhood_NoRidge|Exterior1st_WdShing', 'Neighborhood_CollgCr|BldgType_TwnhsE', 'BsmtQual_Tencode|ExterQual_Ex', 'GarageCond_TA|KitchenQual_Ex', 'GarageCars|FireplaceQu_Fa', 'Electrical_FuseA|HeatingQC_Ex', 'PavedDrive_Tencode|GarageType_BuiltIn', 'Neighborhood_Veenker|BsmtFinSF1', 'HeatingQC_Gd|BsmtFinType1_Rec', 'Fence_GdWo|Condition1_Tencode', 'Functional_Tencode|BsmtCond_Fa', 'SaleCondition_Tencode|Heating_Tencode', 'SaleType_Tencode|PavedDrive_Y', 'Neighborhood_Mitchel|LandSlope_Tencode', 'LotShape_Reg|GarageQual_TA', 'MSSubClass|BsmtExposure_Mn', 'CentralAir_Y|MasVnrArea', 'SaleType_CWD|Exterior1st_Tencode', 'KitchenQual_Ex|BedroomAbvGr', 'GarageCars|Condition1_PosN', 'HeatingQC_Gd|GarageQual_Tencode', 'TotRmsAbvGrd|Fence_MnPrv', 'Foundation_Tencode|PavedDrive_Tencode', 'ExterCond_Tencode|GarageQual_Po', 'GarageFinish_Fin|TotRmsAbvGrd', 'LandContour_Bnk|LotShape_IR3', 'RoofStyle_Flat|KitchenQual_Ex', 'TotalBsmtSF|ExterQual_Tencode', 'Fence_Tencode|Street_Grvl', 'Neighborhood_NridgHt|GarageType_Basment', 'Neighborhood_BrDale|Exterior1st_Tencode', 'Neighborhood_NridgHt|BsmtFinType1_ALQ', 'Foundation_PConc|GarageCond_Ex', 'BsmtFinType2_Tencode|ExterCond_Tencode', 'SaleCondition_Alloca|PoolArea', 'GarageCond_TA|FireplaceQu_Ex', 'GarageCond_Tencode|TotRmsAbvGrd', 'HouseStyle_Tencode|Foundation_Tencode', 'GarageFinish_Unf|BsmtFinType2_BLQ', 'MSZoning_RL|LotShape_IR3', 'Exterior2nd_Stone|Neighborhood_SawyerW', 'ExterQual_TA|MSZoning_RL', 'Heating_GasA|Fence_GdPrv', 'Neighborhood_Edwards|Neighborhood_SWISU', 'RoofStyle_Gambrel|MiscFeature_Tencode', 'Neighborhood_BrDale|Fence_GdPrv', 'Condition1_Norm|LotConfig_Tencode', 'Street_Tencode|MSZoning_FV', 'LotShape_Tencode|Heating_Tencode', 'BsmtFullBath|Condition1_Feedr', 'BldgType_Duplex|Electrical_FuseF', 'GarageType_BuiltIn|BsmtQual_Gd', 'BsmtExposure_Tencode|RoofStyle_Gambrel', 'FireplaceQu_Tencode|Alley_Pave', 'Condition2_Norm|Exterior1st_Plywood', 'Neighborhood_OldTown|SaleType_WD', 'RoofMatl_CompShg|PavedDrive_Y', 'Neighborhood_NridgHt|LotConfig_Inside', 'PoolQC_Tencode|Exterior1st_MetalSd', 'Exterior1st_MetalSd|Fence_MnPrv', 'GarageQual_Po|CentralAir_Tencode', 'GarageType_Detchd|ExterQual_Fa', 'YearRemodAdd|Fence_MnWw', 'Foundation_Slab|Neighborhood_MeadowV', 'LowQualFinSF|BsmtFinType2_LwQ', 'Heating_GasW|BsmtExposure_Gd', 'LandContour_Bnk|Functional_Min2', 'PavedDrive_Y|MSZoning_RL', 'TotalBsmtSF|Neighborhood_Veenker', 'Neighborhood_Mitchel|RoofMatl_WdShngl', 'BsmtQual_Ex|Exterior1st_WdShing', 'Neighborhood_Blmngtn|FireplaceQu_Po', 'BsmtHalfBath|Exterior1st_BrkComm', 'Neighborhood_Edwards|MSZoning_FV', 'BsmtFinSF1|Exterior1st_Plywood', 'Neighborhood_OldTown|Neighborhood_Timber', 'Neighborhood_Somerst|Condition1_RRAn', 'LotShape_IR2|SaleType_ConLI', 'BsmtFinType2_GLQ|SaleType_COD', 'FireplaceQu_Tencode|Neighborhood_SWISU', 'LandContour_HLS|BsmtCond_TA', 'GarageFinish_RFn|Neighborhood_SawyerW', 'Foundation_Stone|ExterCond_Tencode', 'BldgType_1Fam|MasVnrType_BrkFace', 'Functional_Maj1|GarageCond_Fa', 'BsmtExposure_Av|MSZoning_RH', 'Electrical_FuseF|BldgType_Tencode', 'SaleType_ConLI|BsmtFinType2_LwQ', 'Fireplaces|BsmtCond_TA', 'Foundation_Stone|GarageQual_Fa', 'GarageQual_Po|Street_Grvl', 'Exterior1st_HdBoard|Heating_Tencode', 'BsmtFinType2_Tencode|LotArea', 'SaleType_ConLD|GarageType_2Types', 'LotShape_IR2|GarageQual_Po', 'FireplaceQu_Tencode|GarageYrBlt', 'SaleCondition_Tencode|FireplaceQu_Tencode', 'GarageType_Tencode|BsmtFinType1_ALQ', 'Alley_Pave|Utilities_AllPub', 'SaleCondition_Tencode|GarageCond_Tencode', 'Neighborhood_StoneBr|BsmtFinType1_GLQ', 'Fence_Tencode|BldgType_TwnhsE', 'Exterior2nd_BrkFace|Neighborhood_Timber', '3SsnPorch|SaleType_Oth', 'Street_Grvl|GarageYrBlt', 'Functional_Maj2|Condition1_Norm', 'LotShape_IR1|Street_Grvl', 'Exterior1st_Stucco|Exterior2nd_HdBoard', 'KitchenQual_Ex|Street_Grvl', 'Exterior2nd_BrkFace|Exterior2nd_MetalSd', 'GrLivArea|Exterior2nd_AsphShn', 'BsmtExposure_Tencode|BsmtQual_Fa', 'RoofStyle_Hip|BsmtFinType2_Unf', 'Neighborhood_Tencode|BldgType_1Fam', 'Electrical_FuseP|ExterCond_Gd', 'LandContour_Lvl|Alley_Grvl', 'Exterior2nd_Wd Sdng|Exterior2nd_Plywood', 'BsmtFinType2_Tencode|LandSlope_Tencode', 'EnclosedPorch|BsmtQual_Ex', 'GarageQual_Fa|ExterCond_Gd', 'MSZoning_RM|SaleCondition_Partial', 'LandContour_Low|Exterior1st_BrkComm', 'Exterior2nd_BrkFace|SaleType_ConLI', 'Exterior1st_CemntBd|LowQualFinSF', 'Neighborhood_Mitchel|MSZoning_C (all)', 'RoofStyle_Gambrel|Exterior1st_Wd Sdng', 'GarageQual_Gd|BsmtQual_Gd', 'KitchenQual_Ex|Exterior2nd_MetalSd', 'HeatingQC_TA|FireplaceQu_Gd', 'PavedDrive_Tencode|BsmtExposure_Av', 'Neighborhood_BrDale|BsmtFinType1_Unf', 'Exterior1st_Wd Sdng|Exterior2nd_AsphShn', 'HeatingQC_Tencode|CentralAir_Y', 'BsmtFinType1_ALQ|1stFlrSF', 'Exterior1st_Stucco|ExterQual_Fa', 'Condition1_Artery|Neighborhood_StoneBr', 'Exterior2nd_CmentBd|Foundation_Slab', 'GarageFinish_RFn|Condition2_Norm', 'Neighborhood_Tencode|BedroomAbvGr', 'LandContour_HLS|HouseStyle_1.5Fin', 'GarageQual_TA|Condition1_Norm', 'LotArea|Neighborhood_Sawyer', 'Alley_Tencode|BsmtCond_Gd', 'Neighborhood_SWISU|FireplaceQu_TA', 'Electrical_FuseF|MSZoning_Tencode', 'TotalBsmtSF|Functional_Min2', 'Electrical_SBrkr|MiscFeature_Shed', 'Fireplaces|PavedDrive_Tencode', 'LandContour_Lvl|BsmtExposure_Av', 'HouseStyle_1Story|RoofMatl_CompShg', 'Heating_GasW|Neighborhood_BrkSide', 'Neighborhood_BrDale|OpenPorchSF', 'Functional_Maj2|Condition2_Tencode', 'Condition1_Feedr|LotShape_IR3', 'SaleCondition_Tencode|HouseStyle_Tencode', 'Exterior2nd_MetalSd|BsmtExposure_Av', 'KitchenAbvGr|GarageQual_Gd', 'Condition1_Artery|RoofStyle_Gambrel', 'OverallCond|Exterior1st_Tencode', 'PavedDrive_P|Exterior1st_MetalSd', 'Exterior1st_VinylSd|HouseStyle_SLvl', 'Exterior2nd_VinylSd|LandSlope_Tencode', 'Neighborhood_NoRidge|HeatingQC_Tencode', 'BsmtFinType1_Tencode|LotConfig_Tencode', 'Neighborhood_BrDale|KitchenQual_TA', 'HouseStyle_1.5Unf|Condition1_PosA', 'LowQualFinSF|SaleCondition_Normal', 'YearRemodAdd|HeatingQC_Ex', 'BldgType_2fmCon|Alley_Tencode', 'ScreenPorch|ExterQual_Fa', 'Foundation_Stone|GarageType_Tencode', 'Neighborhood_NridgHt|SaleCondition_Family', 'GrLivArea|GarageArea', 'GarageType_Detchd|Exterior1st_Stucco', 'LowQualFinSF|Exterior1st_Plywood', 'HeatingQC_Tencode|Condition1_RRAn', 'Electrical_FuseA|ExterQual_Fa', 'HouseStyle_1.5Unf|Condition2_Artery', 'Alley_Pave|Condition1_RRAe', 'Exterior2nd_Stucco|BsmtFinType2_BLQ', 'GarageType_Tencode|GarageFinish_Tencode', 'Electrical_FuseF|RoofStyle_Tencode', 'Condition1_Artery', 'Fence_Tencode|ExterQual_Ex', 'Functional_Typ|MSZoning_RM', 'SaleType_WD|SaleType_Oth', 'KitchenAbvGr|RoofStyle_Gambrel', 'LandSlope_Mod|Neighborhood_Edwards', 'Alley_Pave|BsmtExposure_Mn', 'FullBath|RoofMatl_CompShg', 'GarageType_Tencode|BldgType_1Fam', 'MiscFeature_Tencode|SaleCondition_Abnorml', 'GarageCond_Tencode|CentralAir_N', 'GarageCars|OverallCond', 'Exterior1st_AsbShng|GarageQual_Tencode', 'KitchenQual_Gd|GarageQual_TA', 'LandSlope_Mod|Fence_MnWw', 'TotalBsmtSF|MasVnrType_None', 'GarageFinish_Unf|MSZoning_C (all)', 'GarageCars|Exterior2nd_MetalSd', 'FireplaceQu_Po|Exterior2nd_Brk Cmn', 'BsmtCond_Gd|GarageQual_Tencode', 'Street_Grvl|MasVnrArea', 'KitchenAbvGr|BsmtCond_Gd', 'RoofStyle_Hip|Neighborhood_Mitchel', 'LotConfig_CulDSac|ExterCond_Fa', 'Fireplaces|Condition1_PosA', 'SaleType_New|Exterior1st_VinylSd', 'BsmtExposure_Mn|ExterQual_Fa', 'CentralAir_Y|HouseStyle_2.5Unf', 'GarageQual_Tencode|Neighborhood_Timber', 'BsmtCond_TA|Street_Pave', 'Neighborhood_NoRidge|PavedDrive_Tencode', 'Utilities_Tencode|BsmtFinType2_Unf', 'BsmtQual_TA|CentralAir_N', 'Exterior2nd_Brk Cmn|Exterior2nd_AsphShn', 'GarageQual_Fa|GarageQual_Tencode', 'Street_Tencode|LotConfig_CulDSac', 'Heating_Grav|Exterior1st_CemntBd', 'LandSlope_Sev|WoodDeckSF', 'PavedDrive_Tencode|GarageCond_Ex', 'BsmtQual_Fa|LandSlope_Gtl', 'HouseStyle_2.5Unf|Condition2_Norm', 'FireplaceQu_Gd|BsmtFinType1_BLQ', 'GarageType_Detchd|LotConfig_Inside', 'MSZoning_C (all)|Condition2_Artery', 'HouseStyle_1.5Unf|Neighborhood_IDOTRR', 'Exterior1st_Plywood|Neighborhood_MeadowV', 'Neighborhood_Tencode|Neighborhood_SWISU', 'GarageCond_Po|HouseStyle_1.5Fin', 'LandContour_Lvl|MiscFeature_Gar2', 'SaleCondition_Tencode|CentralAir_N', 'Condition2_Tencode|Neighborhood_Crawfor', 'Neighborhood_Mitchel|BsmtFullBath', 'Foundation_PConc|LotConfig_FR2', 'BsmtFinType1_Rec|Condition2_Norm', 'FullBath|SaleType_Oth', 'Foundation_Stone|HouseStyle_SLvl', 'BsmtHalfBath|Exterior2nd_Wd Sdng', 'MiscFeature_Othr|CentralAir_Tencode', 'TotRmsAbvGrd|Exterior1st_Plywood', 'LotConfig_FR2|BsmtFinType2_LwQ', 'Street_Tencode|Fence_Tencode', 'SaleType_Tencode|MSZoning_FV', 'MSZoning_Tencode|Exterior1st_Wd Sdng', 'Fireplaces|Exterior1st_BrkComm', 'RoofStyle_Gable|ExterQual_Gd', 'Neighborhood_Blmngtn|SaleCondition_Alloca', 'SaleType_ConLw|Exterior1st_Stucco', 'PoolArea|MasVnrType_BrkFace', 'BsmtQual_Gd|Exterior1st_MetalSd', 'Exterior1st_AsbShng|RoofStyle_Shed', 'SaleType_ConLD|BsmtFinType2_BLQ', 'LandContour_Low|BsmtFinType1_GLQ', 'GarageCars|Condition1_RRAe', 'MasVnrType_None|PavedDrive_P', 'GarageQual_Fa|MasVnrArea', 'PavedDrive_N|RoofStyle_Shed', 'Functional_Typ|Functional_Maj1', 'Exterior2nd_Brk Cmn|BsmtFinType1_Unf', 'Street_Tencode|Exterior1st_Stucco', 'GarageYrBlt|LotShape_IR3', 'HeatingQC_Tencode|ExterCond_Gd', 'Exterior2nd_BrkFace|BldgType_1Fam', 'GarageType_Basment|BsmtFinType1_GLQ', 'HouseStyle_Tencode|MasVnrArea', 'Exterior2nd_Stone|Functional_Mod', 'TotalBsmtSF|Fence_GdPrv', 'ScreenPorch|BsmtQual_Gd', 'FullBath|GarageType_CarPort', 'Exterior2nd_BrkFace|Fence_MnPrv', 'RoofMatl_Tencode|BsmtExposure_No', 'BldgType_2fmCon|BsmtExposure_No', 'GarageQual_Po|LotConfig_Inside', 'Exterior1st_BrkComm|SaleType_Oth', 'ExterCond_Gd|FireplaceQu_Fa', 'Neighborhood_BrDale|BsmtExposure_No', 'BldgType_Duplex|BsmtExposure_Mn', 'Fence_MnWw|Exterior1st_Plywood', 'BsmtFinType1_Tencode|HeatingQC_Tencode', 'Functional_Mod|2ndFlrSF', 'GrLivArea|Neighborhood_Sawyer', 'YearBuilt|Exterior2nd_Brk Cmn', 'KitchenAbvGr|1stFlrSF', 'Electrical_Tencode|Condition1_PosN', 'SaleCondition_Tencode|LandContour_Bnk', 'ExterCond_TA|Condition1_Norm', 'BsmtFullBath|ScreenPorch', 'Functional_Mod|OverallCond', 'Condition1_PosA|Neighborhood_BrkSide', 'BsmtCond_Po|KitchenQual_TA', 'Exterior1st_CemntBd|Fence_MnWw', 'BldgType_2fmCon|BsmtFinType2_BLQ', 'ExterCond_TA|LandContour_Lvl', 'Exterior1st_BrkFace|Electrical_SBrkr', 'HouseStyle_Tencode|Functional_Maj1', 'SaleType_Tencode|BsmtFinSF1', 'Neighborhood_Somerst|BsmtExposure_Gd', 'Exterior1st_HdBoard|LotArea', 'BsmtFinType2_ALQ|ExterQual_Fa', 'HeatingQC_Fa|Neighborhood_Gilbert', 'Neighborhood_Crawfor|ExterCond_Fa', 'YearRemodAdd|LotConfig_Tencode', 'Heating_Grav|GarageType_BuiltIn', 'MiscFeature_Gar2|HouseStyle_1.5Fin', 'Foundation_CBlock|GarageYrBlt', 'Neighborhood_Veenker|GarageQual_Tencode', 'YrSold|GrLivArea', 'Neighborhood_Veenker', 'ExterCond_TA|Neighborhood_Gilbert', 'Neighborhood_BrDale|HouseStyle_SLvl', 'FireplaceQu_Fa|MasVnrType_BrkFace', 'SaleType_ConLD|Neighborhood_Gilbert', 'Neighborhood_Edwards|GarageCond_Fa', 'KitchenQual_Ex|Functional_Mod', 'ExterCond_Tencode|Condition1_PosN', 'GarageFinish_Tencode|Fence_GdWo', 'LotShape_IR2|BsmtExposure_Mn', 'MiscVal|ExterQual_Gd', 'GarageQual_Gd|Exterior1st_Wd Sdng', 'Exterior2nd_AsbShng|Exterior2nd_VinylSd', 'HeatingQC_Tencode|LowQualFinSF', 'BldgType_Twnhs|MoSold', 'LandContour_Low|BsmtFinType1_BLQ', 'RoofMatl_Tencode|Exterior2nd_HdBoard', 'LotArea|SaleCondition_Abnorml', 'GarageCond_Tencode|GarageType_CarPort', 'Street_Grvl|Street_Pave', 'GarageCars|LandContour_HLS', 'SaleCondition_Partial|ScreenPorch', 'ExterQual_Ex|Street_Grvl', 'Functional_Tencode|SaleCondition_Normal', 'Heating_Grav|FireplaceQu_Fa', 'Foundation_Stone|GarageArea', 'Neighborhood_NridgHt|FireplaceQu_Po', 'Fence_GdPrv|Neighborhood_NAmes', 'LotShape_Tencode|MiscFeature_Gar2', 'Foundation_PConc|Exterior2nd_Wd Sdng', 'SaleType_ConLI|SaleCondition_Normal', 'FireplaceQu_Po|Neighborhood_NoRidge', 'BsmtQual_Tencode|Neighborhood_IDOTRR', 'RoofStyle_Shed|Exterior2nd_Brk Cmn', 'FireplaceQu_Tencode|ScreenPorch', 'LandContour_Low|FireplaceQu_Ex', 'FireplaceQu_Gd|Neighborhood_Tencode', 'BsmtFinType2_ALQ|Exterior1st_VinylSd', 'LandContour_Tencode|MiscFeature_Shed', 'YearRemodAdd|GarageCond_Fa', 'ExterQual_TA|Neighborhood_MeadowV', 'Neighborhood_NAmes|MasVnrType_None', 'YrSold|BsmtCond_Gd', 'GarageQual_TA|KitchenQual_Fa', 'LandContour_Tencode|LandSlope_Tencode', 'GarageFinish_Tencode|RoofStyle_Gable', 'Neighborhood_SWISU|RoofMatl_Tar&Grv', 'BsmtFinType2_GLQ|GarageQual_Fa', 'RoofStyle_Hip|HeatingQC_Ex', 'BsmtQual_Ex|Exterior2nd_Brk Cmn', 'Exterior1st_BrkFace|KitchenQual_TA', 'Exterior2nd_AsbShng|Heating_GasW', 'Neighborhood_NoRidge|BedroomAbvGr', 'Neighborhood_CollgCr|RoofStyle_Shed', 'YearRemodAdd|Neighborhood_StoneBr', 'GarageYrBlt|Exterior1st_MetalSd', 'RoofMatl_Tencode|BsmtFinType2_GLQ', 'Exterior2nd_CmentBd|BsmtCond_Po', 'HeatingQC_Fa|Exterior1st_Stucco', 'RoofMatl_CompShg|Fence_MnWw', 'HouseStyle_SFoyer|GarageFinish_RFn', 'Neighborhood_Veenker|BsmtCond_Tencode', 'Neighborhood_Tencode|OverallCond', 'Neighborhood_NoRidge|GarageArea', 'Neighborhood_SWISU|Condition1_RRAn', 'LandSlope_Mod|GarageQual_Fa', 'TotalBsmtSF|GarageType_Basment', 'Neighborhood_ClearCr|Functional_Min1', 'Fence_Tencode|ExterCond_Gd', 'Condition1_PosA|MSZoning_Tencode', 'RoofMatl_Tencode|GarageFinish_Tencode', 'BsmtCond_Gd|BsmtFinType1_LwQ', 'Exterior1st_HdBoard|BsmtFinSF1', 'GarageType_Attchd|GarageQual_Tencode', 'GarageArea|BsmtFinType1_GLQ', 'SaleCondition_Normal|GarageCond_Ex', 'SaleCondition_Partial|SaleCondition_Abnorml', 'RoofMatl_CompShg|Exterior2nd_MetalSd', 'LandSlope_Mod|MiscFeature_Gar2', 'GarageCond_Ex|CentralAir_Tencode', 'LandSlope_Mod|Condition1_PosA', 'Condition2_Tencode|TotRmsAbvGrd', 'Functional_Typ|ExterCond_Gd', 'Neighborhood_CollgCr|MSZoning_Tencode', 'HeatingQC_Gd|MiscFeature_Othr', 'Condition1_PosA|FireplaceQu_TA', 'Functional_Typ|Electrical_FuseA', 'LotShape_IR1|GarageFinish_Tencode', 'Fence_GdPrv|Exterior1st_VinylSd', 'Neighborhood_Tencode|BsmtFinType1_Unf', 'GrLivArea|Exterior2nd_VinylSd', 'LandContour_Tencode|BsmtFinType2_Rec', 'LotConfig_CulDSac|Alley_Grvl', 'BsmtFinType2_GLQ|LotConfig_Tencode', 'LandSlope_Gtl', '1stFlrSF|FireplaceQu_TA', 'MiscFeature_Shed|SaleType_CWD', 'LandContour_Lvl|BsmtFinType2_Rec', 'GarageCond_Tencode|SaleType_New', 'SaleCondition_Family|BsmtCond_Tencode', 'FireplaceQu_Gd|Foundation_Stone', 'OverallQual|GarageCond_Fa', 'SaleCondition_Abnorml|SaleType_Oth', 'Exterior2nd_MetalSd|Condition1_RRAe', 'BldgType_2fmCon|MSZoning_C (all)', 'LotShape_IR2|MSSubClass', 'RoofStyle_Flat|Neighborhood_Timber', 'Neighborhood_CollgCr|MiscFeature_Gar2', 'Functional_Min1|BsmtCond_Tencode', '2ndFlrSF|ExterQual_Tencode', 'Functional_Maj1|MoSold', 'LotShape_IR1|LandContour_Tencode', 'BsmtFinType2_BLQ|MiscFeature_Gar2', 'Exterior2nd_MetalSd|HouseStyle_2.5Unf', 'ExterCond_Gd|MiscFeature_Gar2', 'Foundation_Tencode|BsmtExposure_Mn', 'Condition2_Tencode|BsmtUnfSF', 'PavedDrive_Tencode|ExterCond_Gd', 'GarageType_Detchd|GarageCond_Po', 'Electrical_FuseF|LotShape_IR3', 'Exterior2nd_Tencode|PavedDrive_P', 'Exterior2nd_Brk Cmn|Exterior1st_MetalSd', 'Condition1_Artery|ExterCond_Tencode', 'Functional_Maj1|BsmtFinType1_GLQ', 'Condition1_Feedr|BsmtQual_Gd', 'GarageType_Detchd|Functional_Typ', 'YearBuilt|LandSlope_Gtl', 'Heating_GasA|Exterior2nd_HdBoard', 'MiscVal|ExterQual_Tencode', 'BsmtQual_Fa|Exterior1st_VinylSd', 'BsmtFinType2_BLQ|HouseStyle_1.5Unf', 'Exterior1st_HdBoard|GarageQual_Fa', 'BsmtFinType2_ALQ|SaleCondition_Normal', 'BsmtFinType2_Tencode|KitchenQual_Tencode', 'BsmtFinType1_LwQ|Exterior1st_Plywood', 'ExterQual_Gd|GarageType_Basment', 'MasVnrType_BrkCmn|Exterior2nd_Brk Cmn', 'LotShape_Reg|LotConfig_Inside', 'Street_Grvl|KitchenQual_TA', 'GarageType_Detchd|Alley_Pave', 'LandSlope_Gtl|Neighborhood_StoneBr', 'Condition1_Norm|KitchenQual_TA', 'SaleCondition_Tencode|LotConfig_Tencode', 'GarageCond_Ex|HouseStyle_1.5Fin', 'RoofStyle_Flat|LotShape_IR1', 'EnclosedPorch|GarageQual_TA', 'LandContour_Lvl|KitchenQual_Fa', 'LotConfig_Tencode|HouseStyle_1.5Fin', 'BsmtFinType1_Rec|MiscFeature_Gar2', 'BldgType_Duplex|MSZoning_RL', 'FireplaceQu_Fa|SaleCondition_Partial', 'Exterior2nd_Tencode|Exterior1st_BrkComm', 'Neighborhood_CollgCr|Exterior2nd_HdBoard', 'Fence_GdWo|Street_Grvl', 'BsmtCond_Gd|BldgType_Tencode', 'HeatingQC_Fa|GarageCond_TA', 'RoofMatl_Tencode|Neighborhood_BrkSide', 'LandContour_Bnk|Neighborhood_StoneBr', 'Exterior2nd_Stucco|HalfBath', 'SaleCondition_Normal|BldgType_TwnhsE', 'LotFrontage|GarageType_Attchd', 'Exterior2nd_Brk Cmn|ExterQual_Tencode', 'Neighborhood_Somerst|BsmtQual_Ex', 'Neighborhood_Crawfor|Exterior1st_VinylSd', 'Condition1_RRAn|Condition2_Norm', 'GarageCond_Fa|Utilities_AllPub', 'Foundation_PConc|Condition1_Norm', 'HouseStyle_1Story|LotFrontage', 'EnclosedPorch|KitchenQual_Tencode', 'Condition1_RRAe|BsmtExposure_Mn', 'LandSlope_Sev|HouseStyle_1.5Unf', 'CentralAir_Tencode|BsmtFinType1_Unf', 'ExterQual_Ex|BsmtCond_TA', 'Functional_Min2|MasVnrType_Tencode', 'GarageQual_Tencode|BldgType_1Fam', 'Foundation_Stone|HouseStyle_2.5Unf', 'HeatingQC_Gd|Heating_Tencode', 'Exterior2nd_Brk Cmn|BsmtCond_TA', 'Exterior1st_Stucco|Neighborhood_NWAmes', 'Condition1_Artery|GarageCond_Po', 'GarageCond_Fa|GarageQual_Tencode', 'Heating_GasW|SaleType_CWD', 'Neighborhood_NridgHt|BsmtCond_TA', 'RoofMatl_Tencode|Exterior2nd_Wd Sdng', 'FullBath|MasVnrType_Stone', 'Fence_Tencode|Neighborhood_NWAmes', 'Electrical_FuseP|Neighborhood_Sawyer', 'FireplaceQu_TA|Exterior2nd_Brk Cmn', 'SaleCondition_Tencode|Neighborhood_SawyerW', 'RoofStyle_Shed|WoodDeckSF', 'FireplaceQu_Fa|ExterQual_Fa', 'Condition1_PosN|GarageCond_Fa', 'BsmtFinType2_Rec|SaleType_Oth', 'Neighborhood_Somerst|SaleType_Tencode', 'FireplaceQu_Tencode|PoolArea', 'Neighborhood_Blmngtn|OpenPorchSF', 'HeatingQC_Fa|FullBath', 'Exterior1st_MetalSd|MasVnrType_Tencode', 'RoofStyle_Gambrel|RoofStyle_Tencode', 'LotArea|PoolArea', 'Electrical_Tencode|RoofStyle_Gable', 'GarageCars|BsmtFinType1_Unf', 'BsmtFinType1_LwQ|WoodDeckSF', 'LandSlope_Sev|LotConfig_Inside', 'Neighborhood_NoRidge|GarageQual_Tencode', 'FireplaceQu_Fa|CentralAir_Tencode', 'Functional_Tencode|GarageFinish_Tencode', 'MSSubClass|ExterQual_Fa', 'PavedDrive_P|Condition1_RRAn', 'Neighborhood_Gilbert|HouseStyle_SLvl', 'LotConfig_Corner|ExterQual_Tencode', 'SaleType_Oth|SaleType_CWD', 'KitchenQual_Ex|BsmtCond_TA', 'GarageType_CarPort|ExterQual_Gd', 'GarageType_Tencode|GarageType_BuiltIn', 'MiscFeature_Othr|BsmtFinSF2', 'MiscFeature_Othr|SaleType_ConLw', 'HeatingQC_Tencode|Exterior1st_WdShing', 'BedroomAbvGr|LotConfig_Tencode', 'Neighborhood_NridgHt|HeatingQC_Tencode', 'SaleType_ConLD|SaleType_COD', 'RoofStyle_Gambrel|Street_Pave', 'TotalBsmtSF|BsmtFinType2_Unf', 'SaleCondition_Alloca|Neighborhood_BrkSide', 'BsmtFinType1_BLQ|FullBath', 'Foundation_PConc|ExterQual_Tencode', 'GarageType_Tencode|Alley_Grvl', 'BsmtFinType1_Tencode|Exterior1st_Stucco', 'MiscFeature_Shed|HouseStyle_SLvl', 'Neighborhood_Mitchel|Exterior1st_Stucco', 'GarageCond_Po|Exterior2nd_CmentBd', 'GarageFinish_Unf|GarageType_CarPort', 'RoofStyle_Flat|Exterior1st_CemntBd', 'LotConfig_FR2|Exterior1st_CemntBd', 'Heating_GasW|SaleType_COD', 'YearBuilt|BsmtExposure_Av', 'GarageCond_Gd|Fence_MnPrv', 'RoofStyle_Flat', 'Neighborhood_Somerst|Neighborhood_ClearCr', 'Fence_GdPrv|Condition2_Tencode', 'RoofMatl_Tencode|Functional_Typ', 'Foundation_Tencode|MasVnrType_Stone', 'GarageFinish_Unf|Neighborhood_MeadowV', 'Neighborhood_Tencode|RoofStyle_Gambrel', 'SaleType_ConLw|RoofStyle_Shed', 'Foundation_Tencode|SaleType_CWD', 'Heating_GasW|Neighborhood_SawyerW', 'Heating_Tencode|SaleCondition_Normal', 'BsmtFinType2_GLQ|Exterior2nd_HdBoard', 'Exterior1st_Stucco|BsmtQual_TA', 'BsmtQual_Fa|HeatingQC_Tencode', 'Electrical_FuseF|SaleType_Oth', 'Utilities_Tencode|LotConfig_Tencode', 'GarageQual_TA|Functional_Mod', 'BsmtFullBath|PoolArea', 'Condition1_PosA|MiscFeature_Gar2', 'RoofStyle_Hip|FullBath', 'BsmtCond_Tencode|BsmtCond_TA', 'Functional_Tencode|Condition1_RRAe', 'LandSlope_Tencode|Exterior2nd_Brk Cmn', 'MiscFeature_Othr|Fireplaces', 'SaleType_COD|GarageQual_Tencode', 'Street_Tencode|Exterior1st_VinylSd', 'BsmtFinType2_ALQ|Neighborhood_Sawyer', 'MasVnrType_None|Street_Pave', 'BldgType_2fmCon|Exterior2nd_Wd Sdng', 'LowQualFinSF|FireplaceQu_Ex', 'LotShape_IR2|Neighborhood_OldTown', 'BsmtHalfBath|BsmtFullBath', 'HouseStyle_SFoyer|Functional_Maj1', 'GarageType_CarPort|ExterQual_Tencode', 'LotShape_IR2|GarageCond_Gd', 'BsmtFinSF2|GarageCond_Ex', 'MasVnrType_BrkCmn|RoofStyle_Tencode', 'Exterior1st_HdBoard|BsmtQual_Gd', 'LandContour_Low|MiscFeature_Gar2', 'GarageFinish_Fin|Fence_GdWo', 'GrLivArea|BsmtFinType2_LwQ', 'BsmtHalfBath|HouseStyle_Tencode', 'Exterior1st_HdBoard|PoolArea', 'PavedDrive_P|GarageYrBlt', 'BsmtQual_Tencode|CentralAir_Y', 'BsmtFinType2_LwQ|HouseStyle_1.5Fin', 'SaleType_ConLw|MoSold', 'BsmtExposure_Tencode|Neighborhood_NoRidge', 'Exterior2nd_BrkFace|PavedDrive_Y', 'YearRemodAdd|Foundation_Stone', 'Exterior2nd_VinylSd|Neighborhood_Sawyer', 'Exterior1st_BrkFace|GarageCond_Po', 'Condition1_Artery|Exterior2nd_MetalSd', 'Neighborhood_Somerst|GarageCond_Ex', 'PoolArea|Functional_Min2', 'Exterior2nd_Stone|Neighborhood_Mitchel', 'SaleType_ConLI|Fence_GdWo', 'KitchenAbvGr|Neighborhood_Tencode', 'Fence_GdWo|Neighborhood_MeadowV', 'BsmtFinType1_Rec|GarageFinish_RFn', 'ExterCond_Gd|Exterior2nd_CmentBd', 'LotArea', 'ExterCond_TA|HouseStyle_2Story', 'RoofStyle_Gable|Exterior2nd_Brk Cmn', 'KitchenQual_Gd|Fence_Tencode', 'BsmtHalfBath|Foundation_BrkTil', 'HouseStyle_1.5Unf|MSZoning_C (all)', 'GarageCond_TA|Functional_Min1', 'LotShape_Tencode|Exterior2nd_MetalSd', 'ExterCond_Gd|SaleCondition_Partial', 'BldgType_Twnhs|ExterCond_Gd', 'Exterior2nd_Stucco|Fireplaces', 'GrLivArea|Exterior1st_Stucco', 'KitchenAbvGr|RoofStyle_Shed', 'SaleType_New|MiscFeature_Gar2', 'Neighborhood_NAmes|Foundation_Slab', 'Exterior1st_HdBoard|HeatingQC_Tencode', 'Functional_Mod|Condition2_Artery', 'HeatingQC_TA|FullBath', 'Exterior2nd_Tencode|Neighborhood_NWAmes', 'Exterior1st_HdBoard|Functional_Typ', 'LotFrontage|Condition1_Tencode', 'RoofStyle_Flat|BsmtFinType2_LwQ', 'RoofStyle_Gambrel|Condition1_Norm', 'LotShape_Tencode|BsmtFinType2_Rec', 'Foundation_BrkTil|Condition1_PosN', 'BsmtUnfSF|Exterior2nd_Wd Shng', 'HouseStyle_1Story|KitchenQual_Tencode', 'Functional_Maj1|BldgType_Tencode', 'HeatingQC_Ex|PavedDrive_P', 'LotShape_IR2|Neighborhood_ClearCr', 'LotArea|Exterior2nd_Wd Sdng', '2ndFlrSF|HouseStyle_1.5Fin', 'Neighborhood_OldTown|HouseStyle_2Story', 'PavedDrive_N|SaleType_New', 'Exterior2nd_Stucco|Condition1_RRAe', 'GarageCond_Tencode|BldgType_TwnhsE', 'LandContour_Bnk|RoofStyle_Gambrel', 'Condition1_Artery|Exterior2nd_Wd Shng', 'BldgType_TwnhsE|SaleType_COD', 'Condition2_Tencode|BsmtFinSF1', 'Neighborhood_ClearCr|Heating_Grav', 'FireplaceQu_Fa|Functional_Mod', 'HouseStyle_1Story|LotArea', 'Neighborhood_CollgCr|BsmtFinType2_Unf', 'KitchenQual_Tencode|BsmtExposure_No', 'RoofStyle_Flat|BsmtExposure_No', 'Exterior2nd_AsbShng|Exterior1st_Wd Sdng', 'RoofStyle_Gable|BsmtFinType1_GLQ', 'MiscFeature_Tencode|ExterCond_Fa', 'LotConfig_Corner|GarageFinish_Fin', 'BldgType_2fmCon|ExterCond_Fa', 'LandContour_Low|GarageArea', 'Foundation_BrkTil|Street_Pave', 'MiscVal|Heating_GasW', 'Utilities_Tencode|Foundation_Stone', 'LowQualFinSF|MSSubClass', 'KitchenAbvGr|HeatingQC_Ex', 'Foundation_Tencode|HouseStyle_2.5Unf', 'Electrical_FuseA|Neighborhood_MeadowV', 'Functional_Mod|MSSubClass', 'ExterQual_Gd|BsmtFinType2_Unf', 'LotShape_IR1|KitchenQual_Gd', 'GrLivArea|PavedDrive_Tencode', 'BsmtQual_Fa|HeatingQC_Ex', 'LandContour_Bnk|Functional_Min1', 'GarageFinish_Fin|PoolArea', 'LandContour_Low|SaleType_CWD', 'LandSlope_Tencode|Electrical_SBrkr', 'OverallCond|ExterCond_Fa', 'Neighborhood_NPkVill|Functional_Maj2', 'BldgType_2fmCon|GarageType_BuiltIn', 'Neighborhood_Blmngtn|GarageCond_TA', 'LotConfig_FR2|BsmtCond_Po', 'Foundation_BrkTil|Neighborhood_NAmes', 'Neighborhood_NoRidge|BsmtCond_Fa', 'RoofStyle_Gambrel|Neighborhood_Sawyer', 'BldgType_Duplex|Foundation_CBlock', 'Exterior1st_AsbShng|MiscFeature_Tencode', 'LandSlope_Sev|MasVnrType_Tencode', 'LotConfig_Tencode|ExterQual_Fa', 'RoofStyle_Flat|Condition1_Feedr', 'GarageCond_Gd|CentralAir_N', 'BldgType_Twnhs|HouseStyle_SLvl', 'Functional_Maj1|BsmtCond_Po', 'Street_Tencode|3SsnPorch', 'Exterior2nd_Stone|BsmtCond_Fa', 'Foundation_Tencode|WoodDeckSF', 'GarageCond_Gd|Foundation_Slab', 'Alley_Pave|GarageType_Tencode', 'Alley_Tencode|GarageType_2Types', 'HeatingQC_Gd|Street_Grvl', 'HouseStyle_Tencode|CentralAir_N', 'BsmtFinType1_Tencode|BldgType_Tencode', 'Foundation_Stone|BldgType_1Fam', 'Street_Tencode|FireplaceQu_Po', 'SaleCondition_Tencode|HeatingQC_Ex', 'LandContour_Lvl|PavedDrive_Tencode', 'RoofStyle_Hip|FireplaceQu_Ex', 'Neighborhood_StoneBr|CentralAir_N', 'KitchenAbvGr|Condition1_PosN', 'RoofStyle_Gable|CentralAir_N', 'EnclosedPorch|Fence_Tencode', 'Foundation_Tencode|GarageType_CarPort', 'MSZoning_C (all)|Alley_Grvl', 'Exterior1st_BrkFace|OpenPorchSF', 'Exterior1st_BrkFace|Heating_Tencode', 'Alley_Pave|BsmtUnfSF', 'Heating_GasW|GarageCond_Ex', 'SaleType_ConLI|Neighborhood_IDOTRR', 'Neighborhood_NPkVill|LandSlope_Gtl', 'Fence_Tencode|Functional_Maj1', 'BsmtFinType2_Unf|WoodDeckSF', 'Exterior1st_BrkComm|WoodDeckSF', 'GarageFinish_Unf|Neighborhood_Timber', 'Neighborhood_Sawyer|LotConfig_Inside', 'ExterCond_Tencode|MiscFeature_Shed', 'Neighborhood_BrDale|ExterQual_Fa', 'FireplaceQu_Tencode|Neighborhood_MeadowV', 'Exterior2nd_Tencode|Exterior2nd_MetalSd', 'SaleType_ConLw|BsmtExposure_Gd', 'Street_Grvl|PoolArea', 'BldgType_Twnhs|FireplaceQu_Fa', 'BldgType_2fmCon|Exterior2nd_Plywood', 'LotShape_IR2|ExterCond_TA', 'Electrical_SBrkr|SaleCondition_Abnorml', 'Electrical_FuseP|Condition1_Tencode', 'BedroomAbvGr|SaleType_CWD', 'Foundation_PConc|MiscFeature_Othr', 'MiscFeature_Othr|BsmtFinType2_Rec', 'BsmtFinType1_BLQ|BldgType_Twnhs', 'LandContour_HLS|Foundation_CBlock', 'ExterQual_TA|BsmtExposure_Mn', 'SaleCondition_Normal|CentralAir_Tencode', 'BsmtFinType2_BLQ|Neighborhood_Gilbert', 'Heating_GasW|BsmtExposure_No', 'EnclosedPorch|Neighborhood_Blmngtn', 'Condition2_Tencode|BsmtExposure_No', 'Exterior2nd_MetalSd|BsmtFinType2_LwQ', 'Exterior1st_CemntBd|BsmtFinType1_Unf', 'LandSlope_Tencode|MasVnrType_BrkCmn', 'LandContour_Tencode|GarageQual_Fa', 'Heating_Grav|FireplaceQu_Ex', 'SaleType_WD|Exterior1st_Tencode', 'PoolQC_Tencode|MasVnrType_Stone', 'Neighborhood_OldTown|Fence_MnPrv', 'SaleType_ConLI|Exterior2nd_HdBoard', 'LandSlope_Sev|MiscFeature_Tencode', 'ExterQual_TA|MiscFeature_Gar2', 'LotShape_Tencode|Foundation_Slab', 'LandContour_Low|Exterior1st_Stucco', 'GarageType_CarPort|PavedDrive_P', 'Neighborhood_Veenker|GarageType_2Types', 'ExterQual_TA|RoofStyle_Shed', 'PavedDrive_N|Condition2_Tencode', 'LotShape_IR2|PavedDrive_Y', 'Foundation_Stone|PoolArea', 'GarageType_Tencode|Neighborhood_SWISU', 'OverallQual|BsmtFinType2_Tencode', 'Neighborhood_Tencode|Neighborhood_SawyerW', 'GarageQual_Fa|MiscFeature_Gar2', 'SaleCondition_Tencode|LandSlope_Sev', 'Electrical_FuseF|Exterior2nd_CmentBd', 'FireplaceQu_Tencode|Neighborhood_Gilbert', 'Neighborhood_ClearCr|Exterior2nd_Wd Shng', 'MSZoning_RL|Utilities_AllPub', 'Exterior2nd_Stucco|ExterCond_Fa', 'SaleCondition_Alloca|Exterior1st_Plywood', 'BsmtFinType1_BLQ|Fireplaces', 'BsmtQual_Ex|Exterior1st_MetalSd', 'SaleType_ConLI|HouseStyle_2.5Unf', 'Neighborhood_Mitchel|SaleType_CWD', 'GrLivArea|ExterQual_Tencode', 'Exterior2nd_Tencode|Exterior2nd_HdBoard', 'Condition1_RRAe|ExterQual_Ex', 'Exterior2nd_CmentBd|Neighborhood_BrkSide', 'MiscFeature_Othr|KitchenQual_TA', 'HouseStyle_SFoyer|BsmtFinType2_BLQ', 'Neighborhood_Edwards|Condition1_Norm', 'HeatingQC_Gd|LotConfig_Tencode', 'BsmtFinType2_GLQ|RoofMatl_Tar&Grv', 'ExterQual_TA|Neighborhood_NAmes', 'Exterior1st_HdBoard|Neighborhood_Crawfor', 'MSZoning_RM|BldgType_1Fam', 'LandSlope_Tencode|Functional_Min1', 'GarageCond_Po|GarageType_Attchd', 'LotShape_Tencode|LotArea', 'Heating_Tencode|Condition2_Tencode', '3SsnPorch|Neighborhood_Crawfor', 'HouseStyle_Tencode|BsmtFinType2_Unf', 'HouseStyle_Tencode|TotRmsAbvGrd', 'Neighborhood_ClearCr|Neighborhood_IDOTRR', 'Neighborhood_Mitchel|Neighborhood_SawyerW', 'HouseStyle_1Story|LandSlope_Gtl', 'KitchenQual_Ex|Functional_Min1', 'Heating_Grav|LowQualFinSF', 'Electrical_FuseA|MoSold', 'Exterior2nd_AsbShng|KitchenQual_Gd', 'Condition1_Artery|LotConfig_FR2', 'Condition2_Artery|ExterQual_Fa', 'Neighborhood_Veenker|BsmtCond_Po', 'FireplaceQu_Gd|ExterCond_Tencode', 'RoofMatl_CompShg|BsmtExposure_Av', 'HeatingQC_Gd|ExterQual_Tencode', 'KitchenQual_Gd|Exterior2nd_Wd Sdng', 'FullBath|Condition2_Tencode', 'GarageArea|ScreenPorch', 'Neighborhood_Edwards|LotShape_IR3', 'OverallQual|ExterCond_Tencode', 'Alley_Pave|SaleType_CWD', 'BsmtQual_Ex|RoofStyle_Tencode', 'Foundation_Tencode|Neighborhood_MeadowV', 'Exterior2nd_HdBoard|BsmtExposure_Mn', 'YrSold|GarageCars', 'MasVnrArea|Exterior1st_Wd Sdng', 'GarageQual_Po|MSZoning_FV', 'Exterior1st_AsbShng|ScreenPorch', 'BedroomAbvGr|BsmtCond_Tencode', 'Exterior1st_CemntBd|Neighborhood_NWAmes', 'LandSlope_Tencode|BsmtQual_Gd', 'MSSubClass|Street_Pave', 'Neighborhood_OldTown|Street_Grvl', 'MiscVal|SaleType_Tencode', 'FireplaceQu_Fa|Exterior2nd_CmentBd', 'Neighborhood_Somerst|3SsnPorch', 'FireplaceQu_Gd|OverallCond', 'PavedDrive_Y|HouseStyle_1.5Unf', 'MiscFeature_Othr|Fence_MnPrv', 'Exterior2nd_Stucco|BsmtFinType1_ALQ', 'Condition1_Artery|Exterior1st_HdBoard', 'HeatingQC_Tencode|Exterior1st_Wd Sdng', 'GarageFinish_RFn|MasVnrType_Stone', 'ExterCond_Tencode|Exterior1st_Plywood', '2ndFlrSF|Neighborhood_StoneBr', 'Neighborhood_NAmes|CentralAir_N', 'FireplaceQu_Tencode|BsmtFinType1_Rec', 'BsmtExposure_Tencode|RoofStyle_Gable', 'SaleCondition_Family|RoofMatl_WdShngl', 'Neighborhood_ClearCr|Exterior1st_WdShing', '3SsnPorch|BsmtCond_Fa', 'PoolQC_Tencode|GarageArea', 'Exterior1st_Stucco|RoofStyle_Tencode', 'MiscFeature_Shed|BldgType_TwnhsE', 'GarageFinish_Unf|Condition2_Tencode', 'FireplaceQu_Fa|Condition2_Norm', 'Condition1_PosN|Exterior2nd_Brk Cmn', 'HeatingQC_Ex|RoofMatl_Tar&Grv', 'SaleType_ConLI|MSSubClass', 'GarageType_Attchd|OverallCond', 'ExterCond_Tencode|Neighborhood_Sawyer', 'GarageType_Detchd|MasVnrType_Tencode', 'YearRemodAdd|LotShape_Reg', 'MSZoning_RM|Foundation_CBlock', 'MiscFeature_Shed|MiscFeature_Tencode', 'Utilities_Tencode|ExterQual_Tencode', 'TotalBsmtSF|MSSubClass', 'PoolQC_Tencode|Street_Pave', 'Exterior2nd_AsbShng|Neighborhood_Edwards', 'Neighborhood_NWAmes|MSZoning_RM', 'GarageQual_TA|Condition1_PosN', 'GarageFinish_Unf|FireplaceQu_Ex', 'GarageCond_Po|Heating_Tencode', 'HeatingQC_Gd|Neighborhood_SWISU', 'Heating_Tencode|Functional_Maj2', 'Neighborhood_NPkVill|PoolQC_Tencode', 'Fence_Tencode|Functional_Min1', 'ScreenPorch|Exterior1st_BrkComm', 'LotFrontage|SaleType_CWD', 'Neighborhood_CollgCr|Neighborhood_IDOTRR', 'Heating_Grav|SaleCondition_Family', 'SaleType_ConLD|CentralAir_N', 'Exterior1st_AsbShng|BsmtFinType1_GLQ', 'ExterCond_Tencode|MSZoning_RL', 'FireplaceQu_Tencode|Functional_Mod', 'Condition2_Tencode|HouseStyle_SLvl', 'TotalBsmtSF|GarageQual_Po', 'Exterior1st_BrkFace|Neighborhood_Somerst', 'KitchenQual_Ex|BsmtFinSF1', 'BsmtQual_Ex|MasVnrType_BrkCmn', 'Neighborhood_SWISU|BsmtCond_Po', 'FireplaceQu_Po|BsmtFinType1_LwQ', 'Neighborhood_NAmes|Functional_Min1', 'MoSold|BsmtExposure_No', 'HeatingQC_Fa|MSSubClass', 'LotConfig_FR2|Street_Pave', 'TotalBsmtSF|CentralAir_Y', 'BsmtFinType2_BLQ|BsmtFinType1_LwQ', 'BsmtFinType2_ALQ|CentralAir_N', 'Exterior1st_Stucco|BsmtExposure_Av', 'RoofStyle_Flat|BldgType_Tencode', 'GarageQual_Po|Neighborhood_NAmes', 'YearBuilt|Heating_GasW', 'Neighborhood_Veenker|MasVnrType_BrkFace', 'Exterior1st_BrkComm|Exterior1st_Tencode', 'GarageFinish_Tencode|Neighborhood_BrkSide', 'Foundation_Tencode|Functional_Maj1', 'SaleCondition_Partial|MasVnrType_Tencode', 'Exterior1st_CemntBd|Exterior2nd_HdBoard', 'BsmtExposure_Gd|Fence_MnPrv', 'Heating_Tencode|SaleType_ConLD', 'Neighborhood_Blmngtn|HouseStyle_1.5Unf', 'SaleType_ConLI|MasVnrType_BrkFace', 'LotArea|GarageYrBlt', 'GarageQual_Gd|BsmtExposure_No', 'PavedDrive_N|BsmtExposure_No', 'Exterior1st_Tencode|BsmtCond_TA', 'YrSold|BldgType_Duplex', 'PavedDrive_N|MSZoning_RL', 'Electrical_Tencode|LandContour_HLS', 'BsmtFinSF2|HeatingQC_Tencode', 'BsmtFinType1_LwQ|Foundation_Slab', 'MasVnrType_None|ExterQual_Tencode', 'Condition1_RRAe|GarageType_Basment', 'PavedDrive_Y|RoofMatl_Tar&Grv', 'Neighborhood_StoneBr|Neighborhood_Crawfor', 'Neighborhood_SWISU|Neighborhood_Sawyer', 'MiscVal|Condition1_Tencode', 'Neighborhood_NAmes|BsmtCond_TA', 'Exterior2nd_Stone|BsmtCond_Po', 'LotShape_IR2|OpenPorchSF', 'RoofMatl_Tar&Grv|LotShape_IR3', 'HouseStyle_Tencode|Neighborhood_NWAmes', 'Exterior1st_BrkComm|BsmtQual_Gd', 'BsmtFinType1_Tencode|PoolArea', 'GarageArea|Exterior2nd_AsphShn', 'LandContour_Bnk|HeatingQC_Tencode', 'GarageCond_Ex|BsmtExposure_Mn', 'Exterior2nd_VinylSd|LandContour_Lvl', 'BsmtHalfBath|OverallCond', 'RoofStyle_Tencode|BsmtFinType1_GLQ', 'FullBath|Neighborhood_NWAmes', 'Fence_GdPrv|GarageType_BuiltIn', 'PavedDrive_N|LotConfig_CulDSac', 'TotalBsmtSF|Condition1_RRAe', 'BsmtFinType1_Rec|Functional_Min2', 'OverallQual|FireplaceQu_Tencode', 'Exterior2nd_AsbShng|LandContour_HLS', 'Electrical_FuseP|MSZoning_RM', 'GarageQual_Gd|LowQualFinSF', 'KitchenAbvGr|GarageCond_Po', 'Neighborhood_Edwards|Condition2_Norm', 'GarageFinish_Unf|Fence_MnPrv', 'FireplaceQu_Ex|MasVnrType_BrkFace', 'Condition1_RRAe|ExterQual_Gd', 'BsmtFinType2_LwQ|MSZoning_RH', 'SaleType_Tencode|Exterior1st_Wd Sdng', 'FireplaceQu_Tencode|Neighborhood_Sawyer', 'BsmtExposure_Tencode|Foundation_PConc', 'GarageQual_Gd|LandContour_Bnk', 'Foundation_PConc|Heating_GasA', 'MiscFeature_Shed|HouseStyle_2Story', 'HeatingQC_Tencode|SaleCondition_Abnorml', 'Functional_Tencode|Foundation_CBlock', 'RoofStyle_Gambrel|Neighborhood_IDOTRR', 'Functional_Min1|Exterior1st_VinylSd', 'Exterior2nd_Stone|Electrical_FuseA', 'SaleType_WD|MSZoning_FV', 'Heating_Tencode|GarageType_BuiltIn', 'MasVnrType_Tencode|LotConfig_Inside', 'RoofStyle_Hip|Exterior1st_Wd Sdng', 'Street_Tencode|MSZoning_Tencode', 'MSSubClass|ExterCond_Fa', 'MiscFeature_Shed|LotConfig_Inside', 'Neighborhood_ClearCr|FireplaceQu_TA', 'FireplaceQu_TA|Exterior1st_Wd Sdng', 'Neighborhood_BrDale|BsmtExposure_Av', 'MSZoning_C (all)|Foundation_CBlock', 'YrSold|Exterior2nd_Tencode', 'BsmtCond_Po|LotShape_IR3', 'Foundation_Stone|Exterior2nd_CmentBd', 'Condition1_Artery|BsmtFinType1_Unf', 'Neighborhood_Timber|BsmtCond_Fa', 'BldgType_Twnhs|2ndFlrSF', 'Electrical_FuseF|MSSubClass', 'BsmtExposure_Tencode|LotShape_IR2', 'Exterior2nd_MetalSd|Neighborhood_Sawyer', 'Neighborhood_Somerst|BsmtCond_Fa', 'Functional_Tencode|BldgType_Tencode', 'BsmtCond_Tencode|SaleType_Oth', 'EnclosedPorch|Electrical_FuseA', 'Exterior2nd_CmentBd|CentralAir_N', 'Exterior2nd_Stucco|Condition1_PosA', 'Foundation_Stone|ExterQual_Fa', 'OverallQual|GarageType_Tencode', 'ExterCond_Tencode|PavedDrive_P', 'BsmtCond_Po|Neighborhood_IDOTRR', 'Neighborhood_SWISU', 'BldgType_Duplex|MasVnrType_BrkFace', 'OpenPorchSF|KitchenQual_TA', 'GarageType_Detchd|Neighborhood_NWAmes', 'PavedDrive_N|LotShape_IR2', 'Exterior2nd_Stone|Fence_MnPrv', 'GarageFinish_Unf|HeatingQC_Fa', 'Neighborhood_Gilbert|Exterior1st_Plywood', 'LotConfig_Corner|LandContour_Tencode', 'LandContour_Low|Fence_Tencode', 'BsmtFinType1_BLQ|Exterior2nd_Plywood', 'BedroomAbvGr|Electrical_SBrkr', 'LotShape_Tencode|RoofStyle_Gambrel', 'LotFrontage|BsmtFinType2_ALQ', 'HeatingQC_TA|BsmtExposure_Av', 'Neighborhood_Somerst|BsmtFinType1_LwQ', 'BsmtFinType1_Tencode|Neighborhood_IDOTRR', 'BsmtFinType1_Rec|LotConfig_Tencode', 'Exterior2nd_Stone|ExterCond_TA', 'Condition2_Norm', 'Functional_Typ|Exterior2nd_BrkFace', 'Condition2_Artery|Neighborhood_SawyerW', 'Neighborhood_OldTown|Neighborhood_Crawfor', 'Functional_Maj2|Exterior1st_VinylSd', 'Functional_Maj2|Functional_Maj1', 'CentralAir_Y|BsmtFinSF1', 'Functional_Maj1|BldgType_1Fam', 'Electrical_SBrkr|PavedDrive_P', 'TotRmsAbvGrd|Exterior2nd_Brk Cmn', 'FireplaceQu_Ex|KitchenQual_TA', 'Neighborhood_Tencode|Condition2_Norm', 'FireplaceQu_Fa|Exterior2nd_Wd Shng', 'YrSold|PoolQC_Tencode', 'Fence_Tencode|PavedDrive_Y', 'Exterior2nd_Stone|KitchenQual_Fa', 'Exterior2nd_Stucco|HeatingQC_Ex', 'HouseStyle_1Story|Functional_Maj1', 'GarageFinish_Unf|LandContour_Lvl', 'GarageCond_TA|Neighborhood_Edwards', 'LotShape_IR2|BsmtCond_Gd', 'BsmtFinType1_Tencode|Functional_Typ', 'MiscFeature_Othr|Condition2_Norm', 'SaleType_CWD|MasVnrType_Tencode', 'SaleCondition_Abnorml|Neighborhood_SawyerW', 'Foundation_Tencode|Functional_Min2', 'BsmtFinType2_Rec', 'BsmtCond_Tencode|FireplaceQu_TA', 'ExterCond_Gd|MoSold', 'Foundation_Tencode|MasVnrType_BrkFace', 'BldgType_Duplex|BldgType_2fmCon', 'HouseStyle_2.5Unf|OverallCond', 'GarageFinish_RFn|Exterior1st_Plywood', 'OpenPorchSF|LotShape_IR3', 'Neighborhood_Timber|Neighborhood_MeadowV', 'LotShape_Tencode|Neighborhood_CollgCr', 'GarageFinish_Fin|Foundation_Slab', 'GarageFinish_Unf|MSZoning_RL', 'ExterQual_TA|RoofStyle_Gambrel', 'LotArea|Exterior2nd_HdBoard', 'Electrical_FuseF|FireplaceQu_TA', 'KitchenQual_Ex|Neighborhood_IDOTRR', 'BldgType_Duplex|Neighborhood_BrkSide', 'LandContour_Lvl|Foundation_CBlock', 'Exterior2nd_Stucco|GarageCond_Ex', 'LotShape_Tencode|BsmtFinSF1', 'Heating_Tencode|BsmtQual_Ex', 'Neighborhood_Tencode|BsmtQual_Gd', 'Heating_Tencode|FireplaceQu_TA', 'Exterior1st_AsbShng|BsmtFinType2_ALQ', 'Condition1_RRAn|Exterior1st_WdShing', 'Heating_GasW|BsmtUnfSF', 'SaleCondition_Tencode|BsmtQual_Ex', 'Exterior1st_HdBoard|HeatingQC_Fa', 'FireplaceQu_Tencode|RoofStyle_Tencode', 'SaleCondition_Tencode|MSZoning_C (all)', 'HouseStyle_1Story|MasVnrType_None', 'RoofStyle_Flat|LandSlope_Mod', 'LotConfig_Tencode|CentralAir_Y', 'EnclosedPorch|LotFrontage', 'GarageCond_TA|MasVnrArea', 'OverallCond|GarageType_2Types', 'BsmtFinType2_GLQ|MiscFeature_Tencode', 'PavedDrive_N|OpenPorchSF', 'Fireplaces|Exterior2nd_CmentBd', 'ExterCond_Tencode|BsmtFinType1_GLQ', 'Foundation_BrkTil|SaleType_Oth', 'LowQualFinSF|Neighborhood_BrkSide', 'Neighborhood_NPkVill|HalfBath', 'KitchenAbvGr|BsmtExposure_Av', 'BsmtUnfSF|HouseStyle_SLvl', 'ExterCond_TA|Electrical_Tencode', 'Neighborhood_Veenker|MasVnrType_BrkCmn', 'CentralAir_N|Fence_MnPrv', 'GrLivArea|Exterior1st_Plywood', 'SaleType_New|BsmtExposure_Gd', 'SaleType_WD|BsmtUnfSF', 'OpenPorchSF|ExterQual_Ex', 'BsmtExposure_Tencode|PoolQC_Tencode', 'RoofStyle_Flat|BsmtCond_Tencode', 'Fence_Tencode|LandSlope_Sev', 'Exterior2nd_HdBoard|BsmtCond_TA', 'Functional_Tencode|MSZoning_Tencode', 'TotRmsAbvGrd|Exterior1st_VinylSd', 'YearRemodAdd|GarageQual_Tencode', 'LotShape_IR1|SaleType_ConLw', 'RoofStyle_Gable|KitchenQual_TA', 'Exterior1st_Stucco|Foundation_CBlock', 'GarageType_Detchd|BldgType_Twnhs', 'MasVnrType_BrkFace|MSZoning_RH', 'Neighborhood_NWAmes|SaleType_Oth', 'Neighborhood_SawyerW|Utilities_AllPub', 'Functional_Maj2|MasVnrType_None', 'RoofMatl_CompShg|MasVnrArea', 'Fireplaces|LandContour_Tencode', 'Condition2_Tencode|Fence_MnPrv', 'LandSlope_Tencode|MasVnrType_Tencode', 'KitchenQual_Tencode|BsmtFinType2_Rec', 'OverallCond|Exterior1st_Wd Sdng', 'MiscFeature_Othr|Exterior1st_MetalSd', 'Exterior1st_AsbShng|Functional_Mod', 'Exterior2nd_Stucco|Exterior2nd_Plywood', 'Condition2_Tencode|BsmtCond_Gd', 'BsmtFinType1_Tencode|Exterior1st_HdBoard', 'Foundation_PConc|BsmtCond_Fa', 'LotFrontage|SaleCondition_Normal', 'KitchenAbvGr|Heating_GasW', 'GarageCond_TA|HouseStyle_SLvl', 'RoofMatl_CompShg|BsmtExposure_No', 'LandSlope_Tencode|RoofStyle_Shed', 'Foundation_Stone|KitchenQual_Fa', 'SaleCondition_Alloca|GarageYrBlt', 'LandContour_HLS|Neighborhood_IDOTRR', 'LotConfig_Corner|Neighborhood_BrkSide', 'Exterior2nd_Stone|Functional_Min2', 'BsmtFinType2_GLQ|BsmtFinType1_ALQ', 'Exterior2nd_Wd Sdng|SaleCondition_Abnorml', 'SaleCondition_Tencode|MoSold', 'Heating_GasW|BsmtQual_Ex', 'Neighborhood_Edwards|HouseStyle_SLvl', 'Condition1_RRAn|Fence_MnWw', 'Exterior2nd_AsbShng|HouseStyle_1.5Fin', 'Neighborhood_Mitchel|SaleCondition_Partial', 'BsmtFinType1_ALQ|Alley_Grvl', 'BsmtFinType2_Tencode|SaleType_CWD', 'Exterior2nd_HdBoard|LotShape_IR3', 'TotalBsmtSF|Neighborhood_Mitchel', 'HouseStyle_Tencode|LotShape_IR3', 'MSSubClass|SaleType_COD', 'HouseStyle_SFoyer|BsmtQual_Ex', 'BsmtFinType1_Unf|BsmtCond_TA', 'SaleCondition_Alloca|BsmtCond_Gd', 'Functional_Tencode|GarageType_2Types', 'Foundation_Stone|ExterQual_Tencode', 'BsmtExposure_Tencode|HouseStyle_1.5Unf', 'LandContour_Tencode|SaleType_WD', 'RoofStyle_Gambrel|CentralAir_Tencode', 'Exterior1st_HdBoard|GarageFinish_Fin', 'Alley_Tencode|BldgType_TwnhsE', 'BsmtFinType2_Tencode|Utilities_AllPub', 'RoofMatl_CompShg|Street_Pave', 'RoofMatl_WdShngl|BsmtExposure_No', 'FireplaceQu_Tencode|Neighborhood_Veenker', 'SaleCondition_Family|Condition2_Norm', 'Neighborhood_Veenker|GarageType_CarPort', 'Foundation_Stone|BsmtFinType2_Rec', 'Street_Tencode|Exterior1st_CemntBd', 'BsmtFinType1_BLQ|KitchenQual_Ex', 'GrLivArea|Exterior2nd_Plywood', 'Foundation_Stone|Condition2_Tencode', 'FireplaceQu_Po|Fence_GdPrv', 'LotShape_Reg|Heating_Tencode', 'GarageFinish_Tencode|Exterior2nd_Wd Shng', 'ExterQual_Tencode|MSZoning_RL', 'GarageFinish_Unf|MasVnrType_Stone', 'GarageQual_Gd|Condition2_Artery', 'BsmtFinType2_LwQ|Foundation_Slab', 'Fence_Tencode', 'Condition1_PosN|Neighborhood_StoneBr', 'BsmtQual_Tencode|BsmtFinType1_Unf', 'Exterior1st_Stucco|SaleType_Oth', 'BsmtCond_Po|OverallCond', 'LotShape_Tencode|YearRemodAdd', 'GarageCond_Tencode|Functional_Maj1', 'LandContour_Tencode|ExterCond_Fa', 'Exterior2nd_VinylSd|Exterior1st_Wd Sdng', 'PoolArea|Neighborhood_BrkSide', 'OverallQual|BsmtExposure_No', '3SsnPorch|BsmtCond_Po', 'GarageCond_Po|LotConfig_Inside', 'BsmtExposure_Tencode|BsmtFinSF1', 'LotConfig_FR2|Neighborhood_StoneBr', 'Neighborhood_SWISU|BldgType_1Fam', 'GarageCond_Po|FireplaceQu_Ex', 'BsmtFullBath|BsmtFinType1_GLQ', 'BsmtQual_Gd|Street_Pave', 'Exterior1st_AsbShng|Condition2_Norm', 'Neighborhood_NAmes|LandSlope_Gtl', 'YearRemodAdd|Exterior1st_CemntBd', 'FireplaceQu_Gd|BldgType_TwnhsE', 'Neighborhood_NPkVill|Neighborhood_Veenker', 'GarageType_Basment|Exterior1st_WdShing', 'RoofMatl_WdShngl|MasVnrType_Tencode', 'BedroomAbvGr|GarageQual_Tencode', 'LotConfig_Corner|Neighborhood_Tencode', 'ExterCond_Gd|GarageType_Basment', 'Exterior2nd_VinylSd|MSZoning_RH', 'GarageCond_Tencode|HouseStyle_2.5Unf', 'ExterQual_Ex|Functional_Mod', 'KitchenQual_Gd|GarageType_BuiltIn', 'Electrical_FuseA|BsmtCond_Tencode', 'YearBuilt|GarageType_BuiltIn', 'Exterior2nd_Stone|CentralAir_N', 'BsmtFinType1_Tencode|LotShape_IR1', 'Alley_Tencode|LandContour_HLS', 'EnclosedPorch|GarageCond_Tencode', 'Exterior1st_BrkFace|LotShape_IR3', 'LotShape_Tencode|Exterior2nd_Stucco', 'Functional_Maj2|CentralAir_Y', 'Neighborhood_ClearCr|BldgType_Twnhs', 'PavedDrive_N|RoofStyle_Tencode', 'LotShape_Reg|RoofStyle_Tencode', 'SaleType_Oth|LotShape_IR3', 'GarageCond_TA|CentralAir_N', 'Fence_MnWw|GarageType_2Types', 'BsmtUnfSF|SaleType_Oth', 'HouseStyle_1.5Unf|Exterior2nd_Brk Cmn', 'Neighborhood_Somerst|Neighborhood_SWISU', 'HouseStyle_1.5Unf|SaleType_CWD', 'Condition1_RRAn|GarageType_2Types', 'Condition1_Artery|OpenPorchSF', 'KitchenQual_TA|LotConfig_Inside', 'Alley_Tencode|HouseStyle_2Story', 'Electrical_FuseP|LandSlope_Tencode', 'Neighborhood_Mitchel|Neighborhood_Gilbert', 'GrLivArea|ExterCond_Fa', 'SaleType_ConLI|GarageType_Basment', 'Neighborhood_Edwards|HouseStyle_2.5Unf', 'BsmtFinType1_BLQ', 'GarageQual_Gd|LotConfig_Tencode', 'GarageCond_Gd|Exterior1st_Tencode', 'Electrical_Tencode|Fence_GdWo', 'Neighborhood_NridgHt|MiscFeature_Tencode', 'HouseStyle_1.5Unf|Condition1_RRAn', 'GarageCars|GarageFinish_RFn', 'MSZoning_RM|GarageQual_Tencode', 'Neighborhood_Sawyer|BsmtCond_Fa', 'SaleCondition_Alloca|GarageCond_Fa', 'GarageType_BuiltIn|MasVnrType_BrkFace', 'GarageFinish_Tencode|Condition1_PosN', 'SaleCondition_Tencode|TotRmsAbvGrd', 'RoofMatl_WdShngl|Exterior1st_WdShing', 'Exterior1st_CemntBd|Neighborhood_Sawyer', 'HeatingQC_Fa|Neighborhood_Somerst', 'BsmtFinType1_Rec|BsmtFinType1_LwQ', 'BsmtQual_TA|Condition2_Artery', 'KitchenQual_Gd|PavedDrive_P', 'GarageType_Detchd|KitchenQual_Ex', 'Heating_Tencode|LotConfig_Inside', 'RoofStyle_Hip|Neighborhood_Veenker', 'LandContour_HLS|MSZoning_RM', 'Foundation_Stone|Neighborhood_SWISU', 'Exterior2nd_VinylSd|ExterCond_Gd', 'BsmtFinSF2|BsmtFinType1_Rec', 'Electrical_SBrkr|3SsnPorch', 'Exterior2nd_Stone|SaleCondition_Partial', 'HeatingQC_Tencode|BsmtCond_Gd', 'Condition2_Norm|Exterior1st_Wd Sdng', 'GarageType_Tencode|Fence_MnWw', 'Street_Tencode|HouseStyle_1.5Unf', 'PavedDrive_N|TotalBsmtSF', 'BldgType_2fmCon|GarageArea', 'SaleCondition_Family|HalfBath', 'GarageCond_Po|LotConfig_Tencode', 'Neighborhood_Edwards|Utilities_AllPub', 'KitchenQual_Tencode|MasVnrType_Tencode', 'LotArea|BsmtFullBath', 'Functional_Typ|ScreenPorch', 'LotFrontage|ExterCond_Tencode', 'Neighborhood_Crawfor|SaleType_CWD', 'BldgType_2fmCon|Functional_Maj2', 'Neighborhood_NridgHt|TotRmsAbvGrd', 'BedroomAbvGr|Condition2_Artery', 'HeatingQC_Ex|HouseStyle_2Story', 'FireplaceQu_Tencode|Condition1_Artery', 'HouseStyle_SFoyer|Exterior1st_WdShing', 'Electrical_Tencode|LotShape_IR3', 'PoolQC_Tencode|GarageFinish_RFn', 'LandContour_Lvl|Exterior2nd_AsphShn', 'HeatingQC_TA|MSZoning_C (all)', 'RoofMatl_Tencode|LotConfig_CulDSac', 'FireplaceQu_Fa|WoodDeckSF', 'LotConfig_FR2|BsmtFinType2_BLQ', 'Neighborhood_NAmes|MSZoning_Tencode', 'HeatingQC_Ex|GarageYrBlt', 'BsmtFinType1_BLQ|MSZoning_Tencode', 'MiscFeature_Tencode|CentralAir_N', 'YearBuilt|CentralAir_N', 'Condition1_RRAn|Neighborhood_Timber', 'MiscFeature_Shed|MSZoning_RH', 'Exterior2nd_CmentBd|MSSubClass', 'HeatingQC_Fa|GarageCars', 'ExterQual_TA|LandContour_Bnk', 'Neighborhood_Mitchel|MSZoning_Tencode', 'PavedDrive_P|SaleType_Oth', 'Foundation_Tencode|CentralAir_Y', 'HeatingQC_Gd|MSZoning_Tencode', 'GarageQual_Gd|GarageFinish_Tencode', 'BsmtExposure_Tencode|LotConfig_Tencode', 'HalfBath|SaleType_Oth', 'SaleType_ConLw|MSZoning_RH', 'GarageArea|FireplaceQu_TA', 'GarageType_Attchd|BsmtExposure_Gd', 'Exterior2nd_Stone|Condition1_RRAe', 'LandContour_Bnk|GarageType_Basment', 'SaleType_ConLD|BsmtFinType1_Rec', 'LandContour_Tencode|Electrical_FuseF', 'HeatingQC_TA|BsmtQual_Gd', 'BsmtFinType2_Rec|Exterior2nd_Wd Shng', 'Neighborhood_NridgHt|HeatingQC_Ex', 'BsmtFinType1_Unf|MSZoning_FV', 'Neighborhood_Sawyer|BsmtExposure_Mn', 'GarageQual_Gd|Heating_Grav', 'SaleType_WD|Neighborhood_IDOTRR', 'Functional_Min1|ExterQual_Tencode', 'GarageCond_TA|BsmtFinType1_Rec', 'BsmtFinType2_LwQ|Fence_MnPrv', 'Electrical_FuseP|MSZoning_RL', 'Neighborhood_NridgHt|Exterior2nd_CmentBd', 'YearRemodAdd|Neighborhood_OldTown', 'FullBath|GarageType_Tencode', 'LotConfig_FR2|BsmtQual_TA', 'Neighborhood_Somerst|1stFlrSF', 'BsmtFinType1_Rec|Neighborhood_MeadowV', 'Exterior2nd_Stone|Fence_GdWo', 'GarageCond_TA|LandContour_Tencode', 'KitchenQual_Ex|Foundation_Slab', 'RoofStyle_Hip|BsmtFinType2_Tencode', 'Street_Grvl|Fence_MnWw', 'PavedDrive_N|MoSold', 'Fireplaces|Exterior1st_AsbShng', 'HeatingQC_TA|Foundation_Tencode', 'LotArea|Exterior1st_BrkComm', 'BsmtQual_Ex|Condition1_RRAn', 'Exterior1st_Stucco|BsmtQual_Gd', 'FireplaceQu_Gd|HouseStyle_2.5Unf', 'FireplaceQu_Ex|MasVnrType_Stone', 'Exterior2nd_AsbShng|3SsnPorch', 'Neighborhood_NPkVill|FireplaceQu_TA', 'Neighborhood_Somerst|HalfBath', 'RoofMatl_Tencode|GarageQual_Gd', 'HouseStyle_1.5Unf|Neighborhood_NAmes', 'HeatingQC_Tencode|GarageQual_TA', 'Neighborhood_NridgHt|CentralAir_N', 'GarageFinish_Fin|Exterior1st_MetalSd', 'RoofStyle_Shed|LotConfig_Inside', 'HalfBath|Functional_Mod', 'RoofStyle_Gambrel|Neighborhood_NAmes', 'Alley_Pave|Heating_Tencode', 'BsmtFinSF2|Neighborhood_IDOTRR', 'LandContour_Lvl|GarageYrBlt', 'Foundation_Stone|MasVnrType_BrkCmn', 'Foundation_CBlock|PoolArea', 'Exterior2nd_Wd Sdng|BldgType_TwnhsE', 'Street_Tencode|Heating_Tencode', 'Neighborhood_NridgHt|SaleCondition_Normal', 'HeatingQC_Fa|Neighborhood_Veenker', 'KitchenQual_Tencode|RoofStyle_Gable', 'RoofMatl_Tencode|Condition2_Norm', 'Neighborhood_SWISU|MSZoning_Tencode', 'Street_Tencode|GarageQual_Po', 'LandContour_Low|Condition1_Tencode', 'BsmtFinType1_Unf|Street_Pave', 'GarageCond_TA|Fireplaces', 'LotConfig_Corner|Street_Grvl', 'Foundation_PConc|GarageType_2Types', 'Condition1_Artery|YrSold', 'Exterior2nd_CmentBd|ExterQual_Gd', 'BsmtFullBath|GarageFinish_Tencode', 'SaleType_ConLw|Neighborhood_NAmes', 'GarageCond_Tencode|LandContour_Lvl', 'GarageCond_Ex', 'BsmtFinType2_ALQ|GarageQual_TA', 'FireplaceQu_TA|HouseStyle_1.5Fin', 'GarageQual_Gd|Fireplaces', 'FireplaceQu_Ex|Exterior1st_VinylSd', 'PavedDrive_Tencode|HalfBath', 'Exterior1st_HdBoard|Neighborhood_CollgCr', 'LandContour_Low|GrLivArea', 'HouseStyle_1Story|Neighborhood_NAmes', 'Neighborhood_NoRidge|LandContour_HLS', 'Neighborhood_Sawyer|Exterior1st_VinylSd', 'HeatingQC_TA|GarageFinish_RFn', 'YearBuilt|BsmtCond_Fa', 'Functional_Min1|Exterior2nd_Brk Cmn', 'LandSlope_Mod|PavedDrive_Y', 'Functional_Mod|Neighborhood_Crawfor', 'Neighborhood_NridgHt|FullBath', 'Neighborhood_BrkSide|HouseStyle_SLvl', 'EnclosedPorch|ExterCond_Tencode', 'SaleType_Tencode|Fence_MnWw', 'Neighborhood_NPkVill|KitchenQual_TA', 'Neighborhood_NWAmes|Exterior2nd_Wd Sdng', 'Electrical_FuseA|WoodDeckSF', 'PoolArea|Street_Pave', 'LotConfig_Corner|ExterQual_Ex', 'RoofMatl_Tar&Grv|HouseStyle_2Story', 'Exterior1st_Stucco|Neighborhood_SawyerW', 'KitchenQual_Ex|HouseStyle_SLvl', 'Neighborhood_Somerst|Foundation_BrkTil', 'Heating_GasW|Utilities_AllPub', 'BsmtCond_Gd|Condition2_Norm', 'HeatingQC_Tencode|ExterQual_Tencode', 'BldgType_Twnhs|BsmtExposure_Gd', 'Exterior2nd_Tencode|SaleType_ConLD', 'Electrical_Tencode|OverallCond', 'PavedDrive_Y|Functional_Min2', 'GarageType_Basment|Alley_Grvl', 'BsmtQual_Ex|Condition2_Tencode', 'LandContour_Lvl|Condition1_PosA', 'Heating_GasW|GarageFinish_RFn', 'LotConfig_FR2|LotConfig_Inside', 'MiscFeature_Tencode|GarageType_2Types', 'Heating_GasA|BsmtQual_TA', 'Exterior1st_Plywood|Street_Pave', 'RoofMatl_Tencode|ExterQual_Gd', 'LotShape_Reg|WoodDeckSF', 'Neighborhood_IDOTRR|ExterCond_Fa', 'Exterior1st_HdBoard|BsmtQual_Ex', 'Exterior1st_BrkComm|Utilities_AllPub', 'BsmtQual_Ex|Neighborhood_BrkSide', 'Functional_Mod|MasVnrType_Tencode', 'Foundation_BrkTil|BsmtFinType1_LwQ', 'CentralAir_Tencode|Condition2_Norm', 'Utilities_Tencode|RoofStyle_Hip', 'GarageType_Detchd|MSZoning_C (all)', 'MiscFeature_Othr|RoofStyle_Gable', 'Electrical_FuseP|Street_Grvl', 'BsmtCond_Tencode|SaleType_COD', 'BsmtFinType2_GLQ|Functional_Mod', 'Utilities_Tencode|FireplaceQu_Po', 'ExterCond_Gd|Utilities_AllPub', 'Electrical_SBrkr|BsmtUnfSF', 'Street_Tencode|FireplaceQu_Ex', 'Condition2_Tencode|GarageType_CarPort', 'ExterCond_Tencode|Condition1_Feedr', 'GarageFinish_RFn', 'Neighborhood_Blmngtn|Functional_Min1', 'GarageQual_Gd|RoofStyle_Gambrel', 'Neighborhood_NridgHt|KitchenQual_Tencode', 'LandContour_Low|Functional_Maj1', 'SaleCondition_Alloca|OverallCond', 'GarageQual_Gd|Neighborhood_NAmes', 'Functional_Tencode|Exterior1st_WdShing', 'OverallCond|Exterior2nd_Plywood', 'GarageCond_Tencode|PoolArea', 'FireplaceQu_Po|RoofStyle_Gambrel', 'Condition1_PosN|GarageType_Basment', 'SaleType_ConLw|BsmtFullBath', 'BsmtQual_Ex|ExterQual_Gd', 'ExterQual_Gd|Exterior1st_BrkComm', '3SsnPorch|MSZoning_Tencode', 'GarageQual_Po|ExterQual_Ex', 'GarageFinish_Unf|Exterior1st_WdShing', 'RoofMatl_Tencode|MiscFeature_Shed', 'Functional_Tencode|FireplaceQu_Po', 'BsmtExposure_No|BsmtCond_TA', 'Alley_Pave|SaleType_ConLD', 'Exterior2nd_AsbShng|Electrical_FuseP', 'TotRmsAbvGrd|SaleType_CWD', 'GarageYrBlt|Fence_MnWw', 'LotShape_IR2|Exterior2nd_Plywood', 'Functional_Tencode|GarageQual_TA', 'RoofStyle_Hip|SaleType_COD', 'Neighborhood_NWAmes|Neighborhood_BrkSide', 'Neighborhood_CollgCr|BsmtFinType1_ALQ', 'Functional_Tencode|HeatingQC_Ex', 'HouseStyle_1Story|BsmtCond_Po', 'SaleType_WD|Exterior1st_BrkComm', 'BldgType_1Fam|MSZoning_RL', 'TotalBsmtSF|LotShape_IR3', 'Neighborhood_Blmngtn|Fireplaces', 'BsmtExposure_Tencode|Electrical_FuseA', 'MSSubClass|GarageYrBlt', 'Neighborhood_ClearCr|Exterior2nd_BrkFace', 'Exterior2nd_Tencode|MSZoning_C (all)', 'KitchenQual_Tencode|Neighborhood_NWAmes', 'GarageCond_Gd|SaleType_New', 'MiscFeature_Shed|BsmtCond_TA', 'Exterior2nd_VinylSd|Exterior2nd_HdBoard', 'Exterior2nd_MetalSd|GarageCond_Fa', 'SaleType_ConLI|Foundation_CBlock', 'LotShape_IR3|Fence_MnPrv', 'BldgType_Duplex|BsmtQual_TA', 'PavedDrive_Tencode|GarageArea', 'GarageYrBlt|RoofMatl_WdShngl', 'GarageCars|Functional_Min2', 'SaleType_Tencode|Neighborhood_Timber', 'BsmtFinType1_ALQ|BsmtFinType2_LwQ', 'Functional_Tencode|MoSold', 'LotConfig_CulDSac|Functional_Min1', 'RoofStyle_Shed|CentralAir_N', 'PoolQC_Tencode|RoofStyle_Shed', 'Neighborhood_BrDale|Alley_Pave', 'Street_Tencode|Heating_Grav', 'Exterior2nd_Stucco|Neighborhood_NWAmes', 'LotConfig_CulDSac|RoofStyle_Gable', 'Foundation_Stone|MSZoning_FV', 'Exterior1st_BrkFace|BsmtFinType2_ALQ', 'BsmtQual_Tencode|BsmtHalfBath', 'HouseStyle_Tencode|SaleType_New', 'SaleType_COD|Exterior1st_Wd Sdng', 'LandContour_Lvl|FireplaceQu_Ex', 'FireplaceQu_Gd|BsmtFinType2_BLQ', 'LotConfig_Tencode|Exterior2nd_AsphShn', 'GarageCond_Fa|ExterCond_Fa', 'SaleType_New|MasVnrType_BrkFace', 'Neighborhood_OldTown|Exterior1st_BrkComm', 'Alley_Tencode|Neighborhood_Mitchel', 'Exterior1st_CemntBd|Street_Grvl', 'GarageType_Attchd|GarageType_CarPort', 'Fireplaces|GarageType_Basment', 'GarageCond_Po|GrLivArea', 'RoofMatl_WdShngl|BsmtCond_TA', 'BsmtQual_Fa|MSZoning_FV', 'LotShape_Reg|SaleType_Oth', 'GarageType_2Types', 'RoofStyle_Hip|BsmtFullBath', 'Neighborhood_NPkVill|BsmtFinType2_GLQ', 'Exterior1st_VinylSd|MasVnrType_BrkFace', 'GarageType_Detchd|Heating_GasA', 'RoofStyle_Flat|LotConfig_Inside', 'Electrical_FuseA|SaleType_COD', 'HeatingQC_Tencode|Neighborhood_Gilbert', 'HouseStyle_1Story|Functional_Maj2', 'Electrical_FuseP|BsmtQual_TA', 'Condition2_Artery|Street_Pave', 'Neighborhood_ClearCr|MasVnrType_Stone', 'Functional_Typ|MasVnrType_Tencode', 'BsmtCond_Po|BsmtCond_Tencode', 'YearRemodAdd|BldgType_TwnhsE', 'Electrical_Tencode|BsmtCond_Tencode', 'GarageCond_Tencode|GarageType_BuiltIn', 'HouseStyle_1.5Unf|OverallCond', 'HouseStyle_Tencode|SaleCondition_Family', 'BsmtCond_Po|MiscFeature_Gar2', 'Foundation_CBlock|GarageType_2Types', 'BsmtFinType2_Rec|LotConfig_Tencode', 'Electrical_FuseP|OpenPorchSF', 'BsmtCond_Gd|BsmtFinSF1', 'Neighborhood_Tencode|Exterior1st_WdShing', 'GarageType_Tencode|BsmtFinType1_GLQ', 'BsmtFullBath|MasVnrType_Tencode', 'BsmtExposure_Tencode|CentralAir_Y', 'BsmtFinType1_Rec', 'RoofStyle_Hip|Neighborhood_MeadowV', 'FireplaceQu_Gd|Condition2_Artery', 'YrSold|YearBuilt', 'Exterior2nd_Brk Cmn|Neighborhood_MeadowV', 'BsmtCond_Tencode|Exterior2nd_HdBoard', 'HeatingQC_Gd|Condition1_PosA', 'Heating_Tencode|BsmtFinType2_BLQ', 'FireplaceQu_Po|Condition1_Tencode', 'Street_Grvl|Neighborhood_Timber', 'Foundation_CBlock|SaleType_Oth', 'Neighborhood_CollgCr|SaleCondition_Family', 'GarageType_Detchd|LandSlope_Mod', 'Neighborhood_StoneBr|Street_Pave', 'PavedDrive_N|ExterCond_Tencode', 'LandContour_Bnk|FireplaceQu_Fa', 'RoofMatl_Tencode|Exterior2nd_Brk Cmn', 'SaleCondition_Normal|GarageQual_Po', 'GarageQual_Fa|BsmtExposure_Mn', 'Neighborhood_CollgCr|GarageCond_Tencode', 'Foundation_CBlock|BsmtExposure_Mn', 'BsmtFinType2_Tencode|Exterior1st_Wd Sdng', 'Fireplaces|GarageQual_Tencode', 'Exterior1st_VinylSd|Neighborhood_Timber', 'Electrical_Tencode|MasVnrType_Tencode', 'Electrical_FuseF|MSZoning_RL', 'Exterior1st_Stucco|Fence_Tencode', 'ExterCond_TA', 'BsmtQual_TA|SaleCondition_Normal', 'RoofMatl_WdShngl|Neighborhood_MeadowV', 'Neighborhood_Somerst|MSZoning_RL', 'ExterCond_Gd|GarageFinish_Tencode', 'HeatingQC_Tencode|Functional_Maj1', 'LandContour_Low|HeatingQC_TA', 'Exterior2nd_Stucco|Functional_Maj1', 'Neighborhood_Mitchel|Electrical_FuseF', 'LandSlope_Gtl|Condition2_Artery', 'Functional_Maj2|GarageArea', 'LotShape_IR1|GarageType_2Types', 'Functional_Tencode|GarageFinish_Fin', 'Functional_Min1|MSZoning_FV', 'Neighborhood_Blmngtn|Electrical_Tencode', 'BsmtFinType2_BLQ|BsmtFinSF1', 'RoofStyle_Hip|MasVnrType_Stone', 'Fence_GdPrv|RoofStyle_Gable', 'LandContour_Lvl|TotRmsAbvGrd', 'GarageCond_Fa|Neighborhood_SawyerW', 'GarageType_Detchd|BsmtFinType2_Tencode', 'Neighborhood_CollgCr|Foundation_Slab', 'BsmtFinSF2|MasVnrArea', 'Exterior2nd_MetalSd|Functional_Mod', 'Exterior2nd_Tencode|Exterior2nd_Brk Cmn', 'GarageFinish_Fin|MSZoning_RM', 'BldgType_Duplex|HouseStyle_1.5Unf', 'Heating_GasW|HouseStyle_1.5Fin', 'ExterQual_Gd|Condition1_RRAn', 'RoofStyle_Flat|BsmtFinType1_Rec', 'Neighborhood_Somerst|BsmtCond_TA', 'KitchenAbvGr|Neighborhood_CollgCr', 'KitchenQual_Tencode|MasVnrType_BrkCmn', 'BsmtCond_Gd|Exterior1st_Tencode', 'KitchenQual_TA|HouseStyle_1.5Fin', 'Exterior1st_AsbShng|BsmtCond_Gd', 'Fence_Tencode|GarageArea', '1stFlrSF|Exterior2nd_HdBoard', 'Electrical_Tencode|Exterior2nd_Wd Shng', '3SsnPorch|RoofStyle_Gambrel', 'Neighborhood_CollgCr|LandContour_Bnk', 'Neighborhood_Sawyer|HouseStyle_2Story', 'YearRemodAdd|CentralAir_Tencode', 'GarageCond_TA|GarageType_Tencode', 'Alley_Tencode|KitchenQual_Ex', 'LotConfig_CulDSac|MSZoning_C (all)', 'GarageType_Detchd|GarageFinish_RFn', 'Utilities_Tencode|LandSlope_Mod', 'HouseStyle_SLvl|MSZoning_FV', 'Street_Pave|HouseStyle_2Story', 'Alley_Pave|GarageCond_Fa', 'LotShape_Tencode|3SsnPorch', 'Condition1_Artery|FireplaceQu_Ex', 'MSZoning_C (all)|MoSold', 'Heating_GasA|HalfBath', 'Fence_GdWo|CentralAir_Y', 'SaleCondition_Partial|BsmtQual_Gd', 'LotConfig_Corner|Exterior2nd_Wd Sdng', 'LotShape_IR2|BsmtFinType2_LwQ', 'Functional_Maj2|Exterior1st_BrkComm', 'MiscFeature_Shed|BldgType_1Fam', 'LotArea|HouseStyle_2Story', 'Foundation_PConc|GarageQual_Tencode', 'BsmtFinType2_BLQ|BsmtQual_TA', 'Electrical_FuseA|GarageType_Basment', 'OpenPorchSF|BsmtFinType1_LwQ', 'Functional_Maj2|MSZoning_C (all)', 'MiscFeature_Tencode|Exterior2nd_AsphShn', 'BsmtFinType2_ALQ|BsmtQual_TA', 'Electrical_SBrkr|Alley_Grvl', 'Exterior2nd_Stucco|RoofStyle_Gambrel', 'BsmtFinType2_Tencode|HouseStyle_1.5Unf', 'Condition1_PosN|Exterior1st_Plywood', 'HeatingQC_TA|SaleCondition_Family', 'Exterior1st_AsbShng|Neighborhood_StoneBr', 'Alley_Pave|BsmtFullBath', 'Exterior2nd_Plywood|Utilities_AllPub', 'Foundation_PConc|LotShape_IR1', 'Exterior1st_HdBoard|RoofStyle_Gable', 'LotShape_Tencode|MasVnrType_BrkFace', 'PavedDrive_N|Exterior2nd_AsbShng', 'GarageCond_TA|GarageArea', 'Neighborhood_Veenker|LotShape_IR3', 'Exterior1st_HdBoard|CentralAir_N', 'ExterQual_Ex|KitchenQual_Fa', 'CentralAir_N|Exterior2nd_Plywood', 'Exterior2nd_Stucco|ScreenPorch', 'LotConfig_Tencode|BsmtFinType1_GLQ', 'Exterior2nd_Stucco|LandSlope_Sev', 'ExterQual_TA|Neighborhood_Timber', 'Exterior1st_HdBoard|FireplaceQu_TA', 'Alley_Pave|BsmtExposure_Gd', 'SaleType_ConLD|SaleType_ConLI', 'MiscFeature_Gar2|MasVnrType_Stone', 'KitchenQual_Tencode|CentralAir_Tencode', 'GarageCond_Gd|BsmtFinSF1', 'MoSold|Neighborhood_IDOTRR', 'LandContour_Tencode|Neighborhood_SawyerW', 'Functional_Mod|Functional_Min2', 'MasVnrType_BrkCmn|KitchenQual_Fa', 'BsmtFinType1_LwQ|Exterior1st_BrkComm', 'HeatingQC_TA|LandSlope_Mod', 'LandContour_Low|GarageQual_Po', 'Neighborhood_Edwards|MSZoning_RM', 'ExterQual_Gd|MasVnrType_BrkFace', 'Functional_Typ|LandSlope_Tencode', 'Foundation_Stone|Exterior2nd_Tencode', 'BsmtHalfBath|Exterior1st_VinylSd', 'HeatingQC_Ex|Exterior2nd_Wd Shng', 'Electrical_Tencode|GarageFinish_Tencode', 'GarageCond_Po|HouseStyle_2.5Unf', 'GarageFinish_Fin|Exterior2nd_Tencode', 'Functional_Mod|Exterior2nd_Brk Cmn', 'Condition2_Artery|Exterior1st_VinylSd', 'SaleType_ConLD|SaleType_New', 'ExterCond_TA|Neighborhood_StoneBr', 'MiscVal|GarageQual_TA', 'SaleType_New|Condition1_RRAn', 'RoofStyle_Flat|RoofStyle_Gable', 'Condition1_Feedr|Neighborhood_BrkSide', 'Neighborhood_Mitchel|RoofStyle_Gable', 'Exterior2nd_Wd Sdng|MSZoning_RL', 'Neighborhood_NWAmes|BsmtCond_Tencode', 'LotConfig_CulDSac|OpenPorchSF', 'BldgType_Twnhs|HouseStyle_2Story', 'ExterQual_TA|FireplaceQu_Gd', 'TotalBsmtSF|Exterior1st_HdBoard', 'Exterior1st_Stucco|BsmtFinType2_LwQ', 'HouseStyle_SFoyer|Neighborhood_SWISU', 'Heating_GasA|Electrical_FuseP', 'Neighborhood_OldTown|Neighborhood_NWAmes', 'HeatingQC_Fa|SaleCondition_Partial', 'BsmtFinType1_LwQ|Street_Pave', 'GarageQual_TA|Exterior2nd_Wd Shng', 'Condition1_RRAn|WoodDeckSF', 'HouseStyle_2.5Unf|BsmtFinSF1', 'HeatingQC_TA|BsmtFinType2_ALQ', 'Neighborhood_Edwards|SaleType_COD', 'Heating_Grav|RoofMatl_WdShngl', 'LandContour_Tencode|HeatingQC_Tencode', 'Fence_Tencode|BedroomAbvGr', 'PavedDrive_N|HeatingQC_Fa', 'LandContour_Bnk|Exterior1st_Plywood', 'HalfBath|Exterior1st_BrkComm', 'ExterQual_TA|BsmtQual_Gd', 'GarageFinish_Fin|YearBuilt', 'GarageFinish_Fin|Neighborhood_NoRidge', 'PoolArea|Foundation_Slab', 'Electrical_Tencode|Condition1_PosA', 'BsmtQual_Tencode|BsmtFinSF2', 'LandSlope_Tencode|GarageCond_Fa', 'Fence_GdWo|MasVnrType_Tencode', 'BldgType_2fmCon|OverallCond', 'SaleType_ConLI|GarageQual_TA', 'KitchenQual_Tencode|RoofMatl_WdShngl', 'Condition1_PosA|Electrical_FuseF', 'Functional_Mod|Neighborhood_BrkSide', 'LotConfig_Corner|LandContour_Lvl', 'Neighborhood_NWAmes|Functional_Min1', 'KitchenQual_Gd|FireplaceQu_TA', 'BsmtFinType2_ALQ|RoofStyle_Shed', 'Exterior1st_AsbShng|BsmtFinType2_BLQ', 'GrLivArea|GarageType_Attchd', 'RoofStyle_Gambrel|HouseStyle_2Story', 'BsmtFinType2_LwQ|HouseStyle_2.5Unf', 'LotShape_IR1|Exterior2nd_VinylSd', 'Condition1_Feedr|MSZoning_RL', 'SaleCondition_Normal|FireplaceQu_TA', 'Exterior1st_AsbShng|GarageQual_Po', 'Exterior1st_BrkFace|LotConfig_Tencode', 'KitchenQual_Ex|GarageType_Basment', 'GarageCond_Gd|MSZoning_Tencode', 'Exterior2nd_Stone|ScreenPorch', 'BsmtCond_Gd|Neighborhood_Crawfor', 'BsmtFinType2_Rec|Fence_MnPrv', 'GarageQual_Gd|BsmtExposure_Gd', 'Exterior1st_BrkFace|BsmtCond_Tencode', 'Exterior1st_CemntBd|SaleType_New', 'PavedDrive_Tencode|Exterior1st_Wd Sdng', 'Condition1_Feedr|Neighborhood_Timber', 'Foundation_CBlock|Fence_GdWo', 'BsmtCond_Gd|OverallCond', 'Neighborhood_Gilbert|ExterQual_Fa', 'Condition2_Norm|BsmtFinType1_GLQ', 'GarageQual_Fa|MiscFeature_Shed', 'KitchenAbvGr|Exterior2nd_VinylSd', 'GarageType_Attchd|Exterior2nd_Plywood', 'Exterior2nd_Stone|SaleCondition_Alloca', 'HalfBath|ExterQual_Ex', 'Electrical_Tencode|LotConfig_Tencode', 'PoolQC_Tencode|GarageFinish_Tencode', 'Alley_Tencode|Utilities_AllPub', 'BsmtFinType1_BLQ|Neighborhood_Tencode', 'LotConfig_FR2|SaleType_CWD', 'SaleCondition_Partial', 'ExterCond_Tencode|BsmtCond_Tencode', 'BsmtFinType2_ALQ|GarageType_CarPort', 'Condition1_Feedr|ExterQual_Fa', 'BsmtFinType2_Rec|Exterior1st_WdShing', 'RoofStyle_Hip|BldgType_Twnhs', 'LotShape_IR1|FireplaceQu_Po', 'RoofMatl_Tencode|BsmtFinSF2', 'SaleType_Oth|Condition1_RRAn', 'RoofStyle_Flat|BsmtFinType2_BLQ', 'Exterior2nd_Stucco|Condition1_Feedr', 'ExterCond_Tencode|RoofStyle_Gable', 'LandContour_Lvl|MasVnrArea', 'Neighborhood_NoRidge|Neighborhood_NAmes', 'RoofMatl_Tencode|Heating_Tencode', 'Functional_Typ|HouseStyle_SLvl', 'Exterior1st_BrkComm|MasVnrType_Tencode', 'Exterior2nd_Tencode|Condition1_Feedr', 'Exterior1st_BrkFace|Exterior2nd_Tencode', 'LowQualFinSF|Condition2_Norm', 'BsmtFinType2_GLQ|BsmtHalfBath', 'BsmtCond_Tencode|Condition1_RRAn', 'FireplaceQu_Tencode|BsmtExposure_Av', 'HouseStyle_Tencode|Exterior1st_MetalSd', 'Exterior2nd_Stone|LandContour_Tencode', 'GarageCond_TA|FullBath', 'BsmtFinSF2|KitchenQual_Ex', 'BsmtUnfSF|Exterior1st_BrkComm', 'Neighborhood_SWISU|MiscFeature_Tencode', 'Exterior2nd_VinylSd|OpenPorchSF', 'LandContour_Bnk|Neighborhood_Crawfor', 'Heating_Grav|GarageQual_Po', 'BedroomAbvGr|Functional_Min2', 'SaleCondition_Tencode|Electrical_FuseF', 'MiscVal|Condition2_Artery', 'Neighborhood_Somerst|Heating_Tencode', 'ExterQual_Gd|Fence_GdWo', 'Condition1_PosA|MSZoning_RL', 'PoolQC_Tencode|HouseStyle_1.5Fin', 'SaleCondition_Alloca|BsmtQual_Gd', 'GarageQual_TA|Exterior1st_CemntBd', 'Exterior2nd_Stucco|GarageQual_Tencode', 'SaleType_Tencode|HouseStyle_1.5Fin', 'Exterior1st_HdBoard|MiscFeature_Shed', 'HouseStyle_1Story|GarageType_2Types', 'TotalBsmtSF|KitchenQual_TA', 'MasVnrType_BrkFace|Exterior1st_Wd Sdng', 'GarageType_Tencode|Condition1_PosA', 'KitchenQual_Tencode|GarageType_Attchd', 'HalfBath|GarageCond_Gd', 'BsmtFinType2_GLQ|MSZoning_RL', 'YrSold|ExterCond_Gd', 'GarageFinish_RFn|FireplaceQu_TA', 'HouseStyle_1Story|Exterior1st_MetalSd', 'Exterior1st_BrkFace|GarageCond_Fa', 'MasVnrType_None|Exterior2nd_Plywood', 'BsmtExposure_Tencode|BsmtQual_Tencode', 'Neighborhood_CollgCr|KitchenQual_Tencode', '3SsnPorch|Exterior1st_CemntBd', 'BsmtHalfBath|GarageCond_Tencode', 'HouseStyle_Tencode|Heating_Tencode', 'SaleCondition_Family|SaleCondition_Normal', 'Exterior1st_BrkComm|CentralAir_N', 'SaleCondition_Abnorml|BldgType_Tencode', 'BldgType_Tencode|KitchenQual_TA', 'Foundation_Stone|BsmtFullBath', 'GarageQual_Po|GarageYrBlt', 'Condition1_PosN|WoodDeckSF', 'GarageCond_Tencode|Neighborhood_NAmes', 'OverallQual|Condition2_Artery', 'ExterCond_Tencode|MasVnrType_BrkFace', 'BsmtFinType2_Unf|FireplaceQu_TA', 'KitchenQual_Tencode|Condition2_Artery', 'Exterior2nd_Stone|BsmtFinType1_LwQ', 'Neighborhood_NoRidge|LotConfig_Inside', 'BsmtFinType2_ALQ|Neighborhood_NoRidge', 'Heating_Tencode|PoolArea', 'YearBuilt|FireplaceQu_TA', 'Neighborhood_Blmngtn|HeatingQC_Fa', 'SaleCondition_Alloca|FireplaceQu_Ex', 'Electrical_FuseP|Electrical_FuseA', 'Condition1_Norm|Neighborhood_Sawyer', 'KitchenQual_Gd|GarageType_Tencode', 'Foundation_BrkTil|Condition1_Feedr', 'Fence_GdWo|SaleCondition_Abnorml', 'GarageCars|MasVnrArea', 'Exterior2nd_Stone|BsmtCond_Tencode', 'Neighborhood_CollgCr|Functional_Mod', 'Neighborhood_NPkVill|Heating_Grav', 'PavedDrive_N|HouseStyle_2.5Unf', 'LotConfig_CulDSac|GarageType_BuiltIn', 'MSSubClass|CentralAir_N', 'HalfBath|BsmtFinSF1', 'YrSold|LandContour_Lvl', 'Functional_Tencode|SaleCondition_Family', 'LotShape_IR2|1stFlrSF', 'Utilities_Tencode', 'MiscFeature_Shed|Functional_Min1', 'GarageFinish_Tencode|Neighborhood_MeadowV', 'BsmtFinType2_GLQ|BsmtFinType2_BLQ', 'MSZoning_C (all)|Neighborhood_Gilbert', 'Neighborhood_Mitchel|Neighborhood_Crawfor', 'Exterior2nd_VinylSd|PavedDrive_P', 'LandSlope_Mod|Exterior2nd_HdBoard', 'GarageType_Attchd|Exterior1st_Wd Sdng', 'Heating_Tencode|Exterior2nd_CmentBd', 'LotConfig_FR2|LandSlope_Tencode', 'Neighborhood_BrDale|RoofStyle_Gambrel', 'MoSold|BsmtExposure_Gd', 'FireplaceQu_Fa|MasVnrType_BrkCmn', 'Exterior2nd_BrkFace|Neighborhood_StoneBr', 'MiscFeature_Othr|GarageCond_Ex', 'SaleType_Tencode|KitchenQual_Tencode', 'Heating_Tencode|Street_Grvl', 'Exterior2nd_Stucco|PoolQC_Tencode', 'Functional_Typ|GarageCond_Fa', 'GarageQual_TA|FireplaceQu_Ex', 'BsmtFinType2_Tencode|BsmtFinSF1', 'Alley_Pave|Electrical_Tencode', 'LandSlope_Mod|1stFlrSF', 'MSZoning_C (all)|BsmtExposure_Av', 'GarageCars|MasVnrType_Stone', 'KitchenQual_Ex|RoofStyle_Shed', 'SaleType_ConLw|BsmtExposure_Av', 'OverallQual|GarageQual_Gd', 'Foundation_BrkTil|MasVnrType_Stone', 'Exterior2nd_Tencode|LandContour_Tencode', 'MasVnrType_None|CentralAir_N', 'YrSold|BsmtFinSF1', 'BsmtFinType1_Tencode|CentralAir_N', 'SaleCondition_Family|Exterior1st_BrkComm', '3SsnPorch|TotRmsAbvGrd', 'SaleType_ConLw|ExterCond_Tencode', 'Utilities_Tencode|CentralAir_N', 'GarageType_Tencode|ExterQual_Gd', 'Foundation_BrkTil|GarageType_Tencode', 'HouseStyle_1Story|LandSlope_Tencode', 'LotShape_Tencode|Fence_Tencode', 'TotalBsmtSF|Exterior2nd_Tencode', 'SaleCondition_Family|WoodDeckSF', 'Exterior1st_BrkComm|BldgType_Tencode', 'Alley_Tencode|HouseStyle_2.5Unf', 'Alley_Tencode|BsmtFinType1_Rec', 'ExterCond_TA|Neighborhood_NWAmes', 'RoofMatl_CompShg|MasVnrType_Tencode', 'FireplaceQu_Tencode|BsmtQual_TA', 'GarageQual_Gd|Neighborhood_CollgCr', 'BsmtQual_Tencode|Utilities_AllPub', 'LandContour_Low|Neighborhood_StoneBr', 'LandSlope_Sev|3SsnPorch', 'RoofMatl_CompShg|Condition1_RRAe', 'BsmtFinType2_Tencode|MasVnrType_BrkCmn', 'RoofStyle_Flat|Neighborhood_Veenker', 'Heating_GasW|GarageType_BuiltIn', 'BsmtFinType2_ALQ|Neighborhood_SWISU', 'LotArea|BsmtHalfBath', 'LandContour_Tencode|Neighborhood_MeadowV', 'FireplaceQu_Fa|SaleType_CWD', 'LandContour_HLS|Neighborhood_OldTown', 'BsmtHalfBath|Condition1_Feedr', 'MasVnrType_None|Exterior1st_Wd Sdng', 'Neighborhood_Edwards|Exterior2nd_Brk Cmn', 'HouseStyle_Tencode|Neighborhood_Gilbert', 'PoolArea|CentralAir_N', 'MiscFeature_Gar2|Foundation_Slab', 'BldgType_TwnhsE|SaleCondition_Abnorml', 'SaleCondition_Normal|MasVnrType_Tencode', 'Foundation_PConc|Heating_Grav', 'Neighborhood_Somerst|Foundation_CBlock', 'Foundation_PConc|MSZoning_FV', 'ExterQual_Gd|Exterior2nd_HdBoard', 'OverallQual|ExterQual_Ex', 'GarageType_CarPort|Exterior1st_VinylSd', 'KitchenAbvGr|Neighborhood_SawyerW', 'ExterQual_Gd|Neighborhood_MeadowV', '2ndFlrSF|BldgType_1Fam', 'SaleType_ConLw|Exterior2nd_Plywood', 'Alley_Tencode|Functional_Mod', 'OverallCond|ExterQual_Fa', 'FireplaceQu_Tencode|CentralAir_Y', 'SaleType_ConLD|BedroomAbvGr', 'Exterior2nd_Tencode|RoofStyle_Shed', 'Neighborhood_SWISU|Functional_Mod', 'Condition1_Artery|PavedDrive_Y', 'RoofMatl_Tencode|GarageCond_Po', 'Condition1_Artery|HouseStyle_Tencode', 'BsmtHalfBath|HouseStyle_SLvl', 'LandSlope_Tencode|GarageCond_Gd', 'LotConfig_FR2|Neighborhood_NWAmes', 'BsmtFinType1_ALQ|ExterQual_Ex', 'KitchenQual_Gd|LandContour_Lvl', 'Foundation_Tencode|SaleType_New', 'GarageFinish_Unf|SaleCondition_Family', 'GarageCond_Po|MoSold', 'Neighborhood_ClearCr|Neighborhood_Sawyer', 'Street_Pave|Utilities_AllPub', 'BldgType_Twnhs|Exterior1st_CemntBd', 'BsmtFinType1_ALQ|Neighborhood_NWAmes', 'Street_Tencode|SaleCondition_Abnorml', 'GarageType_Tencode|Functional_Min1', 'GarageType_Tencode|MSZoning_C (all)', 'BsmtQual_Ex|BsmtExposure_Mn', 'Condition1_RRAe|BsmtFinType1_GLQ', 'BsmtFinType1_Tencode|PoolQC_Tencode', 'YrSold|HouseStyle_Tencode', 'LandContour_Low|ExterQual_Fa', 'Exterior1st_Stucco|FireplaceQu_Fa', 'GarageCond_TA|Exterior2nd_AsphShn', 'Neighborhood_NAmes|Neighborhood_SawyerW', 'Alley_Tencode|2ndFlrSF', 'LandContour_Low|Street_Pave', 'KitchenQual_Gd|KitchenQual_TA', 'GarageCond_TA|KitchenQual_TA', 'BsmtFinType1_BLQ|HouseStyle_SLvl', 'YearRemodAdd|LotConfig_Corner', 'BsmtFinType1_BLQ|BsmtFinSF2', 'RoofStyle_Flat|Neighborhood_Gilbert', 'BsmtFinSF1|MasVnrType_Tencode', 'ExterCond_Gd|GarageArea', 'BldgType_2fmCon|Exterior2nd_AsphShn', 'Neighborhood_NoRidge|Neighborhood_StoneBr', 'Neighborhood_NPkVill|BsmtFinSF2', 'Alley_Tencode|Exterior2nd_BrkFace', 'BsmtExposure_Tencode|LandSlope_Gtl', 'Neighborhood_NoRidge|BsmtQual_Fa', 'FireplaceQu_Fa|Fence_GdWo', 'Neighborhood_SWISU|Exterior2nd_Wd Sdng', 'Street_Pave|ExterCond_Fa', 'ExterCond_TA|ExterQual_Gd', 'BsmtFinType2_ALQ|BsmtHalfBath', 'Exterior2nd_CmentBd|FireplaceQu_Ex', 'Foundation_PConc|HalfBath', 'HeatingQC_Gd|MSZoning_RL', 'Electrical_FuseF|Exterior2nd_AsphShn', 'EnclosedPorch|RoofStyle_Gambrel', 'Exterior1st_HdBoard|Exterior1st_Tencode', 'Condition2_Tencode|MasVnrType_BrkCmn', 'Foundation_BrkTil|Fence_MnPrv', 'Exterior1st_Stucco|Fence_GdPrv', 'Foundation_Tencode|GarageCond_Gd', 'HouseStyle_1.5Unf', 'Condition1_RRAe|Street_Pave', 'RoofStyle_Gable|MasVnrArea', 'Neighborhood_ClearCr|OpenPorchSF', 'Street_Tencode|ExterQual_Fa', 'BsmtQual_Tencode|HouseStyle_Tencode', 'Exterior2nd_Brk Cmn|MiscFeature_Gar2', 'HouseStyle_SFoyer|Neighborhood_BrkSide', 'KitchenQual_Ex|Functional_Maj1', 'LotConfig_Tencode|Foundation_Slab', 'HouseStyle_1Story|GarageCond_Ex', 'BsmtFinType1_BLQ|Foundation_BrkTil', 'Neighborhood_Blmngtn|PavedDrive_Y', 'HouseStyle_SFoyer|BsmtExposure_Av', 'SaleType_New|BldgType_1Fam', 'HalfBath|GarageQual_Fa', 'Neighborhood_CollgCr|Neighborhood_Edwards', 'Electrical_FuseF|Functional_Min1', 'Functional_Maj2|MasVnrType_BrkFace', 'BsmtCond_Gd|MSZoning_RH', 'YearBuilt|Neighborhood_Veenker', 'BsmtQual_Tencode|GarageArea', 'GarageCond_TA|BsmtFinSF1', 'FullBath|BsmtQual_Ex', 'Functional_Typ|Neighborhood_Timber', 'HeatingQC_Ex|Condition1_PosA', 'KitchenQual_Tencode|Street_Pave', 'FireplaceQu_Ex|MSSubClass', 'RoofStyle_Gable|MSZoning_RH', 'LowQualFinSF|MasVnrType_None', 'Condition2_Artery|Neighborhood_IDOTRR', 'BsmtFinType1_Rec|BsmtUnfSF', 'RoofStyle_Gambrel|GarageYrBlt', 'FireplaceQu_Gd|Alley_Grvl', 'GarageCond_Tencode|Exterior2nd_Tencode', 'Foundation_BrkTil|PavedDrive_Y', 'LotShape_IR1|Neighborhood_SawyerW', 'Exterior1st_HdBoard|LotConfig_FR2', 'LandContour_HLS|FireplaceQu_Fa', 'Exterior1st_Stucco|MasVnrType_None', 'SaleType_WD|KitchenQual_Tencode', 'LotFrontage|BsmtExposure_No', 'Heating_Tencode|RoofMatl_Tar&Grv', 'YrSold|RoofStyle_Hip', 'KitchenAbvGr|BsmtQual_TA', 'YrSold|BldgType_Tencode', 'HeatingQC_Ex|MasVnrType_Stone', 'Exterior2nd_VinylSd|SaleCondition_Normal', 'PoolQC_Tencode|SaleCondition_Abnorml', 'Condition1_PosN|Exterior1st_BrkComm', 'HalfBath|Fence_GdPrv', 'HeatingQC_Tencode|KitchenQual_TA', 'MSZoning_C (all)|CentralAir_N', 'KitchenQual_Gd|GarageType_2Types', 'Exterior2nd_BrkFace|BsmtFinType2_Rec', 'Heating_Grav|PoolQC_Tencode', 'LotConfig_FR2|BedroomAbvGr', 'GarageType_Tencode|GarageQual_Po', 'GarageCond_TA|GarageType_CarPort', 'GarageType_CarPort', 'Heating_GasW|BsmtQual_Gd', 'Functional_Maj2|Exterior2nd_Wd Shng', 'KitchenQual_Ex|ExterCond_Fa', 'BsmtQual_TA|Exterior2nd_CmentBd', 'MSZoning_RL|Neighborhood_MeadowV', 'Electrical_Tencode|BsmtExposure_No', 'Electrical_FuseP|Exterior2nd_AsphShn', 'RoofMatl_Tencode|Neighborhood_Tencode', 'Neighborhood_Mitchel|HouseStyle_Tencode', 'GarageCond_Fa|ExterQual_Fa', 'HalfBath|FireplaceQu_TA', 'Condition2_Tencode|GarageYrBlt', 'Functional_Tencode|GarageYrBlt', 'BsmtFinType1_Tencode|GarageQual_Gd', 'HouseStyle_1Story|BsmtExposure_Mn', 'Electrical_FuseA|Functional_Min2', 'MiscFeature_Shed|Neighborhood_StoneBr', 'BsmtQual_TA|TotRmsAbvGrd', 'YearBuilt|1stFlrSF', 'CentralAir_Tencode|MSZoning_FV', 'BsmtFinType1_Tencode|BsmtExposure_Mn', 'BsmtFinType2_LwQ|Exterior1st_VinylSd', 'HalfBath|SaleCondition_Normal', 'BldgType_Twnhs|LotConfig_Corner', 'Exterior1st_CemntBd|BldgType_Tencode', 'LandSlope_Mod|MasVnrType_BrkFace', 'Alley_Pave|MasVnrType_BrkFace', 'BsmtFinType2_Rec|HouseStyle_2Story', 'BsmtFinType2_Tencode|RoofMatl_Tar&Grv', 'Neighborhood_NWAmes|BsmtExposure_Av', 'BldgType_2fmCon|BsmtFinSF2', 'TotalBsmtSF|1stFlrSF', 'SaleType_ConLD|Exterior1st_BrkComm', 'GarageType_Detchd|Exterior1st_Wd Sdng', 'FullBath|Exterior2nd_Brk Cmn', 'Heating_GasA|3SsnPorch', 'BsmtCond_TA|HouseStyle_2Story', 'LotConfig_Tencode|RoofMatl_WdShngl', 'BsmtQual_Ex|BsmtExposure_Gd', 'Neighborhood_Tencode|Condition2_Artery', 'FireplaceQu_Po|GarageCond_Gd', 'GarageQual_Tencode|Condition2_Norm', 'Heating_GasW|Neighborhood_Timber', 'OpenPorchSF|BsmtQual_Gd', 'GarageArea|GarageCond_Ex', 'PavedDrive_Y|Utilities_AllPub', 'Neighborhood_Crawfor|HouseStyle_2.5Unf', 'LotShape_IR2|BsmtQual_Fa', 'BsmtCond_Gd|HouseStyle_2.5Unf', 'Neighborhood_CollgCr|Condition1_PosN', 'Foundation_Tencode|Exterior1st_MetalSd', 'GarageQual_Fa|Exterior1st_Plywood', 'MiscFeature_Shed|OpenPorchSF', 'Neighborhood_Somerst|YearBuilt', 'ExterQual_TA|MasVnrArea', 'BsmtFinType1_Rec|OpenPorchSF', 'BsmtFinType2_ALQ|Exterior1st_WdShing', 'GarageCond_Po|MiscFeature_Othr', 'SaleCondition_Tencode|GarageQual_TA', 'LotConfig_CulDSac|GarageType_Attchd', 'Neighborhood_CollgCr|Neighborhood_MeadowV', 'LotShape_IR2|LandContour_HLS', 'Functional_Typ|Exterior2nd_AsphShn', 'RoofMatl_Tencode|MiscFeature_Gar2', 'Exterior2nd_AsbShng|GarageYrBlt', 'KitchenQual_Gd|Exterior2nd_Wd Shng', 'Heating_Tencode|OverallCond', 'Condition1_Artery|Exterior1st_BrkComm', 'PoolQC_Tencode|RoofMatl_WdShngl', 'Neighborhood_Tencode|HeatingQC_Tencode', 'MiscFeature_Shed|GarageYrBlt', 'KitchenAbvGr|BldgType_2fmCon', 'LotConfig_FR2|GarageArea', 'ExterQual_Ex|MasVnrType_Stone', 'Exterior2nd_AsbShng|Condition1_PosA', 'HeatingQC_TA|GarageType_CarPort', 'BsmtQual_Fa|PavedDrive_Tencode', 'Exterior2nd_Stone|HeatingQC_TA', 'Electrical_FuseA|BldgType_1Fam', 'LotShape_IR2|PavedDrive_Tencode', 'HeatingQC_TA|BsmtFinType2_Tencode', 'GarageCond_Po|MasVnrType_BrkCmn', 'HeatingQC_Fa|LandContour_Bnk', 'Exterior1st_CemntBd|Exterior2nd_CmentBd', 'BsmtQual_TA|BsmtFinType1_LwQ', 'SaleType_ConLI|ExterQual_Gd', 'ExterCond_Gd|BsmtUnfSF', 'PavedDrive_Y|LandContour_Lvl', 'RoofStyle_Gable|BsmtQual_Gd', 'Neighborhood_SawyerW|BsmtCond_Fa', 'Heating_Grav|Exterior2nd_Tencode', 'BsmtFinType1_ALQ|BsmtFinType1_Rec', 'Exterior2nd_Stone|KitchenQual_Tencode', 'FullBath|BsmtExposure_Gd', 'BsmtFinType1_BLQ|Neighborhood_Timber', 'FireplaceQu_Tencode|Neighborhood_Somerst', 'KitchenQual_TA|MSZoning_Tencode', 'BsmtHalfBath|Neighborhood_NWAmes', 'GarageFinish_Tencode|MSZoning_RL', 'Electrical_Tencode|ScreenPorch', 'BsmtQual_Tencode|MasVnrArea', 'FireplaceQu_Po|BsmtFinType2_LwQ', 'HeatingQC_TA|Exterior2nd_Tencode', 'GarageQual_Gd|RoofStyle_Shed', 'HeatingQC_Fa|Exterior1st_Tencode', 'Fence_Tencode|Neighborhood_IDOTRR', 'HeatingQC_Tencode|KitchenQual_Fa', 'Fence_Tencode|Foundation_Tencode', 'LotShape_IR1|SaleType_Tencode', 'Condition1_Artery|LandContour_Tencode', 'RoofStyle_Shed|BsmtQual_Gd', 'Neighborhood_Veenker|LotConfig_CulDSac', 'GrLivArea|FireplaceQu_Ex', 'LotShape_IR2|BsmtCond_Tencode', 'FireplaceQu_Po|Exterior1st_Wd Sdng', 'Neighborhood_IDOTRR|Exterior1st_WdShing', 'Electrical_SBrkr|Condition1_Feedr', 'SaleCondition_Partial|GarageFinish_RFn', 'HeatingQC_Fa|Street_Pave', 'YearRemodAdd|BsmtCond_Tencode', 'KitchenQual_Ex|MSSubClass', 'BsmtCond_Po|Street_Pave', 'FireplaceQu_Ex|GarageType_2Types', 'SaleType_Tencode|Condition2_Norm', 'FireplaceQu_Po|HeatingQC_Tencode', 'GarageCars|Foundation_Stone', 'Exterior2nd_CmentBd|SaleCondition_Partial', 'LotShape_Reg|KitchenQual_TA', 'LotShape_IR2|HouseStyle_1Story', 'Condition1_Feedr|GarageType_CarPort', 'BsmtQual_Ex|Neighborhood_Gilbert', 'Condition1_PosA|PavedDrive_P', 'GarageCond_Fa|2ndFlrSF', 'MoSold|SaleType_Oth', 'Exterior1st_Plywood|Fence_MnPrv', 'Electrical_Tencode|BsmtCond_Fa', 'YrSold|LotShape_Reg', 'Foundation_PConc|ExterQual_Ex', 'SaleType_ConLw|FireplaceQu_Fa', 'PoolQC_Tencode|HeatingQC_Ex', 'BsmtExposure_Tencode|LotConfig_Inside', 'LotShape_Reg|HeatingQC_Gd', 'MSSubClass|SaleType_Oth', 'LotFrontage|Condition2_Artery', 'PavedDrive_Y|ExterCond_Fa', 'KitchenQual_Tencode|Functional_Mod', 'FullBath|ExterCond_Fa', 'Neighborhood_Veenker|BsmtQual_Fa', 'Neighborhood_ClearCr|LandSlope_Gtl', 'FireplaceQu_Fa|Fence_MnWw', 'Exterior2nd_Stucco|BsmtCond_Fa', 'Heating_GasA|BsmtQual_Ex', 'GrLivArea|Exterior1st_Tencode', 'GarageCars|Neighborhood_MeadowV', 'BsmtFinType1_ALQ|Neighborhood_MeadowV', 'GarageArea|WoodDeckSF', 'GarageCars|Functional_Maj2', 'Neighborhood_Mitchel|Exterior2nd_Plywood', 'GarageType_BuiltIn|Condition2_Norm', 'Neighborhood_NoRidge|MiscFeature_Shed', 'HeatingQC_TA|2ndFlrSF', 'LandSlope_Tencode|Exterior2nd_AsphShn', 'LotConfig_CulDSac|BsmtFinType2_Unf', 'Condition1_PosA|Exterior2nd_Wd Shng', 'GarageFinish_Fin|Exterior1st_Tencode', 'BedroomAbvGr|SaleType_WD', 'GarageType_Basment|MSZoning_FV', 'OverallCond|MSZoning_FV', 'GarageCond_TA|Functional_Typ', 'Neighborhood_NPkVill|GarageCond_Tencode', 'Fence_Tencode|MasVnrType_Stone', 'Neighborhood_Somerst|HouseStyle_SLvl', 'PavedDrive_Tencode|Functional_Mod', 'MoSold|GarageCond_Fa', 'LandSlope_Mod|Exterior2nd_CmentBd', 'LandContour_HLS|Condition1_Norm', 'Neighborhood_NoRidge|RoofMatl_Tar&Grv', 'Exterior2nd_CmentBd|BsmtCond_Gd', 'BldgType_Tencode|Exterior2nd_Wd Shng', '3SsnPorch|MiscFeature_Gar2', 'FireplaceQu_Tencode|SaleType_ConLI', 'Functional_Maj1|MasVnrType_Stone', 'Electrical_FuseP|Neighborhood_SWISU', 'Neighborhood_Crawfor|LotConfig_Inside', 'Condition1_Tencode|LotShape_IR3', 'GarageType_Tencode|Functional_Maj2', 'Condition2_Tencode|RoofStyle_Shed', 'RoofMatl_Tar&Grv|Exterior1st_VinylSd', 'Foundation_Stone|Exterior1st_Stucco', 'Exterior2nd_Tencode|MiscFeature_Tencode', 'Neighborhood_StoneBr|Fence_MnPrv', 'YrSold|MasVnrArea', 'LotConfig_Tencode|BsmtCond_Po', 'TotRmsAbvGrd|SaleCondition_Abnorml', 'Neighborhood_Sawyer|Exterior1st_Wd Sdng', 'Electrical_FuseF|OpenPorchSF', 'RoofStyle_Flat|Exterior2nd_Tencode', 'OpenPorchSF|BsmtCond_Tencode', 'HeatingQC_TA|Functional_Min2', 'FireplaceQu_Gd|SaleType_ConLI', 'Exterior2nd_Wd Shng|Fence_MnWw', 'LotConfig_FR2|GarageType_Attchd', 'Condition1_Artery|LotShape_IR3', 'GarageType_Attchd|Exterior1st_Tencode', 'KitchenQual_Ex|MSZoning_Tencode', 'Exterior2nd_Stucco|GarageFinish_Fin', 'BsmtExposure_Tencode|BldgType_2fmCon', 'Alley_Tencode|PoolArea', 'RoofMatl_CompShg|Exterior2nd_Plywood', 'SaleType_New|Exterior1st_Plywood', 'BsmtFullBath|Exterior1st_MetalSd', 'Exterior1st_Tencode|Exterior1st_MetalSd', 'GarageCars|LandContour_Tencode', 'KitchenQual_Fa|Exterior1st_Plywood', 'LotShape_Reg|Exterior1st_BrkComm', 'SaleCondition_Tencode|GarageArea', 'LotArea|Neighborhood_NoRidge', 'FireplaceQu_Tencode|Utilities_AllPub', 'SaleType_ConLI|Exterior1st_BrkComm', 'Electrical_SBrkr|Exterior1st_BrkComm', 'Electrical_FuseA|Exterior1st_Stucco', 'Neighborhood_SWISU|Neighborhood_NAmes', 'GarageQual_Gd|Functional_Min1', 'Exterior2nd_AsbShng|GarageType_Basment', 'Electrical_FuseA|BsmtCond_Po', 'Neighborhood_BrDale|RoofMatl_Tar&Grv', 'GarageCars|GarageType_2Types', 'Exterior1st_AsbShng|GarageCond_Tencode', 'RoofStyle_Flat|HeatingQC_Ex', 'Neighborhood_NoRidge|Condition1_RRAn', 'Fence_GdWo|KitchenQual_TA', 'BsmtFinType2_LwQ|SaleCondition_Abnorml', 'Condition1_PosA|Functional_Maj1', 'OverallQual|MasVnrType_None', 'LandContour_Low|BsmtFinType1_ALQ', 'Street_Tencode|Fence_GdWo', 'BldgType_Duplex|Neighborhood_Somerst', 'HouseStyle_SFoyer|BsmtCond_Tencode', 'FireplaceQu_Po|Condition1_RRAn', 'LandContour_Low|MSZoning_RH', 'LotShape_IR1|LandSlope_Mod', 'LandContour_Tencode|BsmtFinType1_ALQ', 'Electrical_Tencode|Condition1_Feedr', 'KitchenQual_Ex|LandContour_Lvl', 'SaleType_ConLI|Functional_Min2', 'Exterior1st_BrkFace|Neighborhood_Veenker', 'LotConfig_CulDSac|Exterior1st_MetalSd', 'BldgType_Twnhs|TotRmsAbvGrd', 'GarageCars|CentralAir_N', 'Neighborhood_Veenker|BsmtCond_Gd', 'Exterior1st_Tencode|Functional_Min2', 'Exterior1st_BrkFace|MasVnrType_None', 'BsmtExposure_Tencode|2ndFlrSF', 'TotRmsAbvGrd|Utilities_AllPub', 'RoofStyle_Gable|BsmtExposure_No', 'PavedDrive_N|Functional_Min2', 'Foundation_CBlock|MiscFeature_Gar2', 'SaleCondition_Tencode|Functional_Typ', 'LotShape_IR1|Exterior1st_MetalSd', 'LowQualFinSF|SaleCondition_Partial', 'HouseStyle_SFoyer|Functional_Maj2', 'GarageQual_Fa|SaleType_Oth', 'Exterior2nd_Wd Sdng|Neighborhood_Sawyer', 'Neighborhood_NoRidge|Exterior2nd_AsphShn', 'Street_Pave|ExterQual_Fa', 'MasVnrType_BrkFace|Exterior2nd_AsphShn', 'GrLivArea|SaleCondition_Normal', 'Condition1_Norm|MasVnrType_None', 'BldgType_TwnhsE|Fence_MnPrv', 'RoofStyle_Hip|BsmtFinType1_Tencode', 'Neighborhood_NoRidge|LowQualFinSF', 'Neighborhood_CollgCr|SaleType_Oth', 'Exterior2nd_MetalSd|Exterior1st_MetalSd', 'Neighborhood_Veenker|LotConfig_Inside', 'GarageType_Basment|SaleType_CWD', 'KitchenAbvGr|LotConfig_CulDSac', 'LandContour_Tencode|BsmtFinType1_Rec', 'MiscFeature_Othr|Exterior2nd_Brk Cmn', 'LotShape_Tencode|ExterQual_Gd', 'ExterCond_TA|Exterior2nd_BrkFace', 'Neighborhood_BrDale|LotFrontage', 'ExterQual_TA|SaleType_New', 'HeatingQC_Ex|Condition1_Tencode', 'Exterior2nd_Wd Sdng|BsmtFinSF1', 'BldgType_Twnhs|Heating_Grav', 'FireplaceQu_Tencode|MSZoning_Tencode', 'ExterQual_TA|SaleType_CWD', 'LandContour_HLS|MSZoning_C (all)', 'GarageType_Attchd|Functional_Mod', 'Neighborhood_OldTown|Condition1_Tencode', 'OverallQual|SaleType_ConLw', 'Neighborhood_Gilbert|Exterior1st_Tencode', 'Electrical_Tencode|Fence_MnWw', 'OverallQual|LandContour_Bnk', 'Exterior2nd_Tencode|Condition1_PosN', 'Neighborhood_Gilbert|Exterior2nd_HdBoard', '3SsnPorch|ExterQual_Gd', 'BsmtCond_Po|BsmtCond_Fa', 'KitchenQual_Gd|LotArea', 'LotConfig_CulDSac|RoofStyle_Tencode', 'HouseStyle_1Story|BsmtExposure_Gd', 'PavedDrive_P|MiscFeature_Gar2', 'Exterior1st_BrkFace|MasVnrArea', 'Functional_Tencode|HouseStyle_1.5Fin', 'BsmtFinType2_Rec|GarageFinish_RFn', 'MSSubClass|MSZoning_FV', 'SaleType_ConLw|BsmtFinType2_LwQ', 'LotShape_IR2|SaleCondition_Normal', 'BsmtHalfBath|HalfBath', 'HeatingQC_Gd|MiscFeature_Gar2', 'SaleType_ConLD|BldgType_Tencode', 'RoofMatl_Tar&Grv|MasVnrType_BrkCmn', 'BsmtFinType2_Rec|Neighborhood_BrkSide', 'PavedDrive_Tencode|GarageQual_TA', 'LandContour_Tencode|GarageYrBlt', 'Neighborhood_NoRidge|Exterior2nd_MetalSd', 'KitchenQual_Gd|Functional_Mod', 'BsmtFinType2_Unf|CentralAir_Tencode', 'HouseStyle_Tencode|GarageType_CarPort', 'RoofMatl_CompShg|ExterCond_Tencode', 'Exterior2nd_Tencode|Heating_GasW', 'Exterior2nd_Tencode|2ndFlrSF', 'GarageType_Detchd|LandSlope_Sev', 'RoofMatl_CompShg|SaleType_ConLI', 'MiscFeature_Othr|GarageQual_Fa', 'LotConfig_FR2|SaleCondition_Partial', 'FireplaceQu_Tencode|MasVnrType_BrkFace', 'BldgType_TwnhsE', 'ExterCond_Gd|Condition1_Feedr', 'Exterior2nd_Stone|GarageType_BuiltIn', 'Condition2_Tencode|SaleType_COD', 'BsmtFinType1_Unf|Fence_MnWw', 'LandContour_HLS|SaleType_ConLD', 'Neighborhood_Somerst|CentralAir_Tencode', 'GarageCond_Po|Neighborhood_NPkVill', 'RoofStyle_Tencode|OverallCond', 'ExterQual_TA|LandContour_HLS', 'Neighborhood_SWISU|LandSlope_Gtl', 'LotConfig_Tencode|OpenPorchSF', 'Electrical_FuseA|Heating_GasW', 'PavedDrive_N|LandSlope_Gtl', 'ExterCond_TA|Foundation_BrkTil', 'Neighborhood_NridgHt|3SsnPorch', 'Neighborhood_Blmngtn|BsmtUnfSF', 'LandSlope_Gtl|Neighborhood_Gilbert', 'Neighborhood_NoRidge|SaleType_WD', 'Foundation_Stone|Electrical_FuseP', 'Exterior2nd_Wd Sdng|Exterior2nd_Wd Shng', 'Condition1_Feedr|ScreenPorch', 'Foundation_Stone|Neighborhood_IDOTRR', 'RoofStyle_Shed|BldgType_1Fam', 'Alley_Pave|3SsnPorch', 'GarageCond_Po|1stFlrSF', 'KitchenQual_Ex|Heating_GasW', 'SaleType_ConLw|HeatingQC_Tencode', 'PavedDrive_Tencode|TotRmsAbvGrd', 'SaleType_CWD|Neighborhood_Timber', 'RoofStyle_Flat|RoofStyle_Shed', 'SaleType_ConLI|LandContour_Tencode', 'GarageQual_Gd|BsmtFinType2_LwQ', '1stFlrSF|ScreenPorch', 'Electrical_Tencode|BsmtUnfSF', 'GrLivArea|OverallCond', 'GarageQual_Gd|HeatingQC_Tencode', 'Neighborhood_SWISU|Exterior1st_VinylSd', 'MiscFeature_Othr|Neighborhood_SawyerW', 'Fence_GdPrv|ExterCond_Gd', 'BsmtQual_Ex|Condition2_Norm', 'Neighborhood_Mitchel|BsmtFinType1_GLQ', 'YearBuilt|RoofStyle_Gable', 'GarageCars|Functional_Min1', 'HouseStyle_SLvl|LotConfig_Inside', 'Electrical_SBrkr|HouseStyle_1.5Unf', 'Foundation_CBlock|BldgType_1Fam', 'Exterior1st_HdBoard|HalfBath', 'Functional_Mod|BsmtFinType2_Unf', 'BsmtFinType1_Tencode|BsmtFinSF2', 'OverallQual|BsmtQual_TA', 'Neighborhood_Blmngtn|3SsnPorch', 'FireplaceQu_Po|WoodDeckSF', 'GarageCond_Tencode|Neighborhood_IDOTRR', 'BsmtFinType2_Unf|MasVnrType_BrkFace', 'BldgType_Duplex|RoofMatl_WdShngl', 'GarageCond_Fa|Neighborhood_Gilbert', 'Foundation_PConc|Alley_Grvl', 'SaleCondition_Alloca|LotConfig_Tencode', 'HeatingQC_Ex|Neighborhood_IDOTRR', 'LandContour_HLS|Exterior1st_WdShing', 'MasVnrType_BrkFace|HouseStyle_1.5Fin', 'Exterior1st_AsbShng|BldgType_Tencode', 'SaleType_New|Exterior1st_Wd Sdng', 'Neighborhood_ClearCr|LotShape_IR3', 'BsmtQual_TA|HouseStyle_2.5Unf', 'Exterior1st_HdBoard|SaleType_Tencode', 'RoofStyle_Gable|ExterCond_Fa', 'GarageCond_Po|Exterior1st_MetalSd', 'GarageCond_TA|Electrical_Tencode', 'Functional_Tencode|GarageCond_Fa', 'Electrical_Tencode|Foundation_Stone', 'GarageCond_Gd|Exterior2nd_AsphShn', 'BsmtFinType2_Rec|MasVnrType_Stone', 'LotFrontage|Fence_GdWo', 'GarageQual_TA|MasVnrType_Stone', 'Functional_Tencode|Functional_Maj1', 'BsmtCond_Po|CentralAir_Y', 'Heating_Grav|GarageCond_Tencode', 'BsmtQual_Fa|Condition2_Norm', 'BsmtHalfBath|BsmtQual_Gd', 'GarageType_BuiltIn|Neighborhood_NAmes', 'Neighborhood_NoRidge|MSZoning_C (all)', 'Neighborhood_NWAmes|Exterior2nd_CmentBd', 'Fence_GdPrv|Exterior1st_CemntBd', 'BldgType_Duplex|CentralAir_Y', 'LotShape_IR2|LotShape_IR3', 'FireplaceQu_Fa|GarageFinish_Tencode', 'Heating_Grav|Neighborhood_NWAmes', 'BsmtFinSF2|Fence_MnPrv', 'BsmtCond_Po|GarageQual_Tencode', 'Functional_Typ|GarageFinish_RFn', 'BsmtQual_Ex|ExterCond_Tencode', 'LandSlope_Sev|MoSold', 'Electrical_FuseF|ExterQual_Fa', 'MSZoning_C (all)|TotRmsAbvGrd', 'SaleCondition_Tencode|MiscFeature_Tencode', 'Street_Tencode|GarageCond_TA', 'Alley_Tencode|Heating_Tencode', 'Heating_Tencode|MasVnrType_BrkFace', 'GarageQual_Fa|MSZoning_Tencode', 'BsmtFinType2_BLQ|BsmtCond_Po', 'Heating_Grav|FireplaceQu_Po', 'SaleType_ConLI|BsmtFinType2_Unf', 'Neighborhood_NridgHt|HouseStyle_Tencode', 'LandContour_Lvl|BsmtExposure_No', 'BsmtFinType2_Tencode|MasVnrType_Tencode', 'BsmtCond_Po|GarageYrBlt', 'HouseStyle_1Story|Exterior2nd_BrkFace', 'LotArea|Functional_Min1', 'BsmtHalfBath|BldgType_1Fam', 'BsmtQual_Tencode|Heating_GasW', 'Neighborhood_NPkVill|ExterCond_Fa', 'LandSlope_Sev|SaleCondition_Family', 'GarageQual_TA|Fence_GdWo', 'MSSubClass|PoolArea', 'BsmtFinSF2|Fence_GdWo', 'GarageType_Tencode|Condition1_Feedr', 'TotalBsmtSF|LotConfig_Tencode', '3SsnPorch|GarageQual_Tencode', 'SaleType_Tencode|SaleCondition_Alloca', 'Electrical_SBrkr|Street_Pave', 'YearBuilt|MasVnrType_BrkFace', 'BsmtFinType2_Rec|BsmtExposure_Av', 'PoolQC_Tencode|BsmtCond_Fa', 'Condition2_Tencode|Condition1_PosN', 'LotConfig_FR2|MSZoning_C (all)', 'RoofStyle_Shed|MasVnrArea', 'SaleType_Tencode|LandSlope_Gtl', 'Utilities_Tencode|SaleType_Tencode', 'ExterQual_TA|GarageYrBlt', 'KitchenQual_Ex|PavedDrive_Y', 'GrLivArea|Neighborhood_Veenker', 'RoofStyle_Hip|MSZoning_Tencode', 'PavedDrive_N|Condition1_PosA', 'SaleType_ConLD|PoolQC_Tencode', 'GarageFinish_Unf|BsmtCond_TA', 'BsmtFinType2_BLQ|FireplaceQu_Ex', 'BsmtFinType2_Tencode|Neighborhood_MeadowV', 'BldgType_2fmCon|Foundation_PConc', 'HouseStyle_1.5Unf|SaleType_New', 'KitchenQual_Fa|BsmtFinSF1', 'SaleType_WD|CentralAir_N', 'OpenPorchSF|PoolArea', 'MSZoning_RM|BsmtFinSF1', 'Neighborhood_OldTown|Condition2_Norm', 'SaleCondition_Alloca|GarageQual_Tencode', 'SaleCondition_Tencode|Condition2_Norm', 'Condition1_RRAn|MSZoning_RL', 'KitchenQual_Gd|GarageFinish_Fin', 'BsmtFinType2_Tencode|LandSlope_Gtl', 'BsmtFinType2_Rec|MSZoning_FV', 'LotShape_Reg|MSZoning_FV', 'Exterior1st_BrkFace|Neighborhood_ClearCr', 'CentralAir_Tencode|MSZoning_RL', 'GarageCars|BldgType_TwnhsE', 'BsmtFinType1_Tencode|LotArea', 'Functional_Min1|MiscFeature_Tencode', 'Exterior2nd_AsbShng|BsmtFinType2_Unf', 'GarageCond_Tencode|Exterior1st_Plywood', 'KitchenQual_Ex|KitchenQual_Tencode', 'BsmtFinType2_ALQ|Exterior1st_BrkComm', 'Neighborhood_BrDale|HouseStyle_1Story', 'Alley_Tencode|MSSubClass', 'LowQualFinSF|Street_Grvl', 'Condition1_PosA|MiscFeature_Shed', 'KitchenQual_Tencode|BldgType_Tencode', 'Fireplaces|YearBuilt', 'ExterCond_TA|BsmtFinType2_LwQ', 'SaleCondition_Partial|GarageQual_Tencode', 'Neighborhood_Mitchel|Exterior1st_Tencode', 'LotShape_Tencode|Condition1_Norm', 'Alley_Tencode|BsmtFinType2_GLQ', 'RoofStyle_Hip|Fence_GdPrv', 'LotShape_Reg|FireplaceQu_Po', 'GrLivArea|Heating_Grav', 'BsmtFinType1_Tencode|Functional_Mod', 'Neighborhood_Blmngtn|GarageQual_TA', 'BsmtQual_Fa|SaleType_Oth', 'BsmtQual_TA|GarageQual_Po', 'HouseStyle_Tencode|Electrical_SBrkr', 'LandContour_HLS|BsmtFinSF1', 'BsmtFinType2_GLQ|BsmtExposure_Mn', 'HouseStyle_SFoyer|Condition1_Tencode', 'GarageType_BuiltIn|BsmtFinType1_LwQ', 'CentralAir_Tencode|Exterior2nd_Wd Shng', 'Neighborhood_Veenker|LowQualFinSF', 'GarageQual_Fa|FireplaceQu_Ex', 'FireplaceQu_Tencode|HouseStyle_SLvl', 'MoSold|Exterior1st_BrkComm', 'LandSlope_Sev|SaleType_ConLD', 'SaleCondition_Normal|Fence_MnWw', 'BsmtFinSF2|SaleCondition_Normal', 'Neighborhood_BrDale|SaleType_COD', '3SsnPorch|HouseStyle_SLvl', 'SaleType_ConLw|SaleType_ConLD', 'EnclosedPorch|HeatingQC_Gd', 'EnclosedPorch|ExterQual_Gd', '1stFlrSF|Alley_Grvl', 'FullBath|Exterior1st_Wd Sdng', 'BldgType_Duplex|GarageType_CarPort', 'Neighborhood_NWAmes|Exterior1st_BrkComm', 'RoofStyle_Gambrel|Exterior1st_Plywood', 'BsmtHalfBath|3SsnPorch', 'FireplaceQu_Tencode|BsmtHalfBath', 'YearRemodAdd|LotConfig_Inside', 'Neighborhood_BrDale|GarageCond_Fa', 'ExterCond_TA|Utilities_AllPub', 'ExterQual_Tencode|Neighborhood_IDOTRR', 'LotConfig_FR2|ExterCond_Gd', 'GarageQual_Fa|SaleType_CWD', 'BsmtFinSF2|YearBuilt', 'MiscFeature_Tencode|GarageFinish_RFn', 'BsmtFinType2_BLQ|MasVnrType_Stone', 'BldgType_Tencode|GarageType_2Types', 'SaleType_ConLw|Fence_GdWo', 'GarageFinish_Fin|BsmtUnfSF', 'Neighborhood_NWAmes|BsmtExposure_No', 'PavedDrive_N|GarageType_Detchd', 'MiscFeature_Gar2|BsmtFinType1_GLQ', 'YrSold|Exterior1st_MetalSd', 'BldgType_Twnhs|SaleType_WD', 'Heating_Grav|Functional_Mod', 'RoofStyle_Flat|Functional_Min2', 'OpenPorchSF|MSZoning_Tencode', 'LotShape_IR2|GarageQual_Tencode', 'YrSold|GarageType_Tencode', 'SaleType_WD|Condition1_Feedr', 'Heating_GasA|BsmtExposure_Av', 'Heating_GasW|Neighborhood_Crawfor', 'ScreenPorch|MasVnrArea', 'OverallQual|GarageType_2Types', 'LotShape_IR2|Street_Grvl', 'Exterior1st_Stucco|Fence_GdWo', 'MSZoning_RM|BsmtFinType1_LwQ', '3SsnPorch|SaleCondition_Alloca', 'Exterior1st_CemntBd|MasVnrArea', 'GrLivArea|HouseStyle_1.5Fin', 'GarageQual_Fa|Condition1_PosN', 'LandContour_Low|KitchenQual_TA', 'TotRmsAbvGrd|MasVnrType_Tencode', 'GarageType_Detchd|SaleType_ConLD', 'Heating_Grav|BsmtFinType2_LwQ', 'GarageType_BuiltIn|MSZoning_RL', 'MiscFeature_Shed|Neighborhood_MeadowV', 'Functional_Typ|Neighborhood_NWAmes', 'Foundation_Stone|Neighborhood_CollgCr', 'Neighborhood_Veenker|3SsnPorch', 'Utilities_Tencode|Fence_MnWw', 'KitchenQual_Fa|HouseStyle_1.5Fin', 'MiscVal|LotShape_IR3', 'Neighborhood_Veenker|Neighborhood_Sawyer', 'ExterQual_Gd|HouseStyle_2.5Unf', 'BsmtFullBath|MasVnrType_None', 'Exterior1st_HdBoard|Foundation_CBlock', 'Exterior2nd_Tencode|MiscFeature_Shed', 'Exterior1st_HdBoard|BsmtFullBath', 'SaleType_ConLI|Street_Grvl', 'Exterior2nd_Tencode|ScreenPorch', 'LandContour_Lvl|KitchenQual_Tencode', 'HouseStyle_Tencode|Fence_MnWw', 'KitchenQual_Fa|Exterior2nd_Brk Cmn', 'Condition1_Feedr|BsmtUnfSF', '1stFlrSF|BsmtCond_TA', 'Utilities_Tencode|Exterior2nd_MetalSd', 'Neighborhood_Veenker|GarageFinish_Tencode', 'GarageCars|Exterior2nd_Wd Shng', 'Condition1_Norm|BsmtCond_Tencode', 'PavedDrive_P|Neighborhood_Timber', 'BsmtFinType1_Tencode|Fireplaces', 'RoofStyle_Shed|BsmtFinType1_LwQ', 'MiscVal|HouseStyle_1.5Unf', 'LotConfig_FR2|KitchenQual_Ex', 'Neighborhood_Blmngtn|LowQualFinSF', 'MiscFeature_Othr|ExterQual_Fa', 'HeatingQC_Tencode|HeatingQC_Ex', 'BsmtQual_Fa|MSZoning_RH', 'LotShape_Tencode|Exterior1st_AsbShng', 'HeatingQC_Fa|Fence_MnPrv', 'ExterQual_Tencode|HouseStyle_1.5Fin', 'BsmtQual_Ex|LowQualFinSF', 'HeatingQC_Tencode|MSZoning_C (all)', 'SaleType_ConLw|GarageFinish_Tencode', 'Functional_Min1|CentralAir_Tencode', 'Exterior1st_HdBoard|GarageFinish_Tencode', 'SaleType_New|Neighborhood_BrkSide', 'ExterCond_Tencode|LowQualFinSF', 'FireplaceQu_Fa|Exterior2nd_AsphShn', 'BldgType_Duplex|SaleType_WD', 'Neighborhood_NridgHt|BsmtCond_Gd', 'BedroomAbvGr|BsmtFinType1_Unf', 'Neighborhood_ClearCr|ExterCond_Fa', 'BsmtExposure_Av|GarageCond_Ex', 'YrSold|KitchenQual_Gd', 'GrLivArea|MSZoning_RL', 'GarageType_CarPort|RoofMatl_WdShngl', 'Foundation_CBlock|Exterior2nd_Brk Cmn', 'Exterior2nd_Tencode|Neighborhood_BrkSide', 'BsmtFinType1_BLQ|Street_Grvl', 'FireplaceQu_Ex|HouseStyle_1.5Fin', 'Neighborhood_Edwards|Neighborhood_Sawyer', 'Neighborhood_NridgHt|CentralAir_Y', 'Exterior1st_BrkFace|Exterior2nd_AsbShng', 'GarageArea|Exterior1st_MetalSd', 'Condition1_Tencode|BsmtFinSF1', 'RoofStyle_Shed|BldgType_TwnhsE', 'BsmtFinType1_Tencode|3SsnPorch', 'Street_Tencode|GarageQual_Tencode', 'Functional_Tencode|Functional_Typ', 'LandSlope_Sev|2ndFlrSF', 'SaleCondition_Alloca|Neighborhood_NAmes', 'BldgType_Twnhs|Functional_Maj1', 'GarageFinish_RFn|BsmtCond_Fa', 'HouseStyle_1.5Unf|1stFlrSF', 'Condition1_PosN|MiscFeature_Shed', 'Electrical_SBrkr|ExterQual_Ex', 'Neighborhood_Veenker|BsmtExposure_No', 'PoolArea|FireplaceQu_TA', 'MiscFeature_Tencode|Exterior2nd_HdBoard', 'Neighborhood_Tencode|BsmtCond_Tencode', 'BsmtFinType1_Tencode|Electrical_Tencode', 'Electrical_FuseF|SaleCondition_Normal', 'MSZoning_FV|BsmtCond_TA', 'ExterQual_TA|HouseStyle_SFoyer', 'KitchenQual_Tencode|Neighborhood_NAmes', 'LandContour_HLS|Exterior2nd_VinylSd', 'SaleType_WD|Condition1_Norm', 'Neighborhood_NridgHt|Foundation_Stone', 'SaleCondition_Tencode|GarageCars', 'GarageCars|HouseStyle_2.5Unf', 'TotalBsmtSF|BsmtFinType2_Tencode', 'GarageCars|Exterior2nd_BrkFace', 'ExterQual_Ex|LotConfig_Inside', 'BsmtHalfBath|Heating_Tencode', 'MSZoning_C (all)|BldgType_TwnhsE', 'SaleType_ConLI|ExterCond_Fa', 'BsmtHalfBath|SaleType_CWD', 'KitchenQual_Gd|SaleCondition_Family', 'GarageCond_TA|SaleType_Oth', 'BsmtFinType2_BLQ|SaleCondition_Family', 'HeatingQC_TA|SaleCondition_Normal', 'MoSold|Condition2_Artery', 'ExterCond_Tencode|Neighborhood_Gilbert', 'HouseStyle_1Story|MasVnrType_BrkCmn', 'KitchenQual_TA|Neighborhood_MeadowV', 'EnclosedPorch|Condition1_PosA', 'LotFrontage|Exterior2nd_VinylSd', 'SaleCondition_Partial|SaleType_CWD', 'GarageQual_Gd|SaleCondition_Abnorml', 'MiscVal|RoofStyle_Tencode', 'SaleType_Oth|Exterior1st_WdShing', '3SsnPorch|Exterior2nd_Brk Cmn', 'SaleCondition_Partial|MSZoning_RL', 'LandSlope_Mod|Exterior2nd_AsphShn', 'EnclosedPorch|MiscFeature_Tencode', 'BsmtFinType1_ALQ|PavedDrive_P', 'HouseStyle_2Story|GarageType_2Types', 'RoofMatl_Tencode|LandContour_Bnk', 'Fence_MnPrv|MasVnrType_Tencode', 'BsmtFinType1_ALQ|HouseStyle_1.5Unf', 'KitchenQual_Gd|BsmtFinType2_BLQ', 'Electrical_FuseP|LotShape_IR3', 'PavedDrive_Tencode|Condition1_RRAn', 'SaleType_ConLI|GarageCond_Ex', '3SsnPorch|HalfBath', 'KitchenAbvGr|BsmtFullBath', 'Functional_Maj1|Exterior2nd_HdBoard', 'GarageQual_TA|PavedDrive_P', 'HalfBath|GarageType_2Types', 'HeatingQC_Gd|Electrical_FuseA', 'LotShape_Tencode|BldgType_2fmCon', 'BldgType_2fmCon|Fence_Tencode', 'YearRemodAdd|RoofStyle_Shed', 'HeatingQC_Tencode|MiscFeature_Tencode', 'LotConfig_Corner|BsmtCond_Po', 'ExterCond_Tencode|ExterQual_Gd', 'Neighborhood_NWAmes|Condition1_Tencode', 'FireplaceQu_Fa|HouseStyle_2.5Unf', 'Neighborhood_ClearCr|GarageType_Attchd', 'BedroomAbvGr|Neighborhood_StoneBr', 'EnclosedPorch|Heating_GasW', 'Neighborhood_SWISU|GarageArea', 'Alley_Pave|HouseStyle_2Story', 'LandContour_Low|PoolQC_Tencode', 'Condition2_Tencode|Condition2_Artery', 'Neighborhood_SawyerW|ExterCond_Fa', 'PavedDrive_N|Utilities_AllPub', 'HeatingQC_TA|GarageCond_Fa', 'GarageFinish_Unf|BsmtFinType1_ALQ', 'Exterior2nd_BrkFace|ExterCond_Gd', 'Foundation_BrkTil|LandSlope_Sev', 'LotConfig_FR2|Fence_GdWo', 'TotalBsmtSF|FullBath', 'MSZoning_C (all)|Exterior2nd_CmentBd', 'FireplaceQu_Gd|Exterior1st_BrkComm', 'FireplaceQu_Po|LandSlope_Sev', 'GarageQual_Gd|Neighborhood_Tencode', 'GarageYrBlt|HouseStyle_SLvl', 'YearRemodAdd|SaleType_COD', 'MSZoning_RL|Exterior2nd_AsphShn', 'BsmtFullBath|BsmtFinSF1', 'BsmtFinType1_Rec|Exterior1st_BrkComm', 'HouseStyle_1.5Unf|SaleCondition_Partial', 'MiscFeature_Tencode|SaleCondition_Partial', 'LandContour_Lvl|Electrical_FuseF', 'PavedDrive_Y|BsmtExposure_No', 'BsmtFinType2_BLQ|GarageFinish_Tencode', 'ExterCond_TA|BsmtExposure_No', 'SaleType_New|Exterior2nd_Wd Sdng', 'PavedDrive_N|SaleType_ConLI', 'Heating_Tencode|SaleCondition_Abnorml', 'Foundation_CBlock|CentralAir_N', 'BldgType_Twnhs|Neighborhood_Tencode', 'Electrical_FuseP|Condition2_Norm', 'LotShape_Tencode|Electrical_FuseA', 'Functional_Tencode|Neighborhood_Gilbert', 'MiscFeature_Tencode|ScreenPorch', 'Heating_Tencode|GarageType_Tencode', 'GarageFinish_Tencode|MasVnrType_BrkCmn', 'HouseStyle_1.5Unf|BsmtFinType1_Rec', 'LotConfig_Corner|Exterior2nd_CmentBd', 'Condition1_Artery|GarageCond_Tencode', 'Neighborhood_Timber', 'LotShape_Tencode|MiscFeature_Shed', 'KitchenAbvGr|YrSold', 'LotShape_IR1|GarageCond_Tencode', 'Utilities_Tencode|ExterCond_Gd', 'GarageType_Attchd|ExterCond_Fa', 'BsmtExposure_Av|HouseStyle_SLvl', 'TotRmsAbvGrd|BsmtExposure_Mn', 'Condition1_RRAe|Condition2_Artery', 'Exterior2nd_BrkFace|BsmtFinType2_ALQ', 'BsmtFinType2_ALQ|MiscFeature_Gar2', 'BsmtFinType2_Tencode|ExterQual_Fa', 'BsmtFinSF1', 'Neighborhood_IDOTRR|Neighborhood_BrkSide', 'MSZoning_RM|CentralAir_N', 'GarageType_BuiltIn|Functional_Mod', 'SaleType_New|HouseStyle_2Story', 'LotConfig_FR2|BsmtCond_Fa', 'Exterior1st_BrkFace', 'LandContour_Low|Exterior1st_HdBoard', 'OverallQual|RoofStyle_Tencode', 'GarageCond_TA|Condition1_PosA', 'OverallQual|FullBath', 'Neighborhood_NPkVill|BsmtFinSF1', 'Neighborhood_Crawfor|MSZoning_Tencode', 'OverallQual|WoodDeckSF', 'ExterQual_Gd|MSZoning_Tencode', 'Foundation_Stone|LandSlope_Gtl', 'Street_Tencode|BsmtCond_TA', 'LandContour_Low|MiscVal', 'HeatingQC_Fa|BsmtUnfSF', 'SaleCondition_Partial|Neighborhood_MeadowV', 'LandContour_Lvl|ExterCond_Gd', 'HeatingQC_Gd|ScreenPorch', 'PavedDrive_N|GarageType_Basment', 'BsmtHalfBath|BsmtFinType2_Rec', 'MasVnrType_BrkCmn|BsmtFinType1_LwQ', 'LotConfig_Tencode|ExterCond_Fa', 'CentralAir_N|Utilities_AllPub', 'BldgType_Twnhs|RoofStyle_Gable', 'MiscFeature_Othr|Neighborhood_NAmes', 'RoofStyle_Gambrel|Utilities_AllPub', 'KitchenAbvGr|Functional_Tencode', 'BldgType_Twnhs|LandSlope_Mod', 'Foundation_Stone|MSZoning_RL', 'ExterCond_Tencode|SaleCondition_Normal', 'Exterior1st_BrkComm|BsmtCond_TA', 'Electrical_FuseP|Street_Pave', 'MiscFeature_Othr|GarageCond_Gd', 'MiscFeature_Shed|HouseStyle_2.5Unf', 'Exterior2nd_BrkFace|Electrical_FuseF', 'Foundation_BrkTil|GarageType_CarPort', 'GarageCond_TA|FireplaceQu_Po', 'Alley_Tencode|Neighborhood_SWISU', 'ExterCond_Tencode|LandSlope_Gtl', 'HouseStyle_Tencode|GarageQual_Fa', 'MSZoning_C (all)|SaleCondition_Abnorml', 'SaleCondition_Abnorml|SaleType_CWD', 'SaleType_WD|Exterior1st_Wd Sdng', 'GarageQual_Gd|SaleType_COD', 'Exterior2nd_AsbShng|GarageType_BuiltIn', 'PavedDrive_Y|Functional_Maj2', 'LotShape_Reg|MSZoning_RH', 'HouseStyle_Tencode|PoolArea', 'HeatingQC_Ex|HouseStyle_1.5Unf', 'Neighborhood_Crawfor|CentralAir_N', 'SaleCondition_Family|FireplaceQu_Ex', 'RoofStyle_Gable|BsmtCond_Gd', 'ExterQual_Fa|HouseStyle_2Story', 'LotShape_IR2|FireplaceQu_Ex', 'BsmtHalfBath|LandContour_HLS', 'RoofMatl_Tencode|Neighborhood_SWISU', 'FireplaceQu_Gd|LotArea', 'RoofStyle_Hip|Alley_Pave', 'Electrical_FuseA|Neighborhood_Edwards', 'GarageType_Basment|CentralAir_Tencode', 'GarageQual_Fa|MiscFeature_Tencode', 'Heating_Grav|Condition1_Feedr', 'GarageQual_Gd|ExterCond_TA', 'LotArea|SaleType_ConLD', 'SaleType_WD|Fence_GdPrv', 'MasVnrType_None|HouseStyle_2.5Unf', 'MiscVal|MSZoning_Tencode', 'Exterior2nd_CmentBd|BsmtExposure_Mn', 'LotConfig_Corner|Neighborhood_IDOTRR', 'LandContour_Tencode|MasVnrType_None', 'BsmtFinSF1|Exterior1st_BrkComm', 'LandContour_Low|MiscFeature_Tencode', 'SaleCondition_Tencode|MasVnrType_Stone', 'Exterior1st_Plywood|HouseStyle_2Story', 'GarageQual_TA|BldgType_Tencode', 'GarageFinish_Unf|Neighborhood_Gilbert', 'LotArea|BsmtCond_Fa', 'HeatingQC_TA|Alley_Pave', 'Condition2_Tencode|GarageType_2Types', 'BsmtQual_Tencode|BsmtFullBath', 'LotShape_IR2|RoofMatl_Tencode', 'RoofMatl_Tencode|LandSlope_Sev', 'Neighborhood_Tencode|BsmtExposure_Av', 'Exterior1st_HdBoard|WoodDeckSF', 'Foundation_CBlock|BsmtExposure_No', 'YrSold|SaleType_CWD', 'Utilities_Tencode|LotConfig_FR2', 'HeatingQC_Tencode|FireplaceQu_Ex', 'BsmtFinSF2|GarageQual_Po', 'BsmtExposure_Av|BsmtCond_TA', 'Functional_Maj2|CentralAir_Tencode', 'LotConfig_Corner|Fence_MnPrv', 'Foundation_Stone|HeatingQC_Tencode', 'GrLivArea|LandContour_Bnk', 'Neighborhood_CollgCr|Exterior2nd_Tencode', 'BsmtFinType2_Tencode|GarageFinish_RFn', 'GarageFinish_Fin|Street_Grvl', 'Electrical_Tencode|GarageArea', 'Exterior1st_AsbShng|Neighborhood_SWISU', 'Exterior2nd_Plywood|GarageType_2Types', 'GarageFinish_Fin|Condition1_Tencode', 'RoofMatl_Tencode|SaleType_CWD', 'RoofMatl_CompShg|Functional_Maj1', 'Fireplaces|MiscFeature_Gar2', 'SaleType_ConLI|MiscFeature_Shed', 'BsmtFinType2_GLQ|ExterQual_Ex', 'MiscVal|MiscFeature_Shed', 'Condition1_Norm|BsmtExposure_Gd', 'Neighborhood_ClearCr|RoofStyle_Gambrel', 'RoofStyle_Flat|2ndFlrSF', 'GarageType_Attchd|CentralAir_N', 'Fence_Tencode|MSZoning_RH', 'SaleType_New|FireplaceQu_TA', 'Condition2_Artery|RoofMatl_WdShngl', 'Fence_GdWo|SaleType_Oth', 'Condition1_PosA|BsmtExposure_Gd', 'FireplaceQu_Gd|Functional_Maj2', 'Exterior1st_AsbShng|CentralAir_Y', 'Fence_Tencode|SaleCondition_Alloca', 'Neighborhood_BrDale|GarageQual_Fa', 'LandSlope_Mod|GarageType_Basment', 'EnclosedPorch|BsmtFinType1_Unf', 'HeatingQC_Ex|GarageType_CarPort', 'GarageType_Detchd|Exterior2nd_CmentBd', 'FireplaceQu_Fa|FireplaceQu_TA', 'LandContour_Bnk|PavedDrive_Tencode', 'BldgType_Twnhs|Electrical_FuseF', 'GarageYrBlt|MSZoning_RH', 'Condition1_Artery|CentralAir_N', 'Neighborhood_Sawyer|Utilities_AllPub', 'SaleCondition_Tencode|LandSlope_Gtl', 'Heating_Tencode|SaleType_Tencode', 'BsmtFullBath|MSZoning_RM', '1stFlrSF|HouseStyle_2.5Unf', 'SaleCondition_Family|BsmtFinType1_Rec', 'LotConfig_Corner|GarageCond_Ex', 'BsmtFinType1_Rec|HouseStyle_1.5Fin', 'GarageFinish_Tencode|GarageType_CarPort', 'BldgType_2fmCon|BsmtFinType1_GLQ', 'BldgType_2fmCon|Neighborhood_MeadowV', 'BsmtUnfSF|CentralAir_Tencode', 'BsmtFinType1_BLQ|Functional_Min1', 'GarageType_Basment|MSZoning_RL', 'HeatingQC_Tencode|RoofStyle_Shed', 'GarageArea|GarageType_Basment', 'MiscFeature_Gar2|Exterior1st_Plywood', 'PoolQC_Tencode|Functional_Maj1', 'Neighborhood_Blmngtn|BsmtFinType1_LwQ', 'KitchenQual_Ex|BsmtQual_TA', 'SaleCondition_Tencode|GarageCond_Fa', 'Fence_GdPrv|Fence_MnWw', 'LotConfig_CulDSac|Exterior1st_CemntBd', 'BldgType_Twnhs|BsmtCond_Po', 'FireplaceQu_Fa|BsmtExposure_Gd', 'GarageCond_Gd|HouseStyle_2Story', 'RoofStyle_Tencode|RoofMatl_WdShngl', 'YearBuilt|GarageYrBlt', 'Neighborhood_Mitchel|Condition2_Artery', 'TotRmsAbvGrd|GarageType_CarPort', 'LandContour_Low|HeatingQC_Fa', 'LowQualFinSF|Exterior1st_MetalSd', 'FireplaceQu_Po|LotConfig_FR2', 'BsmtFinType1_Tencode|BsmtUnfSF', 'LandSlope_Mod|BsmtCond_Fa', 'CentralAir_Y|Neighborhood_Timber', 'Fence_Tencode|LotConfig_CulDSac', 'KitchenQual_Ex|Exterior1st_Plywood', 'BsmtQual_Fa|MSZoning_Tencode', 'Electrical_Tencode|Exterior2nd_CmentBd', 'FireplaceQu_Po|Fence_GdWo', 'Exterior1st_WdShing|MSZoning_RH', 'PavedDrive_Y|MasVnrArea', 'GarageQual_Po|Exterior1st_WdShing', 'SaleType_WD|Exterior1st_WdShing', 'OverallCond|Neighborhood_BrkSide', 'Foundation_BrkTil|Fence_GdPrv', 'GarageCond_Po|GarageCond_Fa', 'TotalBsmtSF|Exterior1st_WdShing', 'FireplaceQu_Tencode|GarageCond_Fa', 'HouseStyle_Tencode|Electrical_FuseF', 'Condition2_Norm|Neighborhood_BrkSide', 'BsmtExposure_Tencode|Exterior1st_HdBoard', 'SaleType_CWD|Exterior2nd_Plywood', 'SaleCondition_Alloca|LotShape_IR3', 'LotConfig_Tencode|BldgType_Tencode', 'MasVnrType_BrkCmn|GarageType_Attchd', 'KitchenQual_Ex|SaleType_CWD', 'Electrical_SBrkr|BsmtExposure_Av', 'MiscFeature_Shed|Condition1_Norm', 'Neighborhood_Somerst|LotConfig_CulDSac', 'KitchenQual_TA|Exterior1st_Tencode', 'HeatingQC_Ex|MSZoning_RM', 'GarageCond_Po|Neighborhood_NoRidge', 'Neighborhood_NPkVill|Exterior2nd_Brk Cmn', 'LandSlope_Mod|Foundation_Tencode', 'KitchenQual_Ex|BsmtFinType1_Unf', 'PavedDrive_Y|Exterior1st_WdShing', 'PavedDrive_Y|BsmtFinType2_Rec', 'BsmtQual_Ex|HouseStyle_2.5Unf', 'MasVnrType_None|Foundation_Slab', 'Exterior2nd_MetalSd|Exterior2nd_Brk Cmn', 'TotRmsAbvGrd|Condition2_Artery', 'Heating_Tencode|HeatingQC_Tencode', 'Condition1_PosN|RoofMatl_WdShngl', 'Street_Tencode|Exterior1st_HdBoard', 'MSSubClass|Exterior2nd_Wd Shng', 'BsmtHalfBath|PavedDrive_Tencode', 'MiscVal|Neighborhood_Crawfor', 'Exterior2nd_VinylSd|LandContour_Bnk', 'GarageCond_Po|LotShape_IR1', 'MasVnrArea|LotShape_IR3', 'Exterior2nd_Stucco|BsmtExposure_Mn', 'LandContour_Lvl|GarageArea', 'KitchenQual_Tencode|Exterior1st_WdShing', 'ExterQual_Fa|GarageType_2Types', 'BsmtQual_Fa|Street_Grvl', 'HouseStyle_1Story|Electrical_FuseP', 'Fence_GdPrv|HouseStyle_2.5Unf', 'SaleCondition_Tencode|ExterQual_Fa', 'Condition1_Feedr|MasVnrType_None', 'Neighborhood_CollgCr|Heating_Tencode', 'ExterCond_TA|GarageYrBlt', 'GrLivArea|SaleType_Tencode', 'LandSlope_Sev|CentralAir_Tencode', 'PoolQC_Tencode|BsmtFinType1_Rec', 'Neighborhood_NPkVill|HouseStyle_SLvl', '3SsnPorch|BldgType_1Fam', 'BsmtFinType2_ALQ|GarageFinish_Tencode', 'GarageCond_Po|ExterQual_Ex', 'Electrical_FuseA|Neighborhood_SawyerW', 'BsmtCond_Gd|SaleCondition_Partial', 'SaleType_CWD|Neighborhood_MeadowV', 'Exterior1st_CemntBd|CentralAir_Tencode', 'MSSubClass|BsmtQual_Gd', 'FireplaceQu_Po|BsmtFinType1_Rec', 'FireplaceQu_Tencode|Neighborhood_SawyerW', 'FireplaceQu_Gd|RoofStyle_Gambrel', 'PavedDrive_P|Street_Pave', 'LandContour_HLS|GarageType_Tencode', 'OverallQual|Condition1_PosN', 'GarageCond_Fa|GarageType_2Types', 'LotShape_IR1|MSZoning_RM', 'BsmtFinType1_LwQ|Exterior1st_MetalSd', 'RoofStyle_Tencode|MasVnrType_BrkFace', 'Neighborhood_NAmes|Exterior1st_VinylSd', 'GarageFinish_Tencode|BsmtFinSF1', 'EnclosedPorch|SaleType_Tencode', 'BsmtQual_TA|BsmtExposure_Gd', 'HouseStyle_1Story|Utilities_AllPub', 'GarageCars|SaleType_ConLI', 'LotConfig_CulDSac|KitchenQual_TA', 'Condition2_Tencode|MSZoning_FV', 'RoofMatl_CompShg|MiscFeature_Shed', 'HouseStyle_1Story|OpenPorchSF', 'KitchenQual_Ex|Foundation_Tencode', 'SaleType_Tencode|Fence_GdPrv', 'BsmtFinType1_BLQ|PavedDrive_P', '1stFlrSF|MasVnrType_Stone', 'Condition1_Artery|BsmtCond_Po', 'Exterior1st_HdBoard|BsmtFinType1_ALQ', 'FireplaceQu_Po|BedroomAbvGr', 'YearRemodAdd|FireplaceQu_Gd', 'LandSlope_Mod|GarageCond_Tencode', 'Exterior1st_BrkFace|Neighborhood_OldTown', 'RoofMatl_CompShg|ExterCond_Gd', 'Electrical_SBrkr|MSZoning_RL', 'BsmtFinType1_BLQ|Exterior2nd_Wd Sdng', 'GarageQual_Gd|PavedDrive_P', 'LotConfig_FR2|GarageFinish_RFn', 'FireplaceQu_Tencode|Neighborhood_NAmes', 'BsmtQual_TA|Functional_Min1', 'Heating_GasA|SaleType_Oth', '1stFlrSF|Foundation_CBlock', 'GrLivArea|SaleCondition_Abnorml', '2ndFlrSF|Exterior2nd_AsphShn', 'LotShape_Reg|HeatingQC_Fa', 'Alley_Tencode|Fence_Tencode', 'LotConfig_Tencode|BsmtQual_Gd', 'ExterQual_Tencode|Exterior2nd_HdBoard', 'GarageType_CarPort|Functional_Mod', 'GarageQual_Fa|Neighborhood_MeadowV', 'RoofMatl_Tencode|KitchenQual_Fa', 'Fireplaces|MiscFeature_Shed', 'LotConfig_FR2|FireplaceQu_TA', 'BsmtHalfBath|Heating_GasW', 'Neighborhood_Timber|LotConfig_Inside', 'YrSold|GarageFinish_Tencode', 'BsmtFinType2_Rec|Foundation_Slab', 'Electrical_SBrkr|LandContour_Lvl', 'BsmtCond_Tencode|MSZoning_FV', 'BsmtQual_Tencode|OverallCond', 'LandContour_HLS|SaleCondition_Family', 'FireplaceQu_Gd|BsmtCond_Fa', 'HouseStyle_1Story|BsmtFinType1_GLQ', 'BsmtFinType2_ALQ|KitchenQual_Tencode', 'BsmtFinSF2|Condition1_Norm', 'GarageCond_Po|Exterior2nd_BrkFace', 'Exterior2nd_BrkFace|PavedDrive_Tencode', 'Fence_MnWw|MasVnrType_Tencode', 'LandContour_Lvl|Exterior2nd_Brk Cmn', 'MiscFeature_Othr|LandSlope_Gtl', 'Neighborhood_SWISU|Neighborhood_Timber', 'Heating_Grav|Functional_Min1', 'LandSlope_Mod|Neighborhood_BrkSide', 'LandContour_Low|BsmtQual_Tencode', 'BsmtUnfSF|Exterior2nd_Plywood', 'GarageFinish_Tencode|MSZoning_RH', 'YearRemodAdd|Fence_MnPrv', 'LotConfig_FR2|Functional_Min2', 'YrSold|GarageType_Detchd', 'SaleType_Tencode|HeatingQC_Ex', 'SaleType_ConLw|MSZoning_FV', 'MSSubClass|SaleCondition_Partial', 'LotFrontage|ExterCond_Gd', 'BldgType_Twnhs|LotConfig_CulDSac', 'YearRemodAdd|RoofStyle_Gambrel', 'HalfBath|CentralAir_Tencode', 'GarageCond_Po|HeatingQC_Ex', 'Heating_GasA|RoofStyle_Tencode', 'MasVnrType_None|Exterior1st_VinylSd', 'MiscVal|Street_Grvl', 'MiscFeature_Othr|Condition1_RRAe', 'LotFrontage|FireplaceQu_Fa', 'LotShape_Reg|YearBuilt', 'Alley_Pave|BsmtFinType1_ALQ', 'BsmtFinType1_Tencode|Functional_Maj2', 'GarageType_BuiltIn|GarageFinish_RFn', 'BldgType_Duplex|FullBath', 'MSZoning_C (all)|CentralAir_Tencode', 'Neighborhood_StoneBr|BsmtExposure_Gd', 'SaleCondition_Tencode|Functional_Maj1', 'Alley_Pave|Neighborhood_Gilbert', 'PavedDrive_Y|KitchenQual_TA', 'Exterior2nd_MetalSd|FireplaceQu_TA', 'Foundation_PConc|Exterior2nd_CmentBd', 'YearBuilt|BsmtQual_Fa', 'GarageType_Attchd|LotShape_IR3', 'Exterior1st_Wd Sdng|MasVnrType_Tencode', 'FullBath|Condition1_PosN', 'HeatingQC_Gd|GarageQual_Po', 'LandSlope_Gtl|Condition1_Tencode', 'Exterior2nd_Tencode|LowQualFinSF', 'GarageType_Tencode|FireplaceQu_TA', 'Fence_GdWo|Neighborhood_IDOTRR', 'GarageCond_Fa|Exterior1st_MetalSd', 'Exterior2nd_Tencode|Neighborhood_Tencode', 'Exterior2nd_Plywood|Fence_MnWw', 'Heating_Grav|BsmtExposure_Av', 'OverallQual|BsmtFinSF2', 'RoofStyle_Shed|MSZoning_FV', 'TotalBsmtSF|MSZoning_FV', 'LandSlope_Mod|RoofStyle_Shed', 'Condition1_Tencode|Exterior2nd_Plywood', 'CentralAir_Y|HouseStyle_1.5Fin', 'Fireplaces|Neighborhood_Mitchel', 'Heating_GasW|CentralAir_Tencode', 'SaleType_ConLw|GarageCond_Gd', 'ExterCond_Gd|PavedDrive_P', 'Neighborhood_NWAmes|BsmtFinType2_LwQ', 'Neighborhood_NPkVill|FireplaceQu_Fa', 'YearBuilt|LotConfig_CulDSac', 'LandContour_Bnk|BsmtQual_Gd', 'HouseStyle_Tencode|Neighborhood_MeadowV', 'Condition1_Artery|Condition1_Tencode', 'SaleType_ConLw|SaleType_WD', 'BsmtFinType2_BLQ|Exterior1st_Wd Sdng', 'Neighborhood_Somerst|Neighborhood_CollgCr', 'HouseStyle_SFoyer|BsmtFinType2_LwQ', 'HouseStyle_Tencode|CentralAir_Tencode', 'Neighborhood_CollgCr|MSZoning_C (all)', 'Electrical_SBrkr|Neighborhood_Gilbert', 'Exterior2nd_Stone|GarageYrBlt', 'GarageCond_Tencode|BsmtCond_Tencode', 'BsmtFinType2_Unf|Exterior2nd_HdBoard', 'GarageCond_TA|SaleType_CWD', 'BsmtFinType1_ALQ|Street_Pave', 'Alley_Grvl|Exterior1st_Tencode', 'SaleCondition_Abnorml|Neighborhood_IDOTRR', 'CentralAir_N|Exterior2nd_HdBoard', 'Exterior2nd_AsbShng|MSZoning_Tencode', 'Neighborhood_ClearCr|Neighborhood_NWAmes', 'RoofStyle_Gambrel|GarageQual_Tencode', 'Exterior2nd_VinylSd|Foundation_Slab', 'PoolArea|Condition1_RRAn', 'BsmtFinSF2|Neighborhood_BrkSide', 'BsmtFinType1_BLQ|LandContour_Tencode', 'LotShape_Reg|BsmtExposure_Gd', 'Functional_Tencode|LandSlope_Tencode', 'Exterior2nd_Stone|HouseStyle_SLvl', 'BsmtQual_Tencode|LowQualFinSF', 'Foundation_BrkTil|HeatingQC_Ex', 'Exterior2nd_VinylSd|BsmtCond_TA', 'BsmtHalfBath|GarageFinish_RFn', 'RoofStyle_Shed|Exterior2nd_Wd Sdng', 'Neighborhood_Veenker|MasVnrArea', 'LandSlope_Tencode|ExterCond_Fa', 'HeatingQC_Tencode|Neighborhood_NAmes', 'PavedDrive_Tencode|Neighborhood_Sawyer', 'MasVnrType_Stone|LotConfig_Inside', 'OpenPorchSF|Alley_Grvl', 'GarageFinish_Tencode|SaleCondition_Partial', 'Neighborhood_CollgCr|Exterior2nd_AsphShn', 'BsmtFinType2_BLQ|OpenPorchSF', 'Alley_Tencode|Neighborhood_BrkSide', 'Exterior2nd_AsbShng|Exterior1st_BrkComm', 'BsmtFinType2_Rec|GarageType_Attchd', 'BsmtFinType1_ALQ|OverallCond', 'Condition1_Feedr|RoofMatl_WdShngl', 'BsmtFinType2_Tencode|LotConfig_FR2', 'Exterior1st_HdBoard|Fence_GdPrv', 'Utilities_Tencode|SaleType_Oth', '2ndFlrSF|SaleType_COD', 'Neighborhood_Tencode|Condition1_Feedr', 'BsmtFinType2_Tencode|HouseStyle_1.5Fin', 'SaleType_ConLI|MiscFeature_Tencode', 'BsmtFinType2_BLQ|Condition2_Norm', 'HouseStyle_1.5Unf|BsmtFinType1_LwQ', 'LandContour_Low|Exterior1st_AsbShng', 'BsmtQual_Ex|GarageCond_Gd', 'Foundation_BrkTil|GarageQual_Fa', 'RoofStyle_Hip|PavedDrive_Tencode', 'GarageCond_TA|PavedDrive_P', 'Neighborhood_SawyerW|MiscFeature_Gar2', 'Exterior1st_BrkFace|Condition1_PosA', 'LandSlope_Gtl|MSZoning_FV', 'LotShape_Tencode|BsmtCond_Gd', 'SaleType_Oth|Foundation_Slab', 'BsmtHalfBath|MiscFeature_Tencode', 'SaleType_COD|Foundation_Slab', 'LandSlope_Tencode|Condition1_RRAn', 'BsmtFinType1_BLQ|BsmtFullBath', 'RoofStyle_Flat|Exterior2nd_Wd Sdng', 'LotArea|Street_Pave', 'SaleType_ConLD|SaleCondition_Abnorml', 'LotShape_IR2|MiscFeature_Gar2', 'HeatingQC_Fa|Functional_Maj2', 'BsmtFinType1_LwQ|HouseStyle_2.5Unf', 'Exterior1st_CemntBd|ExterCond_Fa', 'Neighborhood_Mitchel|LandContour_Tencode', 'SaleCondition_Alloca|MSZoning_C (all)', 'Electrical_FuseP|SaleCondition_Family', 'SaleType_Tencode|Exterior1st_MetalSd', 'Fireplaces|Condition2_Artery', 'BsmtFinSF2|SaleType_Tencode', 'Alley_Tencode|Exterior1st_VinylSd', 'GarageQual_Gd|Exterior1st_VinylSd', 'Electrical_SBrkr|Neighborhood_SawyerW', 'ExterCond_Tencode|BsmtFinType1_LwQ', 'BsmtFinType1_BLQ|Condition1_Norm', 'Exterior1st_Stucco|Fence_MnWw', 'ExterQual_TA|Heating_Grav', 'LandContour_Low|GarageType_2Types', 'Alley_Tencode|RoofStyle_Gable', 'BsmtFinType2_ALQ|Exterior2nd_HdBoard', 'Fence_Tencode|BsmtFinType2_Rec', 'Foundation_PConc|RoofMatl_CompShg', 'Neighborhood_Somerst|ExterCond_Tencode', 'LotShape_Reg|SaleType_ConLI', 'CentralAir_Y|OverallCond', 'Neighborhood_Veenker|SaleType_Oth', 'BsmtFinType2_GLQ|HouseStyle_2Story', 'Neighborhood_Blmngtn|Neighborhood_NWAmes', 'RoofStyle_Gable|Exterior2nd_HdBoard', 'PavedDrive_N|Exterior2nd_Wd Sdng', 'BsmtFinType2_Unf|Utilities_AllPub', 'HeatingQC_Tencode|Condition1_PosA', 'Exterior1st_Stucco|BsmtFinType1_GLQ', 'GrLivArea|Functional_Tencode', 'FireplaceQu_Tencode|BsmtCond_Gd', 'SaleType_CWD|ExterQual_Fa', 'PoolQC_Tencode|ScreenPorch', 'HeatingQC_TA|MiscFeature_Tencode', 'BsmtQual_Tencode|Neighborhood_SawyerW', 'GarageCond_Po|PavedDrive_P', 'Neighborhood_NPkVill|FireplaceQu_Gd', 'PoolQC_Tencode|WoodDeckSF', 'YearBuilt|HalfBath', 'Exterior2nd_Tencode|1stFlrSF', 'SaleType_ConLw|Alley_Grvl', 'LandSlope_Sev|BldgType_Tencode', 'Condition1_Feedr|Neighborhood_Sawyer', 'GarageType_Detchd|LandContour_Tencode', 'BsmtUnfSF|BsmtFinType2_Unf', 'Condition2_Norm|BsmtExposure_No', 'Exterior1st_BrkFace|ExterQual_Ex', 'Condition1_Feedr|Exterior2nd_HdBoard', 'BsmtUnfSF|GarageQual_Tencode', 'GarageCond_Po|Exterior2nd_HdBoard', 'MiscFeature_Othr|Heating_GasW', 'KitchenAbvGr|ExterCond_Gd', 'GarageFinish_Unf|Exterior2nd_AsbShng', 'LotShape_IR1|Foundation_CBlock', '3SsnPorch|Condition1_RRAe', 'BsmtFinSF2|LotConfig_Tencode', 'RoofStyle_Tencode|LotConfig_Inside', 'KitchenAbvGr|PoolArea', 'YearRemodAdd|LandSlope_Tencode', 'HeatingQC_TA|Functional_Typ', 'Neighborhood_OldTown|LotConfig_CulDSac', 'LandContour_Tencode|1stFlrSF', 'Condition1_Artery|HouseStyle_1.5Unf', 'BsmtQual_Tencode|Exterior1st_Tencode', 'LotFrontage|OverallCond', 'GarageQual_Fa|Condition1_Feedr', 'Fence_Tencode|YearBuilt', 'PavedDrive_Y|GarageQual_Tencode', 'Fence_GdPrv|OpenPorchSF', 'LotShape_Tencode|LotConfig_FR2', 'Electrical_FuseF|BsmtCond_TA', 'FireplaceQu_Po|Neighborhood_NWAmes', 'SaleType_ConLw|RoofStyle_Gable', 'ExterQual_TA|BldgType_Tencode', 'BldgType_Duplex|GarageFinish_RFn', 'Exterior2nd_Tencode|SaleCondition_Normal', 'SaleCondition_Tencode|RoofMatl_CompShg', 'HeatingQC_Fa|HeatingQC_Tencode', 'Neighborhood_ClearCr|BsmtCond_Gd', 'HeatingQC_TA|Neighborhood_MeadowV', 'BldgType_TwnhsE|GarageQual_Tencode', 'Neighborhood_SWISU|ExterQual_Gd', 'BsmtFinType1_ALQ|FireplaceQu_Fa', 'PavedDrive_Y|BsmtQual_TA', 'BsmtExposure_Av|ExterQual_Gd', 'OverallQual|SaleCondition_Family', 'BsmtFinType2_GLQ|Neighborhood_SawyerW', 'Functional_Maj1|BsmtFinSF1', 'Condition2_Norm|WoodDeckSF', 'Functional_Typ|Electrical_Tencode', 'RoofMatl_CompShg|Neighborhood_IDOTRR', 'HalfBath|OverallCond', 'LotShape_Reg|Exterior1st_MetalSd', 'Heating_GasA|MiscFeature_Tencode', 'Neighborhood_OldTown|BedroomAbvGr', 'Exterior1st_BrkFace|LotArea', 'Functional_Tencode|GarageType_Tencode', 'Exterior2nd_Wd Sdng|RoofMatl_WdShngl', 'Neighborhood_NridgHt|Condition1_RRAe', 'BldgType_TwnhsE|OverallCond', '3SsnPorch|ExterCond_Tencode', 'Exterior2nd_Stone|KitchenQual_Ex', 'Condition1_Feedr|Neighborhood_Gilbert', 'LotConfig_CulDSac|BsmtFinSF1', 'MSZoning_FV|BsmtCond_Fa', 'Utilities_Tencode|Neighborhood_NoRidge', 'Neighborhood_NPkVill|Exterior2nd_Tencode', 'YearRemodAdd|Exterior2nd_MetalSd', 'KitchenQual_Ex|Condition1_PosA', 'Neighborhood_Mitchel|Condition1_Feedr', 'Exterior2nd_Stone|Neighborhood_OldTown', 'SaleType_ConLI|SaleCondition_Abnorml', '1stFlrSF|GarageFinish_RFn', 'RoofMatl_WdShngl|BsmtFinType1_GLQ', 'RoofMatl_Tar&Grv|Exterior2nd_Wd Shng', 'ExterQual_TA|Neighborhood_NoRidge', 'Neighborhood_Tencode|GarageCond_Ex', 'Condition1_Tencode|GarageYrBlt', 'Electrical_Tencode|YearBuilt', 'SaleCondition_Family|Exterior2nd_Plywood', 'HeatingQC_Fa|Neighborhood_Crawfor', 'LotShape_IR1|RoofStyle_Gable', 'SaleCondition_Tencode|MSZoning_FV', 'BsmtExposure_Tencode|GarageQual_TA', 'PavedDrive_P|BsmtExposure_Mn', 'Fence_Tencode|CentralAir_Tencode', 'YearRemodAdd|ExterCond_Gd', 'GarageCond_Tencode|Condition2_Tencode', 'BedroomAbvGr|LotConfig_Inside', '3SsnPorch|LotShape_IR3', 'Neighborhood_BrDale|HouseStyle_2Story', 'Utilities_Tencode|ExterQual_Ex', 'SaleType_COD|BsmtFinType1_Unf', 'HeatingQC_Ex|MasVnrType_BrkCmn', 'HeatingQC_Ex|Functional_Maj1', 'HalfBath|LotConfig_Inside', 'LandSlope_Mod|BsmtUnfSF', '2ndFlrSF|GarageType_Basment', 'Alley_Tencode|ScreenPorch', 'HouseStyle_2.5Unf|BsmtQual_Gd', 'Exterior2nd_BrkFace|CentralAir_Y', 'Exterior2nd_Tencode|Neighborhood_IDOTRR', 'BldgType_Twnhs|Fence_GdWo', 'Exterior2nd_Stucco|RoofMatl_Tencode', 'RoofMatl_Tencode|LotFrontage', 'KitchenQual_TA|ExterCond_Fa', 'LandContour_Low|Exterior1st_VinylSd', 'GarageFinish_Fin|BsmtQual_Tencode', 'GarageCars|ExterCond_Gd', 'HalfBath|BsmtFinType1_LwQ', 'LandSlope_Sev|SaleType_Oth', 'KitchenAbvGr|YearBuilt', 'FireplaceQu_Fa|2ndFlrSF', 'SaleType_ConLw|Neighborhood_Edwards', 'CentralAir_Tencode|ExterQual_Tencode', 'SaleCondition_Partial|Fence_MnWw', 'MasVnrType_BrkFace|Neighborhood_Timber', 'GarageType_Basment|BldgType_Tencode', 'LandContour_Lvl|BsmtQual_Gd', 'BldgType_Duplex|Functional_Maj2', 'Neighborhood_NWAmes|BsmtUnfSF', 'ExterCond_TA|BsmtFinType1_ALQ', 'EnclosedPorch|MasVnrType_BrkCmn', 'ExterQual_TA|LandContour_Lvl', 'Functional_Tencode|MiscFeature_Othr', 'LotShape_Tencode|SaleCondition_Partial', 'TotalBsmtSF|BsmtFinType2_Rec', 'LotFrontage|Exterior1st_AsbShng', 'Neighborhood_OldTown|GarageType_BuiltIn', 'Exterior1st_VinylSd|MSZoning_RL', 'Neighborhood_Tencode|SaleCondition_Alloca', 'BsmtFinType2_Unf|BsmtFinType1_Unf', 'RoofStyle_Gable|MiscFeature_Shed', 'BsmtCond_Po|MiscFeature_Tencode', '1stFlrSF|Condition2_Norm', 'Exterior2nd_Stone|BldgType_1Fam', 'SaleCondition_Alloca|Fence_MnPrv', 'Neighborhood_Mitchel|SaleCondition_Abnorml', 'OverallCond|Exterior2nd_Wd Shng', 'HouseStyle_Tencode|HouseStyle_SLvl', 'BldgType_Duplex|Utilities_AllPub', 'Utilities_Tencode|1stFlrSF', 'Functional_Tencode|LotConfig_Tencode', 'GarageCond_Ex|Exterior2nd_Plywood', 'LandSlope_Tencode|Exterior2nd_Wd Sdng', 'RoofStyle_Gambrel|MasVnrArea', 'SaleCondition_Family|3SsnPorch', 'Exterior1st_VinylSd|CentralAir_Y', 'BldgType_Duplex|Electrical_FuseA', 'CentralAir_Y|BldgType_1Fam', 'FireplaceQu_Gd|ScreenPorch', 'MasVnrType_None|BsmtCond_Fa', 'Exterior1st_VinylSd|SaleCondition_Abnorml', 'Neighborhood_Veenker|GarageCond_Fa', 'Exterior2nd_Stone|Electrical_Tencode', 'HeatingQC_TA|Street_Pave', 'Condition1_PosA|Neighborhood_Timber', 'RoofMatl_Tar&Grv|Exterior1st_CemntBd', 'Neighborhood_BrDale|LotArea', 'GarageType_Detchd|Exterior1st_WdShing', 'LandSlope_Sev|LotConfig_CulDSac', 'Heating_Grav|BsmtFinSF2', 'Exterior2nd_CmentBd|BsmtExposure_Av', 'HouseStyle_Tencode|BsmtCond_Fa', 'Electrical_SBrkr|Exterior1st_Plywood', 'GarageCond_Ex|Exterior2nd_Wd Shng', 'KitchenQual_Ex|Condition2_Norm', 'Foundation_PConc|MiscFeature_Tencode', 'FireplaceQu_Tencode|Neighborhood_Timber', 'FullBath|LotConfig_CulDSac', 'GarageQual_Fa|LowQualFinSF', 'LotShape_IR1|HouseStyle_2Story', 'LotShape_Reg|Fireplaces', 'LotShape_IR2|Neighborhood_NPkVill', 'MasVnrType_BrkCmn|Exterior1st_VinylSd', 'LandContour_Low|BsmtFinSF1', 'Electrical_FuseA|FireplaceQu_Po', 'GarageCond_Tencode|Neighborhood_StoneBr', 'RoofStyle_Shed|Fence_GdWo', 'Neighborhood_NoRidge|Condition1_Feedr', 'Exterior2nd_Stucco|BsmtFinType1_LwQ', 'LandContour_Lvl|Functional_Mod', 'PavedDrive_N|BsmtFinType2_Rec', 'LotShape_IR2|Exterior2nd_Stone', 'SaleCondition_Alloca|SaleType_Oth', 'Neighborhood_CollgCr|Condition2_Artery', 'Exterior2nd_Tencode|Foundation_Tencode', 'YearBuilt|SaleCondition_Abnorml', 'BsmtCond_Fa|MasVnrType_Tencode', 'LotShape_IR2|Neighborhood_CollgCr', 'Street_Tencode|Exterior2nd_AsphShn', 'HeatingQC_Fa|LotFrontage', 'GarageType_Detchd|MSZoning_RM', 'BsmtCond_Gd|MasVnrType_Stone', 'LotFrontage|Neighborhood_NoRidge', 'LotConfig_Corner|Condition1_Norm', 'HalfBath|Exterior1st_WdShing', '3SsnPorch|MasVnrType_BrkFace', 'GarageFinish_Fin|CentralAir_Tencode', 'EnclosedPorch|Exterior2nd_BrkFace', 'HouseStyle_1Story|Fence_GdPrv', 'MSZoning_C (all)|Exterior1st_Wd Sdng', 'Fence_GdPrv|LotShape_IR3', 'KitchenQual_Gd|Exterior1st_WdShing', 'Neighborhood_IDOTRR|MSZoning_FV', 'LotConfig_Tencode|GarageQual_Tencode', 'BsmtFinType1_ALQ|GarageCond_Fa', 'Neighborhood_Somerst|BsmtFinType2_Unf', 'BsmtCond_TA', 'CentralAir_N|BsmtCond_Fa', 'LotShape_Reg|CentralAir_Tencode', 'HalfBath|KitchenQual_Tencode', 'YearRemodAdd|MSSubClass', 'BsmtExposure_Tencode|BsmtFinType2_BLQ', 'LandSlope_Tencode|BldgType_TwnhsE', 'BsmtHalfBath|Exterior2nd_AsphShn', 'Neighborhood_ClearCr|RoofStyle_Shed', 'RoofStyle_Shed|BsmtCond_Tencode', 'Heating_Tencode|HouseStyle_2Story', 'SaleType_ConLD|RoofMatl_Tar&Grv', 'Electrical_FuseP|MasVnrArea', 'RoofMatl_CompShg|LotConfig_FR2', 'Exterior2nd_Stone|Exterior1st_CemntBd', 'HouseStyle_1.5Unf|Condition2_Tencode', 'Heating_Tencode|GarageFinish_RFn', 'LandSlope_Sev|Street_Grvl', 'Heating_GasW|Neighborhood_NAmes', 'LandSlope_Sev|Fence_GdPrv', 'Fence_Tencode|RoofStyle_Gable', 'Neighborhood_OldTown|BsmtQual_Gd', 'RoofStyle_Gambrel|Neighborhood_SawyerW', 'SaleCondition_Tencode|Neighborhood_OldTown', 'LandSlope_Gtl|Street_Grvl', 'Electrical_FuseP|GarageCond_Tencode', 'HeatingQC_TA|ExterCond_Tencode', 'RoofStyle_Gable|OpenPorchSF', 'SaleCondition_Abnorml|BsmtQual_Gd', 'BsmtExposure_Av|SaleCondition_Normal', 'Exterior2nd_BrkFace|BsmtFinType1_Unf', '1stFlrSF|BsmtExposure_Gd', 'ExterQual_Ex|MSZoning_Tencode', 'BsmtQual_Ex|BsmtFinSF1', 'LandSlope_Sev|Exterior2nd_Wd Sdng', 'Foundation_PConc|SaleType_Oth', 'Exterior1st_BrkFace|GarageFinish_Unf', 'GarageQual_Fa|MasVnrType_BrkFace', 'GarageCond_Po|Condition2_Artery', 'KitchenQual_Gd|LotConfig_Tencode', 'BsmtQual_Ex|BsmtQual_Fa', 'RoofMatl_Tencode|RoofMatl_CompShg', 'PoolQC_Tencode|LowQualFinSF', 'BsmtExposure_Tencode|Foundation_Tencode', 'BsmtCond_Tencode|GarageType_Basment', 'Fence_GdWo|CentralAir_N', 'Neighborhood_SWISU|CentralAir_Y', 'BsmtFinType1_LwQ|ScreenPorch', 'Neighborhood_Somerst|Electrical_FuseA', 'BsmtFinType2_LwQ|BsmtCond_Gd', 'FireplaceQu_Tencode|Condition1_PosN', 'SaleType_COD|ExterQual_Tencode', 'Neighborhood_NoRidge|ExterQual_Tencode', 'HeatingQC_TA|HouseStyle_2.5Unf', 'HouseStyle_SFoyer', 'BsmtUnfSF|Neighborhood_Gilbert', 'RoofMatl_Tar&Grv|Neighborhood_Timber', 'Neighborhood_OldTown|BsmtCond_Po', 'Exterior2nd_MetalSd|Condition1_RRAn', 'Neighborhood_SawyerW|BsmtFinType1_GLQ', 'GarageType_Detchd|BsmtQual_Gd', 'LandSlope_Gtl|BsmtFinType1_GLQ', 'FireplaceQu_TA|MasVnrArea', 'BsmtExposure_Tencode|ExterQual_Fa', 'KitchenQual_Ex|BsmtCond_Po', 'GarageQual_Gd|Neighborhood_Veenker', 'Foundation_Stone|BsmtFinType2_GLQ', 'GarageType_Tencode|Exterior2nd_MetalSd', 'RoofStyle_Tencode|Exterior2nd_Plywood', 'Neighborhood_SWISU|SaleType_COD', 'BsmtFinSF2|Neighborhood_Timber', 'YrSold|BsmtExposure_Tencode', 'GarageQual_TA|Fence_MnPrv', 'GarageCars|HouseStyle_2Story', 'Exterior2nd_Tencode|GarageType_2Types', 'HeatingQC_TA|MiscVal', 'LotConfig_CulDSac|MasVnrType_BrkFace', 'KitchenQual_Gd|Condition1_PosN', 'GarageType_BuiltIn|Foundation_Slab', 'LandContour_Bnk|MiscFeature_Shed', 'OpenPorchSF|Condition1_Feedr', 'LotConfig_Corner|BsmtFinType2_Rec', 'EnclosedPorch|FireplaceQu_Fa', 'LotFrontage|GarageCond_Gd', 'Neighborhood_NWAmes|GarageType_Basment', 'SaleType_ConLI|Exterior1st_VinylSd', 'BsmtQual_Tencode|SaleType_ConLD', 'FireplaceQu_Ex|HouseStyle_SLvl', 'Street_Tencode|Neighborhood_SawyerW', 'BldgType_2fmCon|ExterCond_Gd', 'HouseStyle_Tencode|GarageFinish_RFn', 'Functional_Maj1|BsmtFinType2_LwQ', 'Street_Tencode|Neighborhood_NPkVill', 'GarageType_Attchd|Neighborhood_Sawyer', 'ExterCond_TA|SaleCondition_Abnorml', 'HouseStyle_1Story|HeatingQC_Tencode', 'HeatingQC_Ex|Street_Pave', 'BldgType_2fmCon|Functional_Typ', 'BsmtQual_Tencode|BsmtFinType2_Unf', 'Utilities_Tencode|BsmtExposure_Gd', 'Utilities_Tencode|GarageFinish_Fin', 'Neighborhood_Mitchel|CentralAir_Y', 'KitchenQual_Gd|GarageCond_Ex', 'TotalBsmtSF|PavedDrive_P', 'BsmtFinType2_ALQ|LandContour_Lvl', 'SaleCondition_Normal|GarageType_2Types', 'Exterior2nd_BrkFace|Exterior2nd_Tencode', 'GarageQual_Gd|Condition1_Tencode', 'GarageType_Basment|CentralAir_N', 'GarageQual_Tencode|SaleType_CWD', 'BedroomAbvGr|Exterior1st_BrkComm', 'BsmtExposure_Av|Exterior2nd_AsphShn', 'BsmtFinType1_Tencode|BldgType_TwnhsE', 'Condition1_Norm|BsmtFinSF1', 'BsmtQual_Tencode|GarageType_CarPort', 'GarageQual_Fa|GarageType_CarPort', 'MiscVal|GarageType_Tencode', 'Functional_Typ|SaleType_Tencode', 'Functional_Min1|OpenPorchSF', 'BsmtFinType1_Tencode|BsmtFinType1_GLQ', 'MasVnrType_Stone|WoodDeckSF', 'ExterQual_TA|PoolArea', 'RoofStyle_Gambrel|GarageCond_Fa', 'HouseStyle_SFoyer|Alley_Grvl', 'Utilities_Tencode|SaleType_ConLD', 'RoofMatl_CompShg|Condition2_Tencode', 'PoolArea|SaleCondition_Abnorml', 'LotArea|Exterior1st_Stucco', 'LotShape_Reg|LandContour_HLS', 'BsmtFinType1_ALQ|Functional_Min1', 'LandContour_Tencode|ExterQual_Tencode', 'BsmtFinType2_LwQ|GarageType_Basment', 'GarageFinish_Unf|GarageQual_Tencode', 'FireplaceQu_Gd|Condition2_Norm', 'BsmtExposure_Tencode|MiscVal', 'BsmtFinType2_Rec|LotShape_IR3', 'SaleType_Oth|CentralAir_N', 'Neighborhood_Veenker|GarageYrBlt', 'GarageQual_TA|HouseStyle_2.5Unf', 'HalfBath|MasVnrArea', 'LotConfig_FR2|MoSold', 'GarageQual_TA|RoofStyle_Shed', 'Foundation_BrkTil|Functional_Maj1', 'PavedDrive_Tencode|BsmtFullBath', 'Foundation_Tencode|HalfBath', 'Neighborhood_BrDale|TotalBsmtSF', 'LotConfig_Tencode|ScreenPorch', 'MSSubClass|KitchenQual_TA', 'Neighborhood_Edwards|Neighborhood_Gilbert', 'Neighborhood_NWAmes|Exterior1st_WdShing', 'Exterior2nd_VinylSd|MiscFeature_Shed', 'GarageCond_Tencode|BsmtFinSF1', 'BsmtExposure_Tencode|Neighborhood_Tencode', 'HeatingQC_TA|Condition1_PosN', 'GarageCond_Ex|BsmtExposure_Gd', 'FireplaceQu_Gd|SaleCondition_Partial', 'Condition1_Norm|MasVnrType_Stone', 'BldgType_Twnhs|LandSlope_Tencode', 'Neighborhood_Gilbert|MSZoning_Tencode', 'LandSlope_Sev|Neighborhood_Crawfor', 'HouseStyle_1Story|MSZoning_RL', 'Condition1_Feedr|BsmtCond_Po', 'Heating_GasW|Exterior2nd_MetalSd', 'ExterCond_TA|BsmtCond_Gd', 'Foundation_Stone|YearBuilt', 'BsmtCond_Po|Foundation_Slab', 'BedroomAbvGr|Neighborhood_SawyerW', 'Condition1_Norm|MiscFeature_Tencode', 'LandContour_Tencode|Condition2_Tencode', 'HeatingQC_Fa|GarageArea', 'Foundation_PConc|MSSubClass', 'Neighborhood_Gilbert|BsmtFinSF1', 'RoofStyle_Gambrel|SaleCondition_Partial', 'Functional_Tencode|Exterior2nd_Plywood', 'Condition2_Tencode|Neighborhood_StoneBr', 'BsmtFinType1_ALQ|Condition1_PosN', 'LotConfig_Tencode|MSZoning_RL', 'LotFrontage|Foundation_Tencode', 'Neighborhood_NPkVill|Condition2_Norm', 'BsmtCond_Gd|KitchenQual_TA', 'Neighborhood_SWISU|BsmtExposure_Gd', 'ExterQual_Tencode|Exterior1st_WdShing', 'LandSlope_Sev|ExterCond_Tencode', 'BsmtFinType1_BLQ|MiscFeature_Gar2', 'RoofStyle_Hip|MSZoning_C (all)', 'Neighborhood_Tencode|BsmtExposure_No', 'LandContour_Bnk|Exterior2nd_MetalSd', 'Neighborhood_NWAmes|GarageCond_Fa', 'LotShape_IR2|LandSlope_Tencode', 'GarageQual_Gd|BsmtFullBath', 'Exterior2nd_CmentBd|Alley_Grvl', 'SaleType_Tencode|OpenPorchSF', 'BsmtQual_Tencode|BsmtExposure_No', 'BsmtFinType1_ALQ|Fence_GdPrv', 'RoofStyle_Flat|MasVnrType_BrkCmn', 'MSZoning_C (all)|LowQualFinSF', 'GarageQual_Gd|MSZoning_RH', 'BsmtQual_Tencode|Neighborhood_NAmes', 'BsmtFinType2_Tencode|2ndFlrSF', 'Neighborhood_Edwards|PavedDrive_P', 'Fence_GdPrv|SaleType_New', 'SaleType_New|MasVnrType_None', 'MasVnrType_None|Exterior2nd_AsphShn', 'SaleType_Tencode|GarageFinish_Tencode', 'HeatingQC_Tencode|GarageFinish_RFn', 'BsmtFinSF1|ScreenPorch', 'Neighborhood_NWAmes|GarageQual_Po', 'HeatingQC_Fa|GarageQual_Tencode', 'GarageFinish_Tencode|BsmtExposure_Gd', 'Exterior1st_AsbShng|Neighborhood_NAmes', 'PavedDrive_Y|Fence_GdWo', 'KitchenQual_TA|Fence_MnWw', 'RoofMatl_Tar&Grv|BldgType_Tencode', 'GarageFinish_Fin|MoSold', 'MSZoning_C (all)|Neighborhood_Timber', 'YearBuilt|RoofStyle_Gambrel', 'EnclosedPorch|Neighborhood_Timber', 'Neighborhood_NAmes|MasVnrType_Tencode', 'BsmtExposure_Av|Neighborhood_IDOTRR', 'Electrical_Tencode|PoolArea', 'SaleCondition_Family|Exterior1st_MetalSd', 'GarageFinish_Unf|KitchenQual_Ex', 'Neighborhood_ClearCr|Functional_Tencode', 'Condition1_RRAe|Neighborhood_Gilbert', 'LandSlope_Sev|BsmtFinType2_LwQ', 'GarageType_Detchd|GarageType_Attchd', 'Condition2_Artery|GarageType_2Types', 'Neighborhood_Somerst|PavedDrive_Y', 'RoofStyle_Flat|GarageQual_Tencode', 'RoofMatl_Tencode|Fence_GdWo', 'RoofStyle_Hip|Foundation_CBlock', 'HeatingQC_Ex|HouseStyle_1.5Fin', 'MiscVal|GarageFinish_Tencode', 'LandContour_Lvl|OverallCond', 'HouseStyle_SLvl|Exterior1st_Wd Sdng', 'OpenPorchSF|GarageType_Basment', 'BsmtQual_Ex|LandSlope_Gtl', 'SaleType_New|GarageQual_Po', 'Street_Tencode|RoofStyle_Tencode', 'BldgType_Duplex|BsmtCond_Po', 'Exterior2nd_CmentBd|OpenPorchSF', 'BsmtFullBath|BsmtExposure_No', 'GarageFinish_Unf|Alley_Pave', 'Neighborhood_Somerst|HouseStyle_SFoyer', 'BldgType_Twnhs|SaleType_Tencode', 'MiscFeature_Tencode|MSZoning_RL', 'LandSlope_Mod|Neighborhood_Veenker', 'Fence_Tencode|LandContour_Bnk', 'OverallQual|Electrical_FuseP', 'GrLivArea|SaleType_ConLw', 'ExterCond_TA|Exterior2nd_Plywood', 'LotShape_Tencode|SaleCondition_Abnorml', 'GrLivArea|CentralAir_Tencode', 'MoSold|KitchenQual_TA', 'Electrical_FuseF|GarageArea', '2ndFlrSF|BsmtCond_TA', 'Exterior2nd_Stone|MSZoning_RL', 'SaleType_ConLw|Neighborhood_SawyerW', 'Exterior2nd_Wd Sdng|Neighborhood_BrkSide', 'LandSlope_Tencode|Condition1_PosA', 'Exterior1st_BrkFace|FullBath', 'Electrical_FuseP|BsmtCond_Gd', 'RoofStyle_Gable|GarageQual_Tencode', 'LotArea|Neighborhood_MeadowV', 'Heating_GasW|MSZoning_RH', 'Functional_Maj1|ExterCond_Fa', 'Condition2_Tencode|BsmtCond_TA', 'HeatingQC_Fa|LandContour_HLS', 'BsmtQual_Fa|BldgType_TwnhsE', 'YearRemodAdd|Foundation_PConc', 'KitchenAbvGr|Functional_Maj2', 'Exterior2nd_Stone|Functional_Maj2', 'FireplaceQu_Po|GarageType_Tencode', 'BsmtFinType2_GLQ|RoofStyle_Shed', 'Neighborhood_SWISU|RoofMatl_WdShngl', 'BldgType_2fmCon|TotRmsAbvGrd', 'Condition2_Tencode|MiscFeature_Gar2', 'ExterQual_Gd|GarageYrBlt', 'Neighborhood_Tencode|HouseStyle_2.5Unf', 'Alley_Grvl|KitchenQual_TA', 'Exterior2nd_BrkFace|MiscFeature_Tencode', 'YearRemodAdd|Condition1_Tencode', 'Heating_GasW|SaleCondition_Normal', 'GarageFinish_RFn|Fence_MnWw', 'BsmtExposure_Mn|ExterCond_Fa', 'Exterior2nd_Stucco|GarageType_Basment', 'ExterCond_TA|BsmtFinType2_Unf', 'LotFrontage|SaleType_ConLw', 'BsmtFinType2_Unf|MasVnrArea', 'GarageType_Detchd|Neighborhood_Edwards', 'Functional_Mod|GarageYrBlt', '3SsnPorch|MSZoning_RM', 'YearRemodAdd|MiscFeature_Gar2', 'Fence_Tencode|Condition1_PosN', 'Foundation_PConc|Condition1_PosN', 'Street_Grvl|BsmtFinSF1', 'YrSold|HeatingQC_Tencode', 'Neighborhood_Blmngtn|Electrical_FuseF', 'FullBath|HouseStyle_1.5Fin', 'Alley_Tencode|Electrical_Tencode', 'Utilities_Tencode|Condition1_RRAe', 'Neighborhood_Blmngtn|Neighborhood_MeadowV', 'HeatingQC_Ex|FireplaceQu_Ex', 'SaleCondition_Tencode|Functional_Min1', 'SaleType_WD|LowQualFinSF', 'Neighborhood_SWISU|CentralAir_Tencode', 'Foundation_BrkTil|GarageQual_Tencode', 'PoolArea|Neighborhood_Timber', 'Foundation_Slab|Exterior2nd_AsphShn', 'LandSlope_Sev|GarageCond_Ex', 'LandSlope_Gtl|GarageType_2Types', 'Alley_Pave|Neighborhood_OldTown', 'Exterior2nd_Stucco|Alley_Pave', 'ExterQual_Ex|Neighborhood_Timber', 'OpenPorchSF|GarageType_CarPort', 'Condition1_PosA|ExterQual_Tencode', 'TotRmsAbvGrd|BsmtFinType2_Unf', 'BsmtFinType2_BLQ|Fence_MnPrv', 'BldgType_TwnhsE|HouseStyle_SLvl', 'Neighborhood_CollgCr|Condition2_Tencode', 'Foundation_PConc|LandContour_Lvl', 'Street_Tencode|FireplaceQu_TA', 'LotShape_IR1|OpenPorchSF', 'HouseStyle_SFoyer|LandSlope_Sev', 'ExterCond_Gd|Neighborhood_NWAmes', 'GarageCond_TA|Exterior2nd_HdBoard', 'Alley_Tencode|FireplaceQu_TA', 'BsmtCond_Po|BldgType_Tencode', 'Neighborhood_Mitchel|ExterCond_Tencode', 'Exterior1st_CemntBd|Electrical_FuseF', 'Exterior1st_HdBoard|Foundation_Tencode', 'GarageType_Basment|SaleType_COD', 'BsmtFinSF2|BsmtCond_TA', 'LandContour_Bnk|GarageType_Attchd', 'RoofStyle_Gambrel|Exterior2nd_Wd Shng', 'Condition1_PosN|LotConfig_Tencode', 'KitchenAbvGr', 'GarageType_Basment|Neighborhood_Timber', 'GarageQual_Fa|Condition2_Norm', 'ExterCond_TA|Electrical_FuseF', 'LandContour_Bnk|HalfBath', 'GarageType_BuiltIn|BsmtFinType2_Rec', 'Neighborhood_CollgCr|BsmtFinType1_LwQ', 'BsmtQual_Ex|GarageType_Basment', 'GarageType_Basment|Exterior1st_BrkComm', 'LotShape_IR2|Heating_Tencode', 'BsmtExposure_No|ExterCond_Fa', 'Functional_Maj1|BldgType_TwnhsE', 'SaleType_Tencode|GarageQual_Po', 'FireplaceQu_Tencode|Neighborhood_NridgHt', 'FireplaceQu_Ex|GarageType_Basment', 'HalfBath|LotShape_IR3', 'YrSold|MSZoning_RH', 'RoofStyle_Flat|MasVnrType_Tencode', 'BldgType_Duplex|LotShape_IR2', 'TotRmsAbvGrd|MasVnrType_Stone', 'Exterior2nd_BrkFace|Neighborhood_SWISU', 'GarageType_Detchd|BsmtCond_Po', 'MoSold|Neighborhood_Sawyer', 'Functional_Tencode|GarageCond_Gd', 'Fence_GdPrv|GarageFinish_Tencode', 'RoofMatl_Tencode|BsmtCond_TA', 'BsmtFinType2_GLQ|Neighborhood_CollgCr', 'BsmtQual_Ex|Exterior1st_Tencode', 'LotArea|Functional_Min2', 'YrSold|LotConfig_FR2', 'LandContour_Bnk|RoofMatl_Tar&Grv', 'Functional_Typ|GarageQual_Fa', 'Exterior2nd_AsbShng|ExterCond_Gd', 'MiscFeature_Othr|GarageType_Basment', 'Neighborhood_CollgCr|BsmtCond_Tencode', 'LotFrontage|LandContour_Bnk', 'PavedDrive_N|LowQualFinSF', 'RoofMatl_Tencode|Neighborhood_Gilbert', 'Condition1_Norm|Foundation_CBlock', 'MSZoning_Tencode|Street_Pave', 'Exterior1st_HdBoard|Functional_Maj1', 'BldgType_TwnhsE|ExterQual_Gd', 'GarageFinish_Fin|ExterQual_Fa', 'HouseStyle_SFoyer|GarageQual_Fa', '3SsnPorch|Neighborhood_SWISU', 'BsmtCond_Gd|BsmtFinType2_Unf', 'Functional_Tencode', 'FullBath|LotConfig_Inside', 'GarageType_Tencode|GarageCond_Ex', 'RoofStyle_Hip|LotShape_IR3', 'CentralAir_Tencode|SaleType_CWD', 'Fence_Tencode|HouseStyle_2.5Unf', 'Condition1_Artery|FireplaceQu_Gd', 'LotShape_IR2|Electrical_Tencode', 'GarageFinish_Fin|BsmtFinType1_LwQ', 'Electrical_SBrkr|MSZoning_RM', 'SaleCondition_Tencode|Neighborhood_NridgHt', 'GrLivArea|FullBath', 'Electrical_FuseP|BsmtFinType1_Unf', 'PavedDrive_P|MSZoning_FV', 'Fence_MnPrv|Street_Pave', 'Exterior2nd_BrkFace|BsmtFinSF1', 'SaleType_ConLD|MoSold', 'Street_Tencode|BsmtCond_Po', 'BsmtFinType2_Tencode|BldgType_Twnhs', 'GarageType_BuiltIn|ExterCond_Fa', 'LotShape_Reg|MSZoning_RL', 'Street_Tencode|BldgType_Twnhs', 'Condition1_RRAe|HouseStyle_SLvl', 'LandContour_Bnk|MasVnrType_BrkCmn', 'Electrical_FuseP|Exterior1st_CemntBd', 'BsmtFinType2_BLQ|HouseStyle_2.5Unf', 'KitchenQual_Tencode|GarageType_Basment', 'LotShape_IR1|FireplaceQu_TA', 'Heating_GasA|Functional_Min1', 'FireplaceQu_Ex|Exterior2nd_HdBoard', 'MSZoning_C (all)|GarageYrBlt', 'HouseStyle_1Story|MSZoning_FV', 'Street_Tencode|RoofMatl_Tar&Grv', 'CentralAir_N|BsmtCond_TA', 'Neighborhood_Sawyer|Condition1_Tencode', 'Neighborhood_SWISU|Functional_Min2', 'SaleType_WD|BsmtFinType1_Unf', 'MiscFeature_Gar2|Exterior2nd_AsphShn', 'Neighborhood_Veenker|Exterior1st_WdShing', 'Foundation_CBlock|HouseStyle_2Story', 'YrSold|SaleCondition_Normal', 'LotConfig_CulDSac|GarageArea', 'BsmtExposure_Av|MasVnrArea', 'Condition1_PosA|CentralAir_Tencode', 'BsmtCond_TA|MasVnrType_Stone', 'KitchenAbvGr|ExterCond_Tencode', 'ExterCond_Tencode|ExterCond_Fa', 'BsmtQual_Gd|Exterior1st_Plywood', 'BsmtFinType2_ALQ|BsmtCond_Tencode', 'LandSlope_Sev|Neighborhood_Gilbert', 'Condition1_Feedr|MSZoning_FV', 'Exterior2nd_Stone|Exterior2nd_Brk Cmn', 'Neighborhood_Blmngtn|HouseStyle_SFoyer', 'BsmtUnfSF|Alley_Grvl', 'Exterior2nd_Stucco|Alley_Tencode', 'GrLivArea|3SsnPorch', 'Exterior2nd_VinylSd|CentralAir_N', 'OpenPorchSF|FireplaceQu_TA', 'Exterior1st_Wd Sdng|LotConfig_Inside', 'BsmtExposure_Tencode|Foundation_BrkTil', 'Electrical_FuseP|HeatingQC_Ex', 'BldgType_2fmCon|Exterior1st_Plywood', 'BsmtHalfBath|LotConfig_CulDSac', 'Exterior2nd_MetalSd|BsmtCond_Gd', 'Electrical_Tencode|Electrical_FuseF', 'BsmtHalfBath|Exterior2nd_Wd Shng', 'HeatingQC_TA|BsmtFinType1_LwQ', 'PavedDrive_N|BsmtFinType1_Unf', 'BsmtFinType1_BLQ|Neighborhood_Gilbert', 'Neighborhood_Tencode|Street_Grvl', 'HouseStyle_Tencode|Foundation_CBlock', 'Neighborhood_NPkVill|Functional_Typ', '3SsnPorch|MSZoning_C (all)', 'HeatingQC_Gd|Exterior2nd_Wd Sdng', 'Neighborhood_Timber|HouseStyle_2Story', 'Exterior2nd_MetalSd|Condition1_Tencode', 'BsmtQual_Tencode|CentralAir_N', 'Exterior1st_AsbShng|Street_Grvl', 'Neighborhood_NAmes|Foundation_CBlock', 'Fence_GdPrv|Condition1_RRAn', 'Exterior2nd_BrkFace|MSZoning_Tencode', 'BsmtFinSF2|PoolArea', 'BsmtFinType1_BLQ|Condition1_PosA', 'RoofMatl_Tar&Grv|WoodDeckSF', 'MSZoning_RM|MSSubClass', 'Heating_GasA|Neighborhood_IDOTRR', 'EnclosedPorch|LandContour_Tencode', 'GarageType_CarPort|Neighborhood_MeadowV', 'BsmtFinType1_LwQ|Neighborhood_Timber', 'BldgType_2fmCon|Neighborhood_Timber', 'Neighborhood_NoRidge|HeatingQC_Ex', 'LandSlope_Mod|FireplaceQu_Po', 'Neighborhood_Edwards|GarageFinish_Tencode', 'Exterior2nd_Tencode|LotShape_IR3', 'EnclosedPorch|Condition1_RRAe', 'MSZoning_C (all)|Fence_MnPrv', 'BsmtCond_Tencode|Neighborhood_IDOTRR', 'Heating_Grav|MasVnrType_Tencode', 'LowQualFinSF|ExterQual_Fa', 'RoofMatl_WdShngl|Functional_Min2', 'OverallCond|SaleCondition_Abnorml', 'Fireplaces|Exterior2nd_Brk Cmn', 'Exterior2nd_Tencode|Functional_Mod', 'Neighborhood_NridgHt|BldgType_1Fam', 'MiscFeature_Gar2|LotConfig_Inside', 'Condition2_Tencode|Exterior1st_Wd Sdng', 'LotConfig_FR2|MSZoning_RH', 'PavedDrive_N|Fence_MnPrv', 'HalfBath|GarageFinish_RFn', 'Functional_Maj1|PavedDrive_P', 'BsmtCond_Po|GarageType_2Types', 'KitchenAbvGr|LotShape_Tencode', 'Heating_GasA|GarageQual_Fa', 'SaleType_ConLD|Exterior1st_MetalSd', 'BldgType_Twnhs|Neighborhood_MeadowV', 'FireplaceQu_Gd|RoofMatl_Tar&Grv', 'KitchenAbvGr|BsmtExposure_Gd', 'Exterior1st_HdBoard|Neighborhood_BrkSide', 'MiscFeature_Othr|Foundation_Slab', 'LowQualFinSF|Neighborhood_Gilbert', 'HouseStyle_1.5Unf|Fence_GdWo', 'Exterior2nd_Stone|ExterCond_Tencode', 'BldgType_Duplex|Neighborhood_NAmes', 'BsmtQual_Ex|RoofStyle_Gambrel', 'BsmtFinType2_GLQ|2ndFlrSF', 'GarageFinish_Fin|MSZoning_FV', 'BsmtFinType1_Tencode|Fence_MnWw', 'Exterior2nd_Tencode|GarageQual_Po', 'RoofStyle_Flat|MSZoning_C (all)', 'KitchenAbvGr|LandSlope_Sev', 'PavedDrive_P|Exterior2nd_Plywood', 'HouseStyle_Tencode|Neighborhood_Sawyer', 'Heating_Tencode|ExterCond_Fa', 'Neighborhood_Edwards|MiscFeature_Tencode', 'PavedDrive_Tencode|Exterior2nd_CmentBd', 'Neighborhood_CollgCr|HouseStyle_2.5Unf', 'YrSold|MSSubClass', 'GarageCond_Fa|Condition1_Tencode', 'Alley_Pave|BsmtQual_Gd', 'BsmtFinType2_BLQ|GarageCond_Ex', 'HouseStyle_1.5Unf|SaleType_COD', 'GarageQual_Fa|ScreenPorch', 'FullBath|3SsnPorch', 'BsmtFinType1_Tencode|GarageCond_Ex', 'GarageCond_TA|Heating_Tencode', 'HeatingQC_Gd|MiscFeature_Shed', 'Neighborhood_BrDale|ExterCond_Fa', 'LandSlope_Gtl|KitchenQual_Fa', 'GarageType_Tencode|Neighborhood_Sawyer', 'HeatingQC_Fa|Condition1_PosN', 'RoofStyle_Tencode|Fence_MnWw', 'RoofMatl_CompShg|Functional_Min2', 'FullBath|Street_Grvl', 'Functional_Min2|Neighborhood_MeadowV', 'CentralAir_N|MasVnrType_Stone', 'HeatingQC_Tencode|Exterior2nd_Plywood', 'YrSold|Street_Pave', 'Neighborhood_Edwards|FireplaceQu_TA', 'RoofStyle_Hip|SaleCondition_Family', 'Exterior2nd_AsbShng|Functional_Mod', 'Alley_Tencode|BsmtExposure_Gd', 'GarageType_Basment|LotConfig_Inside', 'BsmtFullBath|SaleType_Oth', 'LandContour_Tencode|BsmtQual_TA', 'LowQualFinSF|ExterQual_Gd', 'Electrical_SBrkr|CentralAir_Tencode', 'BsmtQual_Tencode|Street_Pave', 'GarageCond_Ex|BsmtFinType2_Unf', 'BsmtFinType2_Rec|BsmtFinType1_LwQ', 'BsmtExposure_No|Utilities_AllPub', 'MiscFeature_Othr|BsmtQual_Ex', 'ExterCond_Gd|HouseStyle_2Story', 'GarageArea|GarageFinish_RFn', 'HouseStyle_SFoyer|PavedDrive_Y', 'ExterCond_TA|HouseStyle_1.5Fin', 'FireplaceQu_Po|BldgType_TwnhsE', 'ExterCond_Tencode|Functional_Min2', 'Neighborhood_NWAmes|GarageYrBlt', 'Exterior1st_VinylSd|OverallCond', 'Exterior2nd_Tencode|Neighborhood_SawyerW', 'BsmtExposure_Tencode|Electrical_Tencode', 'Heating_Grav|BsmtFinType2_BLQ', 'MiscFeature_Othr|GarageType_Attchd', 'LandContour_Low|GarageFinish_RFn', 'PavedDrive_Y|Neighborhood_Crawfor', 'HeatingQC_TA|GarageQual_Gd', 'BsmtFinType2_Unf|Exterior1st_WdShing', 'Electrical_FuseP|GarageFinish_Fin', 'RoofStyle_Flat|Electrical_Tencode', 'BsmtFinSF2|FireplaceQu_TA', 'Neighborhood_SWISU|GarageType_2Types', 'BsmtFinType2_BLQ|Neighborhood_Timber', 'MSSubClass|PavedDrive_P', 'GarageQual_Gd|GarageType_BuiltIn', 'BsmtFinType1_ALQ|LandContour_Lvl', 'FireplaceQu_Fa|Neighborhood_StoneBr', 'BsmtExposure_Tencode|SaleType_ConLD', 'Neighborhood_Gilbert', 'GarageQual_Gd|GarageType_Basment', 'LotConfig_Corner|Functional_Maj2', 'KitchenQual_Fa|GarageFinish_RFn', 'BsmtQual_TA|ExterQual_Ex', 'MasVnrType_BrkFace|Street_Pave', 'Fence_GdPrv|Exterior1st_Wd Sdng', 'Exterior2nd_CmentBd|FireplaceQu_TA', 'HeatingQC_Tencode|ExterCond_Tencode', 'PavedDrive_Y|GarageFinish_RFn', 'GarageType_Tencode|Condition1_Tencode', 'Neighborhood_OldTown|BsmtFullBath', 'HeatingQC_TA|BsmtFullBath', 'GarageCond_Po|MasVnrType_BrkFace', 'HouseStyle_1Story|ExterQual_Ex', 'BsmtFinType2_Tencode|Condition1_RRAe', 'RoofStyle_Shed|PoolArea', 'HouseStyle_SFoyer|Condition2_Tencode', 'GarageQual_TA|BsmtFinType1_Rec', 'Fence_GdWo|Neighborhood_Timber', 'Neighborhood_NridgHt|Neighborhood_Timber', 'BldgType_2fmCon|BsmtFinType1_ALQ', 'GarageType_Tencode|BsmtFinType2_BLQ', 'BsmtFinType2_Unf|ScreenPorch', 'Alley_Pave|RoofStyle_Tencode', 'GarageCond_Gd|MiscFeature_Shed', 'PavedDrive_Tencode|Condition1_Norm', 'Neighborhood_Edwards|HeatingQC_Ex', 'SaleType_ConLI|Neighborhood_Edwards', 'Electrical_SBrkr|MiscFeature_Tencode', 'GarageFinish_Unf|GarageCond_Tencode', 'MiscFeature_Tencode|SaleType_Oth', 'SaleType_WD|Condition1_Tencode', 'Neighborhood_BrDale|2ndFlrSF', 'Neighborhood_NPkVill|HeatingQC_Fa', 'EnclosedPorch|BldgType_1Fam', 'Electrical_SBrkr|SaleType_COD', 'FireplaceQu_Tencode|Foundation_BrkTil', 'GarageFinish_Tencode|Utilities_AllPub', 'PoolArea|BsmtExposure_Gd', 'MiscFeature_Gar2|HouseStyle_SLvl', 'Foundation_Tencode|MiscFeature_Shed', 'HeatingQC_Ex|Exterior1st_BrkComm', 'RoofStyle_Flat|HouseStyle_SFoyer', 'ExterCond_TA|MasVnrType_None', 'PavedDrive_N|PoolArea', 'Fireplaces|Exterior2nd_Tencode', 'Utilities_Tencode|Heating_Tencode', 'BsmtQual_TA|Exterior1st_WdShing', 'LowQualFinSF|HouseStyle_2Story', 'FullBath|GarageCond_Fa', 'BsmtFinType1_ALQ|MasVnrType_BrkCmn', 'RoofMatl_Tencode|Neighborhood_NoRidge', 'BldgType_Twnhs|BsmtFullBath', 'HouseStyle_Tencode|ExterQual_Gd', 'Neighborhood_Mitchel|BedroomAbvGr', 'FireplaceQu_Gd|Condition1_PosA', 'BsmtQual_Fa|BsmtFullBath', 'Functional_Typ|Neighborhood_Gilbert', 'LandSlope_Gtl|HouseStyle_1.5Fin', 'Exterior2nd_Stucco|RoofStyle_Flat', 'BsmtFinType1_Unf|BsmtFinType1_GLQ', 'GarageType_BuiltIn|LandSlope_Gtl', 'GarageFinish_RFn|RoofMatl_WdShngl', 'Exterior2nd_Stucco|BsmtCond_TA', 'Electrical_FuseP|Fence_GdPrv', 'MiscFeature_Shed|Utilities_AllPub', 'HouseStyle_SFoyer|GarageType_Attchd', 'BsmtQual_TA|MSZoning_C (all)', 'Neighborhood_Blmngtn|BsmtFinType2_ALQ', 'FireplaceQu_Tencode|GarageQual_Po', 'YearRemodAdd|Neighborhood_Mitchel', 'Electrical_FuseF|MasVnrType_Tencode', 'Heating_GasW|ExterQual_Fa', 'GarageArea|ExterCond_Fa', 'BsmtFinSF2|GarageFinish_Tencode', 'GarageCond_TA|BsmtFinType2_ALQ', 'Street_Tencode', 'BldgType_Duplex|Neighborhood_CollgCr', 'RoofMatl_CompShg|Exterior2nd_Wd Sdng', 'LotShape_Reg|1stFlrSF', 'ExterCond_TA|SaleCondition_Alloca', 'Condition1_Artery|GrLivArea', 'LandSlope_Gtl|PavedDrive_P', 'PavedDrive_N|SaleCondition_Partial', 'GarageType_BuiltIn|GarageQual_Tencode', 'BsmtFinType2_Tencode|MasVnrType_None', 'Neighborhood_Somerst|FireplaceQu_Fa', 'GarageQual_Gd|Exterior1st_BrkComm', 'OverallQual|ScreenPorch', 'SaleCondition_Family|SaleType_New', 'GarageCond_Tencode|GarageQual_TA', 'Condition2_Tencode|Exterior2nd_Wd Sdng', 'MoSold|RoofMatl_WdShngl', 'GarageCars|LotConfig_FR2', 'Exterior2nd_BrkFace|Utilities_AllPub', 'Exterior2nd_VinylSd|RoofStyle_Tencode', 'Utilities_Tencode|BsmtCond_Tencode', 'Neighborhood_SawyerW', 'LandContour_HLS|Neighborhood_Timber', 'Exterior2nd_VinylSd|Exterior1st_VinylSd', 'RoofMatl_CompShg|SaleType_New', 'GarageArea|MSZoning_RL', 'Condition1_PosN|Neighborhood_Crawfor', 'PoolQC_Tencode|Fence_GdWo', 'ExterCond_Tencode|GarageType_Attchd', 'Functional_Typ|HouseStyle_1.5Fin', 'ScreenPorch|Exterior2nd_HdBoard', 'Foundation_Stone|FireplaceQu_Po', 'LotConfig_CulDSac|Functional_Maj2', 'SaleCondition_Tencode|Neighborhood_StoneBr', 'Neighborhood_Tencode|GarageType_BuiltIn', 'Neighborhood_NridgHt|Electrical_FuseF', 'BsmtQual_Fa|Functional_Mod', 'LotConfig_CulDSac|Neighborhood_NWAmes', 'LandContour_HLS|OverallCond', 'Fireplaces|HouseStyle_2.5Unf', 'EnclosedPorch|Neighborhood_MeadowV', 'Electrical_FuseP|GarageType_BuiltIn', 'GarageType_Tencode|CentralAir_Y', 'ExterQual_TA|GarageQual_TA', 'GarageCars|MSZoning_RM', 'Neighborhood_ClearCr|Exterior1st_CemntBd', 'SaleType_ConLw|MasVnrType_BrkCmn', 'ExterQual_TA|SaleType_WD', 'Functional_Typ|LandContour_Lvl', 'Exterior1st_HdBoard|Heating_Grav', 'BsmtFinType1_BLQ|TotRmsAbvGrd', 'PavedDrive_N|LotConfig_Inside', 'Neighborhood_IDOTRR|LotShape_IR3', 'LandSlope_Tencode|Condition1_Norm', 'SaleCondition_Tencode|LandSlope_Mod', 'PoolArea|BsmtCond_TA', 'HeatingQC_TA|Neighborhood_Timber', 'SaleType_WD|FireplaceQu_Ex', 'BldgType_Duplex|TotalBsmtSF', 'LotShape_IR2|Electrical_FuseP', 'HouseStyle_SFoyer|FireplaceQu_Ex', 'HeatingQC_Fa|MSZoning_FV', 'EnclosedPorch|BldgType_Twnhs', 'Exterior2nd_BrkFace|Fence_GdWo', 'RoofMatl_Tar&Grv|MiscFeature_Tencode', 'HeatingQC_TA|PavedDrive_Y', 'Exterior2nd_MetalSd|GarageType_BuiltIn', 'Foundation_BrkTil|Exterior2nd_MetalSd', 'Heating_GasA|Condition1_Norm', 'GarageFinish_Fin|HouseStyle_1.5Fin', 'SaleCondition_Tencode|Neighborhood_Edwards', 'Foundation_Stone|SaleCondition_Alloca', 'Heating_GasW|BsmtFinType2_Unf', 'RoofMatl_Tar&Grv|Electrical_FuseF', 'RoofMatl_Tencode|GarageQual_Po', 'PavedDrive_Y|ExterQual_Gd', 'Functional_Maj2|Street_Pave', 'MasVnrType_BrkCmn|MiscFeature_Tencode', 'GarageFinish_Fin|SaleType_Oth', 'HeatingQC_Fa|BsmtExposure_Av', 'BsmtCond_Tencode|GarageFinish_RFn', 'RoofMatl_Tar&Grv|GarageType_Attchd', 'LandSlope_Mod|Utilities_AllPub', 'GarageCond_Ex|PoolArea', 'SaleType_ConLI|MSZoning_Tencode', 'Functional_Mod|MasVnrType_Stone', 'LotConfig_Corner|BldgType_1Fam', 'Neighborhood_StoneBr|Alley_Grvl', 'RoofMatl_CompShg|SaleType_CWD', 'SaleType_New|ScreenPorch', 'BsmtExposure_Tencode|KitchenQual_TA', 'Heating_Tencode|FireplaceQu_Fa', 'Exterior2nd_AsbShng|MSSubClass', 'LandSlope_Gtl|ExterCond_Fa', 'LotArea|3SsnPorch', 'FireplaceQu_Fa|BldgType_1Fam', 'LandContour_Tencode|OpenPorchSF', 'Electrical_SBrkr|RoofMatl_Tar&Grv', 'Exterior1st_BrkComm|Exterior1st_MetalSd', 'LotArea|SaleType_Tencode', 'BsmtFinType1_BLQ|RoofStyle_Tencode', 'HouseStyle_SLvl|ExterCond_Fa', 'GarageCond_Ex|Fence_MnPrv', 'Foundation_Tencode|BsmtUnfSF', 'FireplaceQu_Gd|Heating_Tencode', 'Exterior1st_BrkFace|LandSlope_Sev', 'SaleType_Tencode|Condition1_RRAn', 'Exterior2nd_Stucco|WoodDeckSF', 'RoofStyle_Shed|HouseStyle_2Story', 'BsmtExposure_Av|LotConfig_Tencode', 'GarageFinish_Fin|MSSubClass', 'SaleType_ConLI|GarageType_CarPort', 'BsmtFinSF2|HouseStyle_SLvl', 'Neighborhood_NAmes|Exterior2nd_Plywood', 'Heating_GasW|LandContour_Lvl', 'LandContour_HLS|BsmtUnfSF', 'RoofMatl_Tencode|BldgType_Tencode', 'Foundation_Tencode|RoofStyle_Gable', 'Foundation_Stone|GarageType_2Types', 'LotConfig_CulDSac|MSZoning_RM', 'BsmtFinType2_ALQ|SaleType_New', 'Neighborhood_Blmngtn|MiscFeature_Othr', 'KitchenQual_Fa|Exterior2nd_Wd Shng', 'FireplaceQu_Tencode|Utilities_Tencode', 'MiscFeature_Tencode|Exterior1st_Wd Sdng', 'GarageArea|Exterior2nd_Brk Cmn', 'HeatingQC_Fa|BldgType_Twnhs', 'SaleType_ConLD|BsmtExposure_Mn', 'MSZoning_FV|Street_Pave', 'Fence_Tencode|Exterior2nd_AsphShn', 'BsmtFinType1_ALQ|MasVnrType_Stone', 'FireplaceQu_Tencode|ExterQual_Gd', 'LotShape_IR2|GarageType_Attchd', 'Condition1_PosA|KitchenQual_Fa', 'LotConfig_Corner|BsmtQual_Tencode', 'RoofStyle_Hip|MSZoning_RM', 'Neighborhood_Gilbert|Exterior1st_BrkComm', 'PavedDrive_Tencode|MasVnrType_Tencode', 'Neighborhood_ClearCr|BsmtFinSF1', 'Fence_Tencode|MasVnrType_BrkFace', 'Exterior2nd_MetalSd|BsmtFinType2_Rec', 'BsmtFinType1_Rec|MSSubClass', 'RoofStyle_Gambrel|FireplaceQu_TA', 'Exterior2nd_Wd Sdng|BldgType_1Fam', 'ExterCond_Gd|Functional_Maj1', 'Exterior1st_HdBoard|Heating_GasA', 'RoofStyle_Hip|Neighborhood_Blmngtn', 'Electrical_FuseA|SaleType_WD', 'BsmtFinType1_Rec|Exterior2nd_MetalSd', 'Neighborhood_BrkSide|ExterQual_Fa', 'Exterior1st_BrkFace|Neighborhood_NPkVill', 'BsmtCond_Tencode|CentralAir_Y', 'YearRemodAdd|RoofStyle_Gable', 'Neighborhood_NPkVill|BsmtFinType2_ALQ', 'Condition1_PosA|LotConfig_Inside', 'Functional_Typ|MSZoning_RL', 'Neighborhood_Mitchel|MiscFeature_Gar2', 'Heating_Grav|HeatingQC_Tencode', 'KitchenQual_Ex|GarageCond_Fa', 'RoofMatl_WdShngl|ExterQual_Fa', 'Exterior2nd_HdBoard', 'ExterCond_Gd|Neighborhood_Sawyer', 'BsmtFullBath|SaleCondition_Abnorml', 'RoofStyle_Tencode|ExterCond_Fa', 'Foundation_BrkTil|ExterCond_Gd', 'HalfBath|MSZoning_C (all)', 'BsmtFinType1_BLQ|BsmtFinType2_LwQ', 'Condition1_Tencode|SaleType_COD', 'BsmtFinType2_GLQ|Foundation_CBlock', 'BsmtFinSF2|Condition1_Feedr', 'GarageFinish_Unf|MasVnrType_None', 'KitchenQual_Tencode|SaleCondition_Abnorml', 'FireplaceQu_Tencode|KitchenQual_Tencode', 'BsmtFullBath|SaleType_New', 'MiscFeature_Shed|BsmtCond_Po', 'Exterior2nd_AsbShng|MSZoning_FV', 'Exterior2nd_MetalSd', 'Functional_Maj2|CentralAir_N', 'GarageCond_Fa|Functional_Mod', 'Functional_Min1|MasVnrType_BrkFace', 'Neighborhood_NridgHt|Alley_Tencode', 'BsmtFinType1_Unf|MasVnrType_Stone', 'RoofStyle_Shed|Fence_MnWw', 'GarageCond_Ex|SaleType_Oth', 'Neighborhood_Tencode|LotConfig_Tencode', 'Heating_GasW|Exterior1st_Wd Sdng', 'Neighborhood_Somerst|Fence_MnWw', 'Condition1_Norm|GarageType_Basment', 'BsmtFinType1_Unf|Fence_MnPrv', 'Heating_GasW|SaleType_New', 'LotConfig_Corner|GarageFinish_RFn', 'FireplaceQu_Fa|LotConfig_Tencode', 'TotalBsmtSF|Neighborhood_MeadowV', 'GarageQual_TA|MoSold', 'LotShape_Tencode|HouseStyle_2Story', 'ExterQual_Gd|Condition2_Norm', 'Utilities_Tencode|Exterior2nd_Tencode', 'Condition2_Artery|SaleCondition_Partial', 'BsmtExposure_Tencode|LotShape_Reg', 'LotShape_IR2|BsmtQual_Ex', 'Exterior1st_AsbShng|BsmtQual_Gd', 'Foundation_Stone|BsmtExposure_Gd', 'RoofStyle_Flat|BldgType_1Fam', 'BsmtFinType1_BLQ|Exterior1st_Plywood', 'FireplaceQu_Tencode|MasVnrType_Tencode', 'ExterQual_TA|RoofStyle_Tencode', 'RoofStyle_Tencode|Neighborhood_MeadowV', 'LandContour_Lvl|ExterQual_Ex', 'LandContour_Bnk|GarageArea', 'BsmtFinType2_BLQ|ExterQual_Gd', 'PoolQC_Tencode|MasVnrType_Tencode', 'OverallQual|Neighborhood_Timber', 'FireplaceQu_Po|Functional_Min1', 'MiscVal|LandContour_HLS', 'Neighborhood_OldTown|BsmtFinType2_BLQ', 'BsmtFinType2_LwQ', 'MiscFeature_Shed|GarageCond_Ex', 'GarageCars|Exterior2nd_HdBoard', 'MiscFeature_Shed|PavedDrive_P', 'Neighborhood_Crawfor|HouseStyle_SLvl', 'GarageArea|ExterQual_Ex', 'HeatingQC_Ex|Functional_Min2', 'KitchenQual_Ex|Fence_MnWw', 'EnclosedPorch|GarageType_CarPort', 'FireplaceQu_Gd|RoofMatl_WdShngl', 'MiscFeature_Othr|Exterior2nd_MetalSd', 'HouseStyle_2.5Unf|Exterior2nd_AsphShn', 'Condition1_Artery|ExterCond_TA', 'SaleCondition_Tencode|Utilities_Tencode', 'LotShape_IR2|GarageCars', 'BsmtQual_Tencode|FireplaceQu_TA', 'Fireplaces|MSSubClass', 'LotShape_Reg|OpenPorchSF', 'HeatingQC_Fa|Fence_Tencode', 'MoSold|OpenPorchSF', 'BsmtFinType1_Rec|Neighborhood_Gilbert', 'MiscFeature_Tencode|BsmtFinType1_GLQ', 'Functional_Maj1|BsmtUnfSF', 'SaleCondition_Family|BsmtCond_Po', 'MasVnrArea|Exterior1st_MetalSd', 'ExterQual_Gd|BsmtExposure_Gd', 'MasVnrArea|Fence_MnWw', 'BsmtExposure_Tencode|GarageArea', 'Neighborhood_NridgHt|GrLivArea', 'HouseStyle_1.5Fin|HouseStyle_2Story', 'ExterCond_TA|Electrical_FuseP', 'Neighborhood_Blmngtn|ExterQual_Gd', 'BsmtQual_TA|BsmtFinType2_LwQ', 'BedroomAbvGr|Fence_GdWo', 'LotConfig_Corner|Heating_GasW', 'BldgType_TwnhsE|MSSubClass', 'BsmtFinType1_BLQ|ExterCond_Fa', 'LandSlope_Sev|Utilities_AllPub', 'KitchenQual_Fa|BsmtCond_Tencode', 'Foundation_Tencode|BldgType_TwnhsE', 'BsmtFinType1_Rec|Neighborhood_SawyerW', 'GarageType_Detchd|GarageQual_TA', 'Foundation_CBlock|Neighborhood_Crawfor', 'FireplaceQu_Gd|Fence_MnPrv', 'GarageType_CarPort|Fence_MnWw', 'YearBuilt|HouseStyle_2Story', 'Fence_GdWo|CentralAir_Tencode', 'SaleCondition_Normal|Exterior1st_VinylSd', 'Neighborhood_NWAmes|BsmtCond_Fa', 'FireplaceQu_Po|2ndFlrSF', 'Neighborhood_StoneBr|Neighborhood_Gilbert', 'Exterior2nd_Plywood|Exterior1st_Plywood', 'Exterior2nd_Stucco|Neighborhood_Veenker', 'LotArea|BsmtExposure_Gd', 'BsmtFinType2_ALQ|SaleType_ConLI', 'MiscFeature_Othr|FullBath', 'SaleCondition_Abnorml|Neighborhood_MeadowV', 'Exterior2nd_Stucco|HouseStyle_2.5Unf', 'BldgType_TwnhsE|Street_Pave', 'GarageQual_Fa|GarageCond_Ex', 'GarageFinish_Fin|HeatingQC_Ex', 'GarageQual_Gd|Neighborhood_IDOTRR', 'Functional_Tencode|MSZoning_RM', 'Exterior1st_CemntBd|GarageCond_Ex', 'OverallQual|ExterCond_TA', 'LandContour_Lvl|GarageCond_Ex', 'HalfBath|GarageType_BuiltIn', 'GarageType_Detchd|Fireplaces', 'Heating_GasW|PoolQC_Tencode', 'Neighborhood_Tencode|Exterior2nd_Wd Sdng', 'Exterior2nd_Stucco|Exterior2nd_Wd Sdng', 'FireplaceQu_Po|GarageQual_Tencode', 'PavedDrive_Y|HouseStyle_2Story', 'SaleCondition_Tencode|BsmtFinType1_Rec', 'PavedDrive_Tencode|BsmtFinType2_LwQ', 'Neighborhood_Mitchel|Neighborhood_Tencode', 'Neighborhood_SWISU|RoofStyle_Gable', 'RoofStyle_Flat|GarageType_Tencode', 'TotRmsAbvGrd|GarageCond_Ex', 'Functional_Mod|Exterior1st_VinylSd', 'KitchenAbvGr|BldgType_Tencode', 'ExterQual_Gd|Foundation_CBlock', 'Exterior1st_Tencode|BsmtQual_Gd', 'Exterior2nd_Tencode|GarageQual_TA', 'PavedDrive_Y|Exterior1st_BrkComm', '3SsnPorch|LandContour_Lvl', 'Alley_Tencode|BldgType_Tencode', 'ExterQual_Ex|ExterQual_Tencode', 'LotShape_IR2|MasVnrType_BrkFace', 'EnclosedPorch|SaleType_ConLI', 'TotalBsmtSF|SaleType_CWD', 'OverallQual|Exterior2nd_HdBoard', 'HeatingQC_Gd|Foundation_Slab', 'GarageCond_Po|MSZoning_RM', 'SaleCondition_Family|MasVnrType_BrkCmn', 'SaleCondition_Tencode|LowQualFinSF', 'GarageQual_TA|Neighborhood_StoneBr', 'GarageType_Detchd|Neighborhood_Somerst', 'Alley_Tencode|Exterior2nd_CmentBd', 'BsmtUnfSF|WoodDeckSF', 'SaleType_WD|Fence_MnWw', 'Condition2_Tencode|MiscFeature_Tencode', 'GarageQual_Gd|LandSlope_Mod', 'Neighborhood_NoRidge|Street_Pave', 'MSSubClass|BsmtFinType1_Unf', 'LandContour_Bnk|ExterCond_Fa', 'KitchenAbvGr|Electrical_FuseA', 'Exterior2nd_Tencode|BsmtFullBath', 'YearBuilt|Neighborhood_StoneBr', 'YrSold|MoSold', 'Exterior2nd_Stone|BsmtFinType1_ALQ', 'GarageQual_TA|GarageFinish_Tencode', 'HouseStyle_1.5Unf|LotShape_IR3', 'RoofMatl_Tencode|Fence_GdPrv', 'GarageQual_Fa|CentralAir_Tencode', 'GarageQual_TA|Neighborhood_Crawfor', 'RoofStyle_Hip|Alley_Grvl', 'GarageCond_Po|Exterior2nd_Tencode', 'GarageType_Basment|Utilities_AllPub', 'Condition1_RRAn|MSZoning_RH', 'BsmtExposure_Gd|Exterior1st_Wd Sdng', 'LotShape_Reg|CentralAir_N', 'Neighborhood_Edwards|Condition2_Tencode', 'Neighborhood_SawyerW|HouseStyle_SLvl', 'LotShape_IR2|Condition2_Norm', 'ExterCond_Gd|FireplaceQu_Ex', 'Heating_GasW|Neighborhood_Gilbert', 'HeatingQC_TA|Foundation_CBlock', 'Functional_Mod|PavedDrive_P', 'LandContour_Low|1stFlrSF', 'Neighborhood_NAmes|GarageQual_Tencode', 'Electrical_FuseF|Condition1_RRAe', 'Neighborhood_NPkVill|GarageType_2Types', 'MSZoning_RL|MasVnrType_Stone', 'BsmtFinType1_BLQ|Heating_GasW', 'ExterCond_Fa', 'BsmtQual_Tencode|FireplaceQu_Ex', 'BsmtQual_TA|1stFlrSF', 'Condition1_Feedr|GarageType_2Types', 'LandContour_Low|Alley_Tencode', 'Heating_Grav|YearBuilt', 'LandSlope_Sev|MSSubClass', 'BsmtExposure_Tencode|Functional_Mod', 'KitchenAbvGr|BsmtExposure_Tencode', 'LandSlope_Sev|LandSlope_Tencode', 'LotShape_IR1|Utilities_AllPub', 'BsmtQual_Ex|LandContour_Lvl', 'BsmtQual_Gd|LotShape_IR3', 'Foundation_PConc|Fence_Tencode', 'GarageCond_TA|Condition2_Artery', 'Neighborhood_NPkVill|GarageCond_TA', 'ExterCond_TA|Functional_Maj1', 'Alley_Grvl|Condition2_Norm', 'Exterior2nd_Brk Cmn|HouseStyle_SLvl', 'GarageCars|PavedDrive_P', 'FireplaceQu_Gd|RoofStyle_Shed', 'YearRemodAdd|HouseStyle_SFoyer', 'Exterior2nd_Stone|GarageCond_Fa', 'LandSlope_Sev|GarageQual_Fa', 'Condition1_Artery|Neighborhood_Tencode', 'GarageCond_Po|Condition1_PosN', 'LandSlope_Sev|RoofStyle_Shed', 'SaleCondition_Tencode|Condition1_Feedr', 'Exterior1st_BrkFace|MasVnrType_BrkFace', 'LowQualFinSF|Utilities_AllPub', 'Electrical_Tencode|GarageFinish_RFn', 'Utilities_Tencode|HouseStyle_2Story', 'BsmtQual_TA|Exterior1st_MetalSd', 'SaleType_Oth|Exterior1st_Plywood', 'SaleCondition_Normal|SaleCondition_Abnorml', 'Condition1_RRAe|BsmtExposure_Gd', 'Functional_Mod|BsmtCond_TA', 'Exterior2nd_Stucco|SaleType_Oth', 'HeatingQC_TA|LotShape_IR3', 'Fence_GdPrv|GarageCond_Ex', 'BsmtQual_Fa|MasVnrArea', 'PavedDrive_N|GarageQual_TA', 'Foundation_Tencode|1stFlrSF', 'LotFrontage|2ndFlrSF', 'LandContour_Tencode|Street_Grvl', 'LowQualFinSF|LotConfig_Inside', 'BsmtFinType2_Tencode|HouseStyle_2Story', 'BsmtFullBath|ExterCond_Gd', 'Fence_GdWo|Neighborhood_BrkSide', 'HeatingQC_Gd|SaleCondition_Alloca', 'Neighborhood_Mitchel|BsmtQual_Ex', 'Foundation_CBlock|MasVnrArea', 'BsmtCond_Tencode|Functional_Min2', 'Exterior1st_CemntBd|LotConfig_Inside', '3SsnPorch|HeatingQC_Tencode', 'BsmtQual_Fa|GarageQual_TA', 'RoofStyle_Tencode|Foundation_CBlock', 'RoofMatl_WdShngl|HouseStyle_1.5Fin', 'Exterior2nd_Tencode|MasVnrArea', 'Heating_GasW|Exterior1st_Plywood', 'Neighborhood_Blmngtn|HeatingQC_Ex', 'KitchenQual_TA|Functional_Min2', 'BldgType_Twnhs|Foundation_Slab', 'LandSlope_Sev|Exterior2nd_CmentBd', 'LotConfig_Corner|Exterior2nd_MetalSd', 'BsmtExposure_Tencode|GarageQual_Po', '3SsnPorch|MSZoning_RH', 'BsmtFinType2_ALQ|GarageType_Tencode', 'HeatingQC_TA|LandContour_Lvl', 'HeatingQC_Gd|Neighborhood_Veenker', 'BsmtFinType2_Unf|Neighborhood_BrkSide', 'BsmtExposure_Tencode|ScreenPorch', 'Exterior1st_HdBoard|MiscVal', 'PoolQC_Tencode|LotConfig_CulDSac', 'Exterior2nd_MetalSd|LandSlope_Gtl', 'ExterCond_Tencode|GarageType_2Types', 'Exterior2nd_VinylSd|Exterior1st_WdShing', 'FireplaceQu_Ex|Exterior2nd_Wd Sdng', 'Foundation_PConc|SaleCondition_Abnorml', 'LandContour_Low|MSZoning_FV', 'Foundation_PConc|GarageFinish_RFn', 'Neighborhood_OldTown|Neighborhood_SawyerW', 'KitchenQual_Fa|KitchenQual_TA', 'Functional_Typ|LandContour_HLS', 'EnclosedPorch|BsmtExposure_Mn', 'BsmtFinType1_BLQ|SaleCondition_Family', 'ExterCond_Gd|BsmtCond_Fa', 'MSZoning_C (all)|Exterior2nd_Plywood', 'Functional_Tencode|HouseStyle_Tencode', 'Functional_Mod|BsmtExposure_No', 'Neighborhood_NoRidge|CentralAir_Tencode', 'HalfBath|Exterior1st_Tencode', 'LandSlope_Tencode|GarageType_Basment', 'Foundation_BrkTil|MSZoning_C (all)', 'FireplaceQu_TA|ExterQual_Tencode', 'BsmtFinType2_BLQ|ExterCond_Gd', 'Exterior2nd_Stucco|2ndFlrSF', 'Exterior2nd_BrkFace|SaleType_CWD', 'BsmtHalfBath|GarageCond_Fa', '3SsnPorch|PavedDrive_Tencode', 'Exterior2nd_AsbShng|Alley_Grvl', 'PavedDrive_Tencode|Street_Grvl', 'BsmtFinType2_ALQ|FireplaceQu_Fa', 'BsmtQual_Ex|GarageYrBlt', 'Neighborhood_SWISU|GarageQual_Po', 'SaleType_COD|GarageYrBlt', 'HeatingQC_Fa|KitchenQual_Gd', 'Functional_Tencode|BsmtFinType1_ALQ', 'KitchenAbvGr|GarageCond_Ex', 'KitchenAbvGr|Foundation_BrkTil', 'RoofStyle_Hip|Condition2_Tencode', 'SaleCondition_Alloca|BsmtExposure_Gd', 'GarageQual_Gd|Electrical_Tencode', 'Exterior2nd_Wd Sdng|LotConfig_Inside', 'HouseStyle_Tencode|RoofMatl_WdShngl', 'Condition1_PosN|BsmtFinType1_GLQ', 'GarageType_CarPort|CentralAir_Tencode', 'Exterior2nd_VinylSd|LotConfig_CulDSac', 'LandContour_HLS|Fence_GdWo', 'BldgType_Tencode|Exterior1st_Wd Sdng', 'LotFrontage|HouseStyle_Tencode', 'GarageFinish_Unf|Foundation_Stone', 'BsmtExposure_Av|BsmtFinType1_LwQ', 'FireplaceQu_Fa|TotRmsAbvGrd', 'LandContour_Low|Exterior2nd_HdBoard', 'RoofStyle_Hip|BsmtFinType1_Rec', 'PoolArea|SaleType_Oth', 'LotArea|SaleCondition_Normal', 'Neighborhood_CollgCr|SaleType_WD', 'Functional_Maj2|MSZoning_Tencode', 'BsmtQual_Gd|Neighborhood_Timber', 'PoolQC_Tencode|Foundation_Slab', 'KitchenAbvGr|HouseStyle_1.5Unf', 'MiscFeature_Othr|SaleType_ConLI', 'Electrical_Tencode|PoolQC_Tencode', 'MSZoning_RH|LotConfig_Inside', 'KitchenAbvGr|Neighborhood_Edwards', 'Electrical_Tencode|Exterior2nd_AsphShn', 'FireplaceQu_Po|BsmtFinType1_Unf', 'BsmtQual_Tencode|Fence_GdWo', 'MoSold|Functional_Min1', 'OverallQual|Exterior1st_AsbShng', 'FireplaceQu_Tencode|GrLivArea', 'Electrical_FuseF|Street_Grvl', 'Heating_GasW|BsmtExposure_Mn', 'RoofMatl_WdShngl|Exterior1st_MetalSd', 'Neighborhood_Mitchel|Exterior2nd_Wd Sdng', 'MiscVal|PoolArea', 'LandSlope_Mod|SaleType_Tencode', 'KitchenAbvGr|PoolQC_Tencode', 'LotFrontage|BsmtFinSF1', 'SaleCondition_Normal|ExterQual_Fa', 'BsmtFinType2_BLQ|Exterior1st_BrkComm', 'Condition2_Tencode|Exterior1st_MetalSd', 'Neighborhood_NWAmes|SaleCondition_Normal', 'Electrical_Tencode|Neighborhood_NoRidge', 'RoofStyle_Flat|BsmtFinType2_Unf', 'Heating_GasW|Exterior2nd_HdBoard', 'Neighborhood_Veenker|Exterior2nd_Wd Sdng', 'RoofStyle_Gambrel|BsmtExposure_Gd', 'Heating_GasW|Condition1_RRAe', 'Exterior1st_Tencode|BsmtCond_Fa', 'MSSubClass|BsmtFinSF1', 'HalfBath|HeatingQC_Ex', 'GarageQual_TA|MasVnrArea', 'LotShape_IR2|Neighborhood_Blmngtn', 'Street_Tencode|LotConfig_FR2', 'SaleCondition_Tencode|Exterior2nd_HdBoard', 'BsmtFinType2_BLQ|GarageQual_Fa', 'Exterior1st_VinylSd', 'Exterior2nd_AsbShng|BldgType_Duplex', 'ExterQual_Gd|BsmtCond_Fa', '2ndFlrSF|Street_Grvl', 'MSZoning_C (all)|PoolArea', 'BsmtFinType2_Tencode|PavedDrive_Y', 'HeatingQC_Tencode|MiscFeature_Shed', 'SaleCondition_Alloca|MiscFeature_Gar2', 'Fence_Tencode|Exterior2nd_MetalSd', 'Functional_Tencode|Electrical_FuseF', 'Condition1_RRAn|Exterior1st_Plywood', 'LandContour_Low|HeatingQC_Tencode', 'PavedDrive_Tencode|CentralAir_N', 'FullBath|Exterior2nd_CmentBd', 'FireplaceQu_Tencode|Neighborhood_NWAmes', 'Exterior1st_HdBoard|ExterCond_Tencode', 'RoofStyle_Hip|Exterior2nd_Plywood', 'KitchenAbvGr|BsmtCond_Fa', 'BsmtFinType1_BLQ|Neighborhood_BrkSide', 'Neighborhood_CollgCr|HouseStyle_1.5Fin', 'BsmtFinType2_Tencode|HouseStyle_SFoyer', 'BsmtFinType2_Unf|Exterior1st_MetalSd', 'BsmtQual_Ex|LotConfig_Tencode', 'HouseStyle_Tencode|Exterior2nd_Wd Shng', 'Condition1_Artery|Exterior2nd_Stucco', 'BsmtFinType1_Tencode|ExterCond_Fa', 'PavedDrive_N|MasVnrArea', 'BldgType_Twnhs|BsmtUnfSF', 'SaleType_COD|Condition1_RRAn', 'LandSlope_Tencode|CentralAir_Y', 'MSSubClass|BsmtCond_TA', 'FireplaceQu_Gd|Neighborhood_CollgCr', 'LandSlope_Mod|MasVnrType_BrkCmn', 'Fence_Tencode|Electrical_FuseF', 'SaleType_Oth|Utilities_AllPub', 'GarageFinish_Unf|MSZoning_FV', 'GarageQual_TA|Condition2_Artery', 'MiscFeature_Othr|GarageType_CarPort', 'LandContour_Low|GarageCond_Gd', 'LotConfig_CulDSac|MSSubClass', 'RoofMatl_Tar&Grv|MasVnrType_Tencode', 'LotConfig_FR2|BsmtFinType1_Unf', 'Neighborhood_Tencode|KitchenQual_TA', 'Neighborhood_Somerst|LotConfig_FR2', 'LotConfig_Corner|TotRmsAbvGrd', 'LotShape_Tencode|BsmtFinType2_BLQ', 'FireplaceQu_Tencode|Street_Pave', 'Neighborhood_BrDale|PavedDrive_P', 'Exterior1st_Stucco|Exterior1st_Plywood', 'Exterior2nd_MetalSd|Fence_MnWw', 'GarageCars|Foundation_Tencode', 'BsmtQual_Ex|Neighborhood_MeadowV', 'Neighborhood_Veenker|GarageCond_Ex', 'Condition1_PosN|ExterQual_Fa', 'Exterior2nd_AsbShng|LandSlope_Mod', 'HeatingQC_Gd|KitchenQual_Fa', 'TotalBsmtSF|ExterQual_Fa', 'Neighborhood_NoRidge|LotConfig_CulDSac', 'PavedDrive_N|MSZoning_C (all)', 'Alley_Pave|SaleCondition_Family', 'Electrical_FuseP|Condition2_Tencode', 'BsmtFinType2_GLQ|Exterior1st_VinylSd', 'Exterior2nd_AsbShng|Neighborhood_OldTown', 'ScreenPorch|ExterQual_Tencode', 'SaleType_Tencode|BsmtExposure_Mn', 'GarageFinish_Tencode|BsmtExposure_No', 'GarageFinish_Fin|Exterior2nd_Brk Cmn', 'GarageCars|SaleCondition_Alloca', '2ndFlrSF|Condition1_RRAn', 'Exterior1st_CemntBd|BsmtCond_Po', 'GarageFinish_Unf|BsmtFinType2_Unf', 'Fence_GdPrv|Condition1_Feedr', 'KitchenQual_Fa|Fence_GdWo', 'Exterior2nd_MetalSd|HouseStyle_1.5Fin', 'Foundation_PConc|Functional_Tencode', 'GarageType_Detchd|Neighborhood_CollgCr', 'KitchenQual_Fa|ExterQual_Tencode', '3SsnPorch|MasVnrArea', 'PavedDrive_P|BsmtFinType2_Unf', 'BsmtCond_Tencode|Fence_MnPrv', 'PoolArea|Exterior2nd_Wd Shng', 'HouseStyle_2.5Unf|MSZoning_Tencode', 'ExterCond_TA|LandContour_HLS', 'Exterior2nd_Brk Cmn|Neighborhood_IDOTRR', 'HouseStyle_1.5Unf|PavedDrive_P', 'Functional_Maj2|GarageCond_Gd', 'RoofStyle_Flat|Neighborhood_IDOTRR', 'BsmtFinType1_Tencode|LandContour_Tencode', 'BsmtQual_TA|KitchenQual_Fa', 'LandContour_Low|BldgType_2fmCon', 'Street_Tencode|BsmtFinSF1', 'Alley_Tencode|CentralAir_Tencode', 'SaleCondition_Family|MasVnrType_Stone', 'BsmtFinType2_Tencode|BsmtQual_Tencode', 'Neighborhood_Edwards|MSZoning_RH', 'Exterior1st_VinylSd|Exterior2nd_Brk Cmn', 'BldgType_Duplex|GarageCond_Tencode', 'YrSold|LandSlope_Mod', 'LotFrontage|BsmtUnfSF', 'Neighborhood_NWAmes|MasVnrType_Stone', 'KitchenAbvGr|BsmtFinSF2', 'Neighborhood_NAmes|Street_Pave', 'GarageQual_Po|Condition1_Tencode', 'BsmtExposure_No|BsmtCond_Fa', 'FireplaceQu_Po|HouseStyle_2.5Unf', 'ExterCond_Tencode|Condition2_Norm', 'Foundation_BrkTil|MSZoning_FV', 'LotConfig_FR2|Alley_Grvl', 'Exterior1st_BrkFace|BsmtQual_Fa', 'SaleType_ConLD|MiscFeature_Gar2', 'HouseStyle_1Story|BsmtFullBath', 'LotConfig_FR2|Neighborhood_IDOTRR', '2ndFlrSF|GarageCond_Ex', 'BldgType_2fmCon|Fireplaces', 'Condition1_Tencode|OverallCond', 'Exterior1st_Stucco|Exterior2nd_MetalSd', 'Electrical_FuseA|OverallCond', 'Electrical_FuseA|Condition1_PosA', 'Exterior2nd_VinylSd|Electrical_SBrkr', 'Exterior1st_CemntBd|Exterior1st_Wd Sdng', 'Exterior2nd_Stone|GarageFinish_Fin', 'Exterior1st_AsbShng|GarageFinish_Tencode', 'LandContour_Lvl|RoofStyle_Shed', 'ExterQual_Ex|GarageQual_Tencode', 'HouseStyle_Tencode|HouseStyle_2Story', 'RoofMatl_Tar&Grv|BldgType_TwnhsE', 'Neighborhood_Crawfor|GarageType_Basment', 'Neighborhood_Blmngtn|Condition2_Tencode', 'LandSlope_Tencode|SaleType_New', 'FireplaceQu_Fa|GarageQual_Tencode', 'SaleType_Tencode|BsmtUnfSF', 'BsmtFinSF2|Street_Pave', 'Exterior1st_HdBoard|GarageCond_Fa', 'BsmtExposure_Av|BsmtExposure_No', 'RoofMatl_Tencode|Utilities_AllPub', 'BldgType_Duplex|RoofStyle_Hip', '3SsnPorch|Exterior2nd_CmentBd', 'Exterior2nd_Tencode|YearBuilt', 'BsmtFinType1_Tencode|BsmtHalfBath', 'BsmtFinType1_ALQ|Neighborhood_NAmes', 'LandSlope_Tencode|Exterior2nd_Wd Shng', 'BsmtQual_Fa|KitchenQual_Fa', 'GarageCond_TA|Exterior1st_MetalSd', 'MiscVal|ExterQual_Ex', 'LotShape_Tencode|Exterior1st_VinylSd', 'ExterCond_Tencode|KitchenQual_Fa', 'HouseStyle_Tencode|LotConfig_Tencode', 'Exterior1st_Stucco|Exterior1st_CemntBd', 'BsmtExposure_Gd|CentralAir_N', 'Heating_GasW|LandContour_Bnk', 'KitchenQual_Ex|ExterQual_Ex', 'Exterior1st_AsbShng|Condition1_Tencode', 'Fireplaces|Neighborhood_NWAmes', 'CentralAir_Tencode|SaleType_Oth', 'KitchenQual_Fa|CentralAir_Tencode', 'MiscFeature_Shed|Neighborhood_Crawfor', 'GarageCond_TA|Foundation_BrkTil', 'KitchenQual_Gd|Neighborhood_NWAmes', 'BsmtQual_Tencode|ScreenPorch', 'GarageCars|LandSlope_Gtl', 'SaleType_ConLD|BsmtFinType1_Unf', 'BsmtExposure_Tencode|ExterQual_TA', 'Neighborhood_SWISU|1stFlrSF', 'Exterior2nd_AsbShng|ExterCond_TA', 'BsmtFinSF2|WoodDeckSF', 'Neighborhood_Edwards|SaleType_New', 'RoofMatl_Tencode|Condition1_Tencode', 'HouseStyle_Tencode|GarageFinish_Tencode', 'Exterior1st_AsbShng|GarageCond_Ex', 'Utilities_Tencode|Exterior1st_AsbShng', 'OverallQual|BsmtExposure_Tencode', 'LandSlope_Tencode|MSZoning_RL', 'PavedDrive_N|Exterior1st_Plywood', 'Exterior2nd_VinylSd|Exterior2nd_Plywood', 'Heating_GasW|GarageCond_Fa', 'HouseStyle_Tencode|MoSold', 'BsmtFinType2_ALQ|Condition2_Tencode', 'RoofStyle_Flat|SaleCondition_Abnorml', 'Exterior2nd_Wd Sdng|Condition2_Norm', 'Neighborhood_NPkVill|Heating_Tencode', 'KitchenQual_Ex|Exterior1st_CemntBd', 'RoofMatl_CompShg|PoolArea', 'HouseStyle_1Story|GarageQual_Gd', 'Heating_GasA|LotShape_IR1', 'GarageFinish_Fin|PoolQC_Tencode', 'TotalBsmtSF|Neighborhood_Blmngtn', 'BsmtFinType2_ALQ|BsmtFinType2_Rec', 'Exterior2nd_Stucco|BsmtExposure_No', 'ExterCond_TA|GarageQual_Tencode', 'MSZoning_RH|HouseStyle_1.5Fin', 'LandContour_Low|YearBuilt', 'MSZoning_C (all)|BsmtUnfSF', '3SsnPorch|Neighborhood_IDOTRR', 'Utilities_Tencode|HeatingQC_TA', 'OverallQual|MasVnrType_Stone', 'MiscFeature_Othr|KitchenQual_Fa', 'Neighborhood_CollgCr|Exterior2nd_Plywood', 'Functional_Typ|FireplaceQu_Ex', 'LotShape_IR2|Neighborhood_IDOTRR', 'GarageQual_TA|Fence_MnWw', 'GarageQual_Fa|FireplaceQu_TA', 'PoolQC_Tencode|Functional_Min1', 'SaleCondition_Family|ExterQual_Gd', 'Exterior1st_CemntBd|MiscFeature_Tencode', 'GarageArea|BsmtQual_Gd', 'BsmtFinSF2|Functional_Maj1', 'Exterior2nd_MetalSd|SaleCondition_Normal', 'HouseStyle_SFoyer|LotArea', 'RoofStyle_Hip|MasVnrArea', 'SaleCondition_Family|MiscFeature_Shed', 'KitchenQual_TA|Neighborhood_IDOTRR', 'ExterQual_Gd|CentralAir_Tencode', 'MSZoning_C (all)|SaleType_CWD', 'BsmtQual_Ex|ExterQual_Tencode', 'Functional_Mod|Condition1_RRAn', 'RoofMatl_Tencode|ScreenPorch', 'Condition1_Artery|ExterQual_TA', 'MiscFeature_Gar2|BsmtExposure_Mn', 'RoofStyle_Gable|Functional_Min1', 'Exterior2nd_Stone|Exterior2nd_BrkFace', 'BsmtFinType2_GLQ|GarageType_Attchd', 'Exterior2nd_Stucco|FireplaceQu_Po', 'LotFrontage|Exterior2nd_MetalSd', 'Alley_Tencode|BsmtFinType2_LwQ', 'Alley_Pave|MiscFeature_Othr', 'Exterior2nd_Stone|HouseStyle_1.5Unf', 'PavedDrive_Tencode|Functional_Min2', 'KitchenAbvGr|FireplaceQu_Fa', 'Neighborhood_ClearCr|MSZoning_FV', 'GarageType_Detchd|ExterQual_TA', 'LandContour_Bnk|FireplaceQu_TA', 'Foundation_BrkTil|ExterQual_Gd', 'Exterior2nd_Tencode|GarageFinish_RFn', 'Exterior2nd_Tencode|Exterior1st_Wd Sdng', 'RoofMatl_Tencode|BldgType_Twnhs', 'Exterior2nd_Tencode|Condition1_RRAe', 'GarageQual_TA|BldgType_1Fam', 'GarageQual_Gd|HeatingQC_Gd', 'Neighborhood_Blmngtn|Exterior1st_WdShing', 'KitchenQual_Tencode|Neighborhood_BrkSide', 'Heating_GasA|ExterQual_Tencode', 'BsmtFinType1_BLQ|GarageCond_Gd', 'LotShape_Tencode|KitchenQual_Tencode', 'Functional_Typ|CentralAir_N', 'GarageType_Attchd|ExterQual_Gd', 'Electrical_Tencode|BsmtExposure_Av', 'Neighborhood_BrDale|GarageQual_Tencode', 'GarageCond_Ex|Exterior2nd_Brk Cmn', 'FireplaceQu_Po|KitchenQual_Fa', 'EnclosedPorch|Exterior1st_Stucco', 'Functional_Typ|Exterior1st_Tencode', 'GarageCond_Fa|HouseStyle_1.5Fin', 'SaleType_Tencode|KitchenQual_TA', 'ExterCond_TA|WoodDeckSF', 'PavedDrive_N|Condition2_Artery', 'GarageCond_Tencode|BsmtCond_Gd', 'Condition1_Artery|PavedDrive_P', 'Exterior2nd_Wd Shng|Exterior1st_Plywood', 'KitchenAbvGr|Electrical_Tencode', 'BsmtQual_TA|ExterQual_Tencode', 'Neighborhood_SawyerW|MSZoning_Tencode', 'Condition1_Artery|Neighborhood_SawyerW', 'Neighborhood_BrkSide|LotConfig_Inside', 'SaleType_Tencode|MasVnrType_BrkFace', 'Exterior2nd_VinylSd|Condition1_RRAn', 'FireplaceQu_Po|CentralAir_Y', 'BsmtFinType1_Tencode|FireplaceQu_Po', 'BldgType_2fmCon|MSZoning_RH', 'MiscFeature_Tencode|FireplaceQu_TA', 'SaleType_ConLw|Electrical_FuseF', 'Heating_GasA|Exterior2nd_Tencode', 'KitchenQual_Tencode|ExterCond_Tencode', 'Exterior2nd_Stucco|Exterior2nd_CmentBd', 'GrLivArea|Foundation_PConc', 'GarageType_Tencode|SaleType_New', 'HouseStyle_SFoyer|Neighborhood_MeadowV', 'LotConfig_Corner|CentralAir_N', 'RoofStyle_Flat|Heating_GasA', 'Electrical_FuseP|LandContour_Tencode', 'KitchenQual_Tencode|Utilities_AllPub', 'RoofStyle_Tencode|Condition2_Artery', 'HouseStyle_1.5Unf|ExterQual_Ex', 'Exterior1st_AsbShng|Neighborhood_NWAmes', 'SaleType_ConLD|LotConfig_Inside', 'Neighborhood_Mitchel|LandContour_Bnk', 'BsmtHalfBath|Functional_Min2', 'Fireplaces|SaleType_WD', 'SaleCondition_Alloca|BsmtFinType2_Rec', 'PavedDrive_N|GarageCond_Ex', 'GarageType_Tencode|MSSubClass', 'ExterQual_TA|Neighborhood_ClearCr', 'BsmtFinSF2|Exterior1st_VinylSd', 'GarageCond_Ex|ScreenPorch', 'Functional_Maj2|Condition2_Artery', 'Neighborhood_NAmes|CentralAir_Tencode', 'EnclosedPorch|MiscFeature_Shed', 'GarageFinish_Fin|Neighborhood_Veenker', 'HouseStyle_SFoyer|ExterQual_Ex', 'BsmtFinType2_LwQ|Functional_Mod', 'Neighborhood_StoneBr|BsmtCond_Tencode', 'EnclosedPorch|SaleType_CWD', 'BsmtFullBath|GarageQual_TA', 'MiscFeature_Othr|MiscVal', 'Neighborhood_CollgCr|Exterior1st_AsbShng', 'BsmtFinType2_LwQ|Exterior1st_BrkComm', 'MiscFeature_Gar2|Fence_MnWw', 'LotConfig_Corner|HeatingQC_Tencode', 'Exterior1st_HdBoard|BsmtFinType1_GLQ', 'GarageCond_Gd|LotConfig_Inside', 'LotShape_IR2|Neighborhood_Sawyer', 'BldgType_2fmCon|BsmtFullBath', 'Neighborhood_CollgCr|FireplaceQu_Fa', 'LandSlope_Tencode|Neighborhood_Sawyer', 'Electrical_FuseA|GarageType_Tencode', 'Exterior2nd_VinylSd|BsmtFinType2_Unf', 'KitchenQual_Gd|Foundation_Stone', 'BsmtFinType2_LwQ|MasVnrArea', 'Exterior2nd_Tencode|3SsnPorch', 'OverallCond|BldgType_Tencode', 'PoolQC_Tencode|BsmtExposure_No', 'GarageType_Tencode|GarageCond_Fa', 'KitchenAbvGr|FireplaceQu_Tencode', 'GarageFinish_Tencode|BsmtUnfSF', 'KitchenAbvGr|BsmtFinType2_LwQ', 'LandSlope_Tencode|MasVnrType_Stone', 'Condition2_Norm|MasVnrArea', 'RoofStyle_Gambrel|BsmtCond_Po', 'BsmtFinType2_ALQ|HouseStyle_Tencode', 'Electrical_FuseP|Condition1_Norm', 'GrLivArea|Neighborhood_Blmngtn', 'BsmtExposure_Mn|HouseStyle_2Story', 'LotArea|Alley_Grvl', 'LotShape_Reg|Utilities_AllPub', 'MSSubClass|BsmtFinType2_Unf', 'FireplaceQu_Fa|MSZoning_RM', 'BsmtFullBath|Fence_MnPrv', 'Foundation_CBlock|MasVnrType_Tencode', 'SaleType_ConLw|HouseStyle_SLvl', 'GarageFinish_Unf|SaleType_Oth', 'KitchenQual_Gd|HouseStyle_SLvl', 'Neighborhood_Sawyer|Neighborhood_Gilbert', 'GarageFinish_Unf|Fence_Tencode', 'Alley_Pave|SaleType_New', 'OverallQual|LotConfig_Tencode', 'Heating_GasW|Fence_MnPrv', 'Neighborhood_Sawyer|HouseStyle_2.5Unf', 'TotRmsAbvGrd|SaleType_Oth', 'MSZoning_RM|OverallCond', 'HouseStyle_1.5Fin|Utilities_AllPub', 'Heating_GasW|Condition1_PosA', 'KitchenAbvGr|BsmtFinType1_LwQ', 'Exterior2nd_AsbShng|2ndFlrSF', 'RoofStyle_Gable|OverallCond', 'LotShape_Reg|Neighborhood_IDOTRR', 'Exterior1st_HdBoard|BsmtExposure_Mn', 'GarageType_Tencode|TotRmsAbvGrd', 'GarageCond_TA|Condition1_RRAe', 'ExterCond_Tencode|HouseStyle_2.5Unf', 'Foundation_PConc|BsmtFinType1_GLQ', 'Neighborhood_StoneBr|BldgType_TwnhsE', 'LotShape_Reg|BsmtFinType2_GLQ', 'LandSlope_Mod|LandContour_Bnk', 'Alley_Tencode|BsmtQual_Tencode', 'SaleCondition_Partial|Exterior1st_Tencode', 'Exterior2nd_Stucco|GarageCond_Po', 'MasVnrType_BrkCmn|ScreenPorch', 'BsmtFinType2_Tencode|Neighborhood_CollgCr', 'Exterior2nd_Stone|Neighborhood_ClearCr', 'LotShape_Tencode|Electrical_FuseP', 'RoofStyle_Flat|Neighborhood_SWISU', 'BsmtExposure_Tencode|FireplaceQu_Gd', 'LotShape_Reg|MSZoning_Tencode', 'GarageFinish_Tencode|PoolArea', 'GarageType_Detchd|FireplaceQu_Ex', 'GarageCars|Condition1_Norm', 'Utilities_Tencode|Neighborhood_Timber', 'MSZoning_C (all)|MSZoning_RH', 'LandSlope_Tencode|BsmtFinType2_Unf', 'Exterior2nd_BrkFace|Neighborhood_Veenker', 'LotShape_IR2|SaleType_ConLw', 'HouseStyle_1Story|LotConfig_Corner', 'BsmtFinSF2|MasVnrType_BrkCmn', 'Electrical_Tencode|CentralAir_N', 'LotShape_Reg|FireplaceQu_Fa', 'SaleType_COD|Exterior1st_Plywood', 'Foundation_Tencode|GarageType_2Types', 'PavedDrive_N|SaleCondition_Abnorml', 'Neighborhood_Mitchel|CentralAir_Tencode', 'MSSubClass|Functional_Min2', 'Electrical_Tencode|Exterior2nd_HdBoard', 'ExterQual_Ex|PoolArea', 'GarageFinish_Unf|RoofMatl_Tencode', 'Neighborhood_BrDale|SaleCondition_Alloca', 'Utilities_Tencode|Exterior2nd_Stone', 'Street_Tencode|MasVnrType_BrkCmn', 'Condition1_Feedr|RoofStyle_Tencode', 'LotConfig_CulDSac|RoofStyle_Gambrel', 'CentralAir_Tencode|GarageYrBlt', 'OpenPorchSF|KitchenQual_Fa', 'HouseStyle_1.5Unf|OpenPorchSF', 'MSZoning_RH|Neighborhood_MeadowV', 'Fence_GdPrv|Foundation_Slab', 'BsmtExposure_No|Street_Pave', 'BsmtFinType1_Tencode|Alley_Grvl', 'Condition1_RRAn|Functional_Min2', 'BsmtQual_TA|MSZoning_RH', 'RoofStyle_Hip|Utilities_AllPub', 'BsmtFinType1_BLQ|Fence_MnPrv', 'Functional_Maj1|BsmtQual_Gd', 'BsmtFinType1_BLQ|LotConfig_Inside', 'RoofStyle_Gable|BsmtUnfSF', 'LotConfig_FR2|HeatingQC_Tencode', 'BsmtFinType1_ALQ|SaleCondition_Partial', 'LotShape_IR1|BsmtFinType2_BLQ', 'LotShape_Reg|RoofStyle_Gambrel', 'SaleType_ConLD|LandSlope_Gtl', 'BsmtFinType1_Unf|Functional_Min2', 'YearBuilt|LandContour_Bnk', 'Exterior1st_CemntBd|ScreenPorch', 'Exterior2nd_Brk Cmn|HouseStyle_2Story', 'LotFrontage|BsmtFullBath', 'LotConfig_Corner|Exterior1st_Plywood', 'HouseStyle_SFoyer|RoofStyle_Tencode', 'RoofStyle_Hip|HeatingQC_TA', 'LotShape_Tencode|PoolArea', 'GarageCars|BsmtExposure_Gd', 'GarageQual_Fa|LotConfig_Tencode', 'SaleType_New|CentralAir_Y', 'LotArea|Neighborhood_Timber', 'BldgType_Tencode|MSZoning_RL', 'HeatingQC_TA|Condition1_RRAe', 'FireplaceQu_Gd|Neighborhood_MeadowV', 'YrSold|BsmtFinType1_BLQ', 'Exterior2nd_Tencode|LandSlope_Sev', 'Neighborhood_StoneBr|HouseStyle_2.5Unf', 'BsmtUnfSF|ExterCond_Fa', 'HeatingQC_Fa|FireplaceQu_Fa', 'MSZoning_C (all)|Neighborhood_Sawyer', 'FireplaceQu_Po|MSZoning_RM', 'BedroomAbvGr|Exterior2nd_MetalSd', 'Heating_GasA|GarageFinish_Tencode', 'EnclosedPorch|SaleCondition_Family', 'GarageCond_Po|LotFrontage', 'RoofStyle_Gambrel|MoSold', 'SaleType_ConLD|Fence_GdPrv', 'Electrical_Tencode|GarageType_2Types', 'Street_Tencode|GarageCars', 'Fence_Tencode|LandContour_HLS', 'BldgType_2fmCon|MiscFeature_Tencode', 'SaleType_ConLI|BsmtExposure_Av', 'Exterior1st_HdBoard|MasVnrType_None', 'Neighborhood_Edwards|MasVnrType_BrkCmn', 'TotalBsmtSF|Electrical_FuseP', 'Street_Tencode|BsmtFinType1_BLQ', 'Neighborhood_Tencode|Fence_GdPrv', 'GarageCond_TA|MiscFeature_Tencode', 'LandContour_Low|OverallCond', 'BsmtFinSF1|ExterQual_Tencode', 'Street_Tencode|SaleType_CWD', 'RoofMatl_CompShg|Condition1_Norm', 'Exterior1st_VinylSd|Condition1_RRAn', 'FireplaceQu_Gd|Exterior1st_CemntBd', 'MasVnrType_None|MSZoning_FV', 'SaleCondition_Tencode|LandSlope_Tencode', 'BsmtFinType2_Rec|CentralAir_N', 'LandContour_Bnk|MoSold', 'SaleType_Tencode|GarageType_CarPort', 'Neighborhood_Blmngtn|FireplaceQu_Gd', 'Exterior1st_WdShing|ExterQual_Fa', 'FireplaceQu_Po|SaleCondition_Partial', 'Condition1_Feedr|MSZoning_RM', 'Exterior2nd_AsbShng|Exterior2nd_MetalSd', 'LandContour_HLS|PoolQC_Tencode', 'Exterior2nd_AsbShng|BldgType_2fmCon', 'Exterior2nd_Wd Sdng|BsmtFinType1_Unf', '3SsnPorch|HeatingQC_Ex', 'Heating_Tencode|Condition1_Norm', 'GarageFinish_Fin|CentralAir_N', 'HeatingQC_Ex|FireplaceQu_TA', 'Heating_Tencode|Exterior1st_Wd Sdng', 'Neighborhood_NoRidge|BsmtExposure_Mn', 'Neighborhood_NoRidge|LotConfig_FR2', 'BsmtFinType2_BLQ|RoofStyle_Gambrel', 'GarageCond_Fa|RoofMatl_WdShngl', 'TotalBsmtSF|KitchenQual_Gd', 'TotalBsmtSF|Neighborhood_BrkSide', 'LandContour_Low|GarageQual_TA', 'Functional_Min1|RoofStyle_Tencode', 'Condition1_PosA|BldgType_1Fam', 'Heating_Grav|LandSlope_Gtl', '1stFlrSF|CentralAir_N', 'OpenPorchSF|Neighborhood_MeadowV', 'FireplaceQu_Tencode|BsmtFinType2_LwQ', 'MasVnrType_None|GarageType_Basment', 'Heating_GasA|Fence_GdWo', 'Exterior2nd_Stone|Functional_Min1', 'SaleType_New|BsmtFinType2_LwQ', 'GarageCond_TA|TotRmsAbvGrd', 'Neighborhood_CollgCr|3SsnPorch', 'RoofStyle_Gable|HouseStyle_SLvl', 'Neighborhood_CollgCr|RoofStyle_Gambrel', 'HouseStyle_SFoyer|Exterior1st_VinylSd', 'YearRemodAdd|SaleCondition_Partial', 'LotShape_IR1|BsmtQual_Fa', 'LandContour_HLS|Condition2_Norm', 'Alley_Pave|ExterCond_TA', 'Neighborhood_SWISU|BsmtFinType2_LwQ', 'Exterior1st_VinylSd|Fence_MnWw', 'SaleType_COD|BsmtCond_Fa', 'ExterQual_Tencode|BsmtFinType1_Unf', 'LotArea|Exterior1st_MetalSd', 'GarageQual_Po|ExterCond_Fa', 'Functional_Min1|MiscFeature_Gar2', 'LotConfig_CulDSac|MasVnrType_Stone', 'GarageFinish_Fin|Neighborhood_Gilbert', 'Heating_GasA|PavedDrive_Y', 'GarageCars|BldgType_Tencode', 'Foundation_Stone|Electrical_SBrkr', 'Exterior2nd_Wd Shng|LotConfig_Inside', 'BsmtQual_Ex|Exterior1st_Wd Sdng', 'LotArea|KitchenQual_TA', 'BsmtFinType1_Tencode|BsmtExposure_Gd', 'Exterior1st_BrkComm|SaleType_CWD', 'ExterQual_Ex|Foundation_Slab', 'ExterCond_Tencode|BsmtExposure_Av', 'HouseStyle_SFoyer|GarageQual_Po', 'TotRmsAbvGrd|Condition1_Norm', 'BsmtFinType2_GLQ|KitchenQual_TA', 'Exterior2nd_AsbShng|MasVnrType_BrkCmn', 'Electrical_FuseP|Exterior1st_Plywood', 'Neighborhood_Mitchel|SaleType_New', 'Street_Grvl|GarageCond_Ex', 'Exterior2nd_BrkFace|MSZoning_C (all)', 'HalfBath|GarageType_Attchd', 'Condition1_PosA|SaleCondition_Partial', 'Exterior2nd_MetalSd|MasVnrType_BrkFace', 'Foundation_CBlock|HouseStyle_2.5Unf', 'Neighborhood_Mitchel|ExterQual_Gd', 'Neighborhood_Tencode|HalfBath', 'LotShape_Tencode|ExterQual_Tencode', 'LandSlope_Sev|GarageType_BuiltIn', 'BsmtFinSF2|GarageQual_Fa', 'BldgType_1Fam|Street_Pave', 'HouseStyle_SFoyer|MasVnrType_Stone', 'LotShape_Tencode|Exterior1st_CemntBd', 'BsmtFinType1_Tencode|KitchenQual_Fa', 'ExterQual_TA|Exterior1st_Plywood', 'LandSlope_Sev|RoofStyle_Gable', 'HeatingQC_TA|BsmtHalfBath', 'Utilities_Tencode|2ndFlrSF', 'Heating_Grav|Heating_GasW', 'LowQualFinSF|Neighborhood_NAmes', 'SaleType_New|Neighborhood_Sawyer', 'Foundation_BrkTil|BsmtUnfSF', 'Neighborhood_NridgHt|LotConfig_Tencode', 'BldgType_TwnhsE|Exterior1st_Wd Sdng', 'Condition1_Tencode|WoodDeckSF', 'Neighborhood_Mitchel|BsmtQual_Tencode', 'BsmtFinType1_BLQ|ExterQual_Tencode', 'RoofMatl_Tar&Grv|BsmtFinType2_Unf', 'Foundation_PConc|BsmtFinType2_LwQ', 'PavedDrive_N|Neighborhood_ClearCr', 'BsmtHalfBath|LotConfig_Inside', 'MSZoning_RM|RoofMatl_WdShngl', 'ExterQual_Tencode|Exterior1st_MetalSd', 'GarageFinish_Fin|BsmtExposure_No', 'GarageQual_Fa|MSZoning_FV', 'LandSlope_Sev|BsmtFinType2_Unf', 'Exterior2nd_CmentBd|Utilities_AllPub', 'Exterior2nd_Stucco|RoofStyle_Gable', 'BldgType_Twnhs|GarageType_Attchd', 'BldgType_Duplex|PavedDrive_P', 'Foundation_Slab|Exterior2nd_Wd Shng', 'BsmtFinType2_Unf|Condition1_RRAn', 'LotFrontage|HouseStyle_2.5Unf', 'Fence_GdPrv|Functional_Maj1', 'BsmtFinType1_BLQ|BsmtFinType2_BLQ', 'BsmtQual_TA|Electrical_FuseF', 'BsmtHalfBath|Exterior2nd_Plywood', 'GarageCond_Po|GarageType_CarPort', 'Fence_GdPrv|RoofStyle_Shed', 'Functional_Min1|GarageType_2Types', 'Utilities_Tencode|Foundation_CBlock', 'BsmtFinType1_Rec|BsmtFinType2_Rec', 'GarageCond_Po|HouseStyle_SLvl', 'SaleType_WD|HouseStyle_1.5Unf', '3SsnPorch|SaleCondition_Normal', 'Heating_Tencode|Neighborhood_Edwards', 'Neighborhood_NoRidge|MSZoning_RL', 'BsmtUnfSF|Street_Pave', 'GarageFinish_Fin|BsmtFinType2_Unf', 'LotConfig_CulDSac|BldgType_Tencode', 'HouseStyle_1Story|Neighborhood_Sawyer', 'LandContour_Tencode|BsmtFinSF1', 'EnclosedPorch|GarageQual_Tencode', 'LotShape_Tencode|FireplaceQu_Fa', 'BsmtFinType1_Rec|GarageYrBlt', 'Exterior2nd_MetalSd|BsmtCond_Tencode', 'LandContour_Bnk|HouseStyle_SLvl', 'LotShape_IR1|Neighborhood_Tencode', 'Exterior2nd_VinylSd|Fence_GdWo', 'BsmtFinType1_Tencode|Foundation_Stone', 'PavedDrive_Y|BsmtFinType2_LwQ', 'LotShape_IR2|Street_Pave', 'FireplaceQu_Ex|MasVnrType_None', 'Exterior2nd_AsbShng|BsmtExposure_Gd', 'Condition1_RRAe|BsmtExposure_No', 'Exterior2nd_Stone|LotConfig_CulDSac', 'Neighborhood_Blmngtn|RoofStyle_Gable', 'ScreenPorch|Fence_MnWw', 'Neighborhood_Blmngtn|YearBuilt', 'Fence_Tencode|RoofMatl_WdShngl', 'RoofStyle_Tencode|Street_Grvl', 'HeatingQC_Gd|ExterCond_Gd', 'Neighborhood_Crawfor|Neighborhood_IDOTRR', 'BsmtUnfSF|BsmtExposure_No', 'Electrical_FuseF|CentralAir_Tencode', 'Exterior2nd_Tencode|BsmtFinType1_LwQ', 'GarageFinish_Unf|LotConfig_CulDSac', 'SaleType_ConLI|BsmtFinType1_ALQ', 'BsmtFinType2_Rec|Functional_Min1', 'YrSold|Neighborhood_CollgCr', 'MoSold|Condition2_Norm', 'BsmtCond_Gd|Street_Pave', 'SaleType_Tencode|Exterior1st_VinylSd', 'SaleType_ConLD|BsmtExposure_Gd', 'Neighborhood_OldTown|MasVnrType_Stone', 'BsmtFinType2_ALQ|Functional_Min2', 'OpenPorchSF|Fence_MnWw', 'Exterior1st_HdBoard|Foundation_Slab', 'Neighborhood_OldTown|Exterior1st_Tencode', 'Exterior2nd_HdBoard|GarageType_2Types', 'LandContour_Lvl|GarageFinish_Tencode', 'HalfBath|LotConfig_CulDSac', 'BsmtQual_Tencode|Condition2_Tencode', 'GrLivArea|MiscVal', 'Neighborhood_NAmes|SaleType_CWD', 'Heating_Tencode|Exterior2nd_AsphShn', 'Foundation_Tencode|BsmtQual_Fa', 'Neighborhood_SWISU|MSZoning_FV', 'GrLivArea|ExterCond_Tencode', 'Exterior1st_Stucco|Condition1_PosA', 'Exterior2nd_Stone|Condition1_PosN', 'LotFrontage|SaleType_ConLD', 'FireplaceQu_Tencode|HeatingQC_Gd', 'Exterior1st_Stucco|Exterior2nd_Plywood', 'HeatingQC_Tencode|BsmtFinType2_Rec', 'HeatingQC_TA|LandContour_Bnk', 'BsmtFinSF2|SaleCondition_Partial', 'Alley_Tencode|ExterCond_Gd', 'GarageType_Detchd|SaleType_ConLw', 'SaleType_COD|Exterior1st_Tencode', 'LandContour_Bnk|BsmtExposure_Av', 'PoolQC_Tencode|BsmtExposure_Gd', 'Utilities_Tencode|Fence_MnPrv', 'Exterior1st_AsbShng|3SsnPorch', 'YrSold|CentralAir_Y', '1stFlrSF|FireplaceQu_Ex', 'BsmtFinType1_Rec|ScreenPorch', 'BsmtFinType2_GLQ|BsmtExposure_Av', 'ExterCond_TA|HouseStyle_Tencode', 'Electrical_Tencode|ExterQual_Tencode', 'Condition1_PosA|SaleCondition_Abnorml', 'Heating_Tencode|HouseStyle_SLvl', 'GarageQual_Gd|3SsnPorch', 'ScreenPorch|Condition1_RRAn', 'Exterior2nd_Tencode|Condition1_Tencode', 'RoofMatl_CompShg|MSZoning_C (all)', 'GarageFinish_Fin|BldgType_TwnhsE', 'RoofStyle_Hip|LotConfig_FR2', 'BsmtFinType1_ALQ|BldgType_1Fam', 'Alley_Tencode|MasVnrType_None', 'MiscFeature_Othr|LowQualFinSF', 'LandContour_Low|GarageType_Attchd', 'BsmtExposure_Mn|Exterior1st_Plywood', 'LotConfig_CulDSac|PavedDrive_P', 'Foundation_BrkTil|Exterior2nd_Wd Shng', 'RoofStyle_Flat|LandContour_HLS', 'Electrical_SBrkr|RoofMatl_WdShngl', 'Exterior2nd_HdBoard|BsmtCond_Fa', 'Heating_Tencode|BsmtFinType1_ALQ', 'FireplaceQu_TA|MSZoning_RH', 'GrLivArea|GarageFinish_Tencode', 'GarageType_Attchd|MasVnrType_Stone', 'Functional_Maj2|ExterQual_Gd', 'BldgType_2fmCon|HouseStyle_1.5Fin', 'Neighborhood_Edwards|BsmtUnfSF', 'Exterior1st_AsbShng|PavedDrive_P', 'Neighborhood_NWAmes|Neighborhood_Timber', 'Condition1_Tencode|Alley_Grvl', 'CentralAir_N|Foundation_Slab', 'Condition1_Artery|MSZoning_C (all)', 'LandContour_Tencode|Functional_Min1', 'GarageType_CarPort|KitchenQual_TA', 'HeatingQC_TA|Exterior1st_HdBoard', 'ExterQual_TA|Exterior1st_BrkComm', 'BsmtFinType1_ALQ|BsmtExposure_Av', 'KitchenQual_Ex|PoolArea', 'BsmtUnfSF|BsmtFinSF1', 'Exterior2nd_VinylSd|BedroomAbvGr', 'Street_Grvl|GarageType_2Types', 'Foundation_Stone|BsmtQual_Tencode', 'Exterior2nd_Stone|RoofStyle_Flat', 'Neighborhood_NoRidge|Neighborhood_SawyerW', 'Condition1_PosN|CentralAir_Tencode', 'Neighborhood_SWISU|MasVnrArea', 'Exterior2nd_Stucco|LotConfig_FR2', 'Exterior2nd_BrkFace|Exterior2nd_Wd Shng', 'BsmtFinType1_Tencode|LotConfig_CulDSac', 'Neighborhood_OldTown|CentralAir_Y', 'Neighborhood_ClearCr|RoofStyle_Tencode', 'SaleCondition_Family|MasVnrType_BrkFace', 'LandContour_Bnk|MSZoning_RH', 'LotShape_IR2|Exterior2nd_BrkFace', 'Neighborhood_CollgCr|BsmtFinType1_Rec', 'MasVnrType_BrkCmn|Foundation_CBlock', 'HeatingQC_TA|Neighborhood_IDOTRR', 'Exterior2nd_Stucco|Exterior2nd_BrkFace', 'Alley_Tencode|Functional_Maj1', 'BsmtQual_Tencode|Exterior1st_Stucco', 'SaleType_ConLw|HouseStyle_2.5Unf', 'RoofStyle_Hip|SaleType_ConLD', 'Exterior1st_VinylSd|BldgType_Tencode', 'Condition1_Feedr|Foundation_CBlock', 'Condition1_PosN|Exterior1st_Tencode', 'KitchenAbvGr|GarageType_CarPort', 'Neighborhood_ClearCr|PavedDrive_Y', 'Neighborhood_NAmes|Neighborhood_BrkSide', 'LotShape_IR2|LandSlope_Mod', 'SaleType_Oth|BsmtCond_TA', 'GarageQual_Fa|Neighborhood_Crawfor', 'CentralAir_Tencode|MasVnrType_Tencode', 'GarageCars|Neighborhood_Timber', 'LotShape_IR1|Functional_Maj1', 'BsmtExposure_No|Neighborhood_MeadowV', 'Condition2_Tencode|Exterior1st_Tencode', 'GarageFinish_Unf|BedroomAbvGr', 'HeatingQC_Gd|ExterCond_Fa', 'GarageType_Attchd|HouseStyle_2.5Unf', 'Condition1_Artery|BsmtQual_Fa', 'Neighborhood_NoRidge|ExterQual_Gd', 'FullBath|GarageType_2Types', 'Condition1_PosN|BsmtQual_Gd', 'Condition1_PosA|MasVnrType_None', 'RoofStyle_Hip|BldgType_TwnhsE', 'BsmtQual_Ex|BsmtFullBath', 'Neighborhood_Sawyer|Exterior1st_Tencode', 'BsmtFinType1_Tencode|Exterior2nd_Wd Sdng', 'BsmtFinType2_Tencode|3SsnPorch', 'Neighborhood_OldTown|PoolArea', 'Foundation_Stone|CentralAir_N', 'Neighborhood_SWISU|GarageCond_Ex', 'GarageQual_Fa|MSZoning_RH', 'GarageType_BuiltIn|Exterior2nd_CmentBd', 'LotShape_Reg|BsmtCond_Tencode', 'GarageQual_Gd|KitchenQual_Tencode', 'GarageType_Tencode|LandContour_Bnk', 'SaleCondition_Tencode|HouseStyle_1.5Unf', 'LowQualFinSF|LotConfig_Tencode', 'HeatingQC_Gd|Condition1_RRAn', 'HalfBath|Condition2_Norm', 'Electrical_Tencode|Foundation_CBlock', 'Exterior2nd_Stucco|GarageFinish_RFn', 'Foundation_Stone|BsmtExposure_Av', 'Exterior2nd_AsbShng|BsmtQual_TA', 'ExterCond_TA|3SsnPorch', 'SaleCondition_Tencode|Foundation_Stone', 'SaleType_New|MSZoning_RL', 'LandContour_Low|GarageYrBlt', 'LotShape_IR2|RoofStyle_Gable', 'Neighborhood_NAmes|Neighborhood_Crawfor', 'Neighborhood_SWISU|Exterior2nd_Wd Shng', 'Exterior2nd_Tencode|Condition2_Norm', 'FullBath|LandContour_HLS', 'FullBath|LandContour_Tencode', 'LandSlope_Tencode|Neighborhood_StoneBr', 'Condition2_Tencode|BldgType_Tencode', 'Heating_GasA|MasVnrType_BrkFace', 'Fence_Tencode|GarageQual_Fa', 'Exterior2nd_VinylSd|MasVnrArea', 'BsmtFinType1_Tencode|HeatingQC_Ex', 'PavedDrive_Tencode|Exterior2nd_Wd Sdng', 'GarageCond_Po|MasVnrType_Stone', 'GarageFinish_Unf|Neighborhood_NAmes', 'RoofStyle_Hip|PoolArea', 'KitchenQual_Gd|BsmtFinType2_GLQ', 'Exterior2nd_BrkFace|BsmtFinType2_BLQ', 'GarageFinish_Unf|LandSlope_Gtl', 'LotConfig_CulDSac|BldgType_1Fam', 'SaleCondition_Family|GarageQual_TA', 'Functional_Typ|BldgType_Twnhs', 'Neighborhood_BrDale|BsmtHalfBath', 'Electrical_FuseP|Neighborhood_Mitchel', 'RoofStyle_Hip|GarageFinish_RFn', 'Neighborhood_Veenker|MSZoning_FV', 'Neighborhood_ClearCr|LotConfig_Corner', 'KitchenQual_Ex|3SsnPorch', 'Exterior1st_BrkFace|Neighborhood_Tencode', 'Exterior1st_AsbShng|Exterior1st_CemntBd', 'Exterior2nd_AsbShng|BsmtFinSF2', 'Functional_Typ|BsmtExposure_Mn', 'Exterior1st_Stucco|RoofMatl_WdShngl', 'Exterior2nd_Tencode|BldgType_1Fam', 'Exterior2nd_Plywood|Exterior2nd_AsphShn', 'HeatingQC_TA|Functional_Maj1', 'HeatingQC_TA|MasVnrType_BrkCmn', 'Exterior2nd_AsbShng|Functional_Min2', 'GarageCond_Fa|MiscFeature_Tencode', 'Exterior2nd_AsbShng|Neighborhood_Sawyer', 'Heating_GasA|FireplaceQu_Fa', 'FireplaceQu_Po|Neighborhood_NAmes', 'YearRemodAdd|MSZoning_C (all)', 'RoofStyle_Tencode|MasVnrArea', 'PavedDrive_Y|BsmtFinSF1', 'BldgType_Tencode|MSZoning_FV', 'Exterior2nd_Stucco|HouseStyle_1.5Fin', 'GarageCond_Tencode|SaleType_COD', 'RoofMatl_Tar&Grv|MSZoning_RH', 'LotShape_Reg|LandSlope_Tencode', 'GarageCond_Po|Electrical_FuseF', 'Exterior2nd_Wd Sdng|MasVnrType_BrkFace', 'HouseStyle_1Story|Neighborhood_NoRidge', 'ExterCond_Gd|KitchenQual_Fa', 'MiscFeature_Othr|HouseStyle_1.5Fin', 'HouseStyle_SFoyer|BsmtHalfBath', 'GarageFinish_Unf|TotalBsmtSF', 'Exterior2nd_Wd Sdng|BsmtExposure_Gd', 'Fence_Tencode|Neighborhood_SWISU', 'Foundation_Stone|BsmtFinType1_LwQ', 'Condition1_Feedr|Exterior1st_Plywood', 'Functional_Maj1|MSSubClass', 'LandSlope_Tencode|BldgType_Tencode', 'TotalBsmtSF|RoofMatl_CompShg', 'HouseStyle_SFoyer|SaleCondition_Family', 'Neighborhood_SWISU|HeatingQC_Ex', 'MoSold|OverallCond', 'GarageFinish_Unf|ExterQual_Gd', 'Neighborhood_NridgHt|MiscFeature_Shed', 'Condition1_Artery|BldgType_Tencode', 'KitchenQual_Gd|PavedDrive_Tencode', 'GarageType_BuiltIn|Exterior1st_Wd Sdng', 'Neighborhood_Crawfor|Neighborhood_BrkSide', 'SaleType_WD|LandContour_Lvl', 'BldgType_Duplex|RoofStyle_Gable', 'Neighborhood_Sawyer|GarageType_2Types', 'HeatingQC_Fa|BsmtQual_Gd', 'Neighborhood_StoneBr|Neighborhood_Timber', 'BsmtCond_Tencode|MasVnrType_BrkFace', 'BsmtQual_Ex|GarageQual_Fa', 'Functional_Tencode|BsmtQual_TA', 'LotFrontage|MiscFeature_Shed', 'Exterior2nd_Stone|Neighborhood_Tencode', 'BsmtFinSF2|GarageArea', 'Condition1_PosN|GarageType_BuiltIn', 'GarageCond_TA|1stFlrSF', 'Neighborhood_Veenker|LandContour_Lvl', 'Electrical_FuseA|Electrical_SBrkr', 'MiscVal|Exterior2nd_CmentBd', 'BsmtFinType2_BLQ|MSZoning_FV', 'HeatingQC_Tencode|Exterior1st_BrkComm', 'LotShape_IR1|BsmtCond_TA', 'GarageCond_Tencode|Utilities_AllPub', 'GarageType_Tencode|Neighborhood_NAmes', 'Functional_Maj2|HouseStyle_2Story', 'Exterior2nd_BrkFace|RoofMatl_WdShngl', 'FireplaceQu_Gd|Neighborhood_NoRidge', 'HeatingQC_Ex|GarageFinish_Tencode', 'Functional_Min1|Exterior2nd_Wd Shng', 'RoofStyle_Gable|GarageQual_Po', 'HouseStyle_SLvl|MasVnrType_Tencode', 'RoofStyle_Hip|GarageCond_Po', 'Exterior2nd_BrkFace|RoofStyle_Gable', 'Neighborhood_Veenker|ExterQual_Ex', 'RoofMatl_Tencode|Fence_MnWw', 'Exterior1st_CemntBd|Foundation_Slab', 'ScreenPorch|Neighborhood_SawyerW', 'BsmtFullBath|Exterior1st_CemntBd', 'Alley_Tencode|Neighborhood_Tencode', 'Foundation_BrkTil|BsmtExposure_Gd', 'ExterCond_Tencode|MSZoning_RM', 'SaleCondition_Tencode|BsmtFinType2_Unf', 'Functional_Maj2|FireplaceQu_Ex', 'FireplaceQu_Gd', 'BsmtFinType2_Tencode|MSSubClass', 'LandSlope_Mod|SaleType_ConLw', 'BsmtFullBath|GarageCond_Gd', 'OverallQual|YrSold', 'Neighborhood_Mitchel|Fence_Tencode', 'Exterior2nd_AsbShng|CentralAir_N', 'LotConfig_Tencode|SaleCondition_Partial', 'PavedDrive_N|Neighborhood_SawyerW', 'BsmtFinType1_Rec|Exterior1st_Tencode', 'Neighborhood_NoRidge|Foundation_BrkTil', 'Neighborhood_Veenker|FireplaceQu_Fa', 'SaleCondition_Partial|KitchenQual_TA', 'LandContour_Tencode|GarageQual_TA', 'BsmtFinType2_Rec|MSZoning_RM', 'GarageFinish_RFn|LotConfig_Inside', 'SaleCondition_Partial|CentralAir_Y', 'Neighborhood_IDOTRR|MiscFeature_Gar2', 'RoofStyle_Flat|Fence_Tencode', 'LotShape_Reg|Neighborhood_Crawfor', 'RoofStyle_Hip|LotConfig_Corner', 'Exterior1st_HdBoard|Neighborhood_Somerst', 'SaleType_Tencode|PoolArea', 'BsmtHalfBath|MasVnrType_Tencode', 'Condition2_Tencode|Exterior1st_WdShing', 'TotalBsmtSF|SaleType_ConLI', 'FireplaceQu_Gd|Fireplaces', 'BsmtFinType2_GLQ|Electrical_FuseP', 'OverallQual|HouseStyle_SLvl', 'RoofMatl_CompShg|PoolQC_Tencode', 'Exterior2nd_Stone|BsmtQual_Ex', 'BsmtFinType1_BLQ|Condition1_Feedr', 'Exterior2nd_VinylSd|LotConfig_Tencode', 'LotConfig_CulDSac|GarageType_Basment', 'Neighborhood_BrDale|ExterCond_Tencode', 'LotShape_IR1|CentralAir_Tencode', 'Functional_Maj2|ExterQual_Ex', 'BsmtQual_Fa|Neighborhood_IDOTRR', 'BedroomAbvGr|2ndFlrSF', 'HouseStyle_Tencode|ExterQual_Tencode', 'PavedDrive_N|BsmtFinType1_LwQ', 'GarageType_Basment|BsmtFinType2_Unf', 'SaleCondition_Alloca|MasVnrType_Tencode', 'MiscFeature_Othr', 'LowQualFinSF|BldgType_Tencode', 'ExterQual_TA|2ndFlrSF', 'OverallQual|BsmtFinType1_LwQ', 'FireplaceQu_Gd|GarageQual_Po', 'Electrical_SBrkr|KitchenQual_TA', 'Neighborhood_OldTown|SaleType_ConLD', 'Neighborhood_BrDale|RoofMatl_WdShngl', 'BldgType_Duplex|Foundation_Tencode', 'Foundation_Slab|ExterCond_Fa', 'BsmtFinType1_Unf|HouseStyle_2Story', 'KitchenQual_Gd|Foundation_Tencode', 'HouseStyle_1.5Unf|ExterQual_Gd', 'BldgType_2fmCon|MSZoning_RL', 'Neighborhood_IDOTRR|MSZoning_RH', 'MiscFeature_Othr|PoolQC_Tencode', 'Neighborhood_BrkSide|Exterior2nd_Wd Shng', 'GarageArea|BsmtCond_Fa', 'Street_Grvl|RoofMatl_WdShngl', 'Neighborhood_NridgHt|ExterQual_Ex', 'BsmtFullBath|TotRmsAbvGrd', 'Exterior2nd_Stone|BsmtFinType1_Unf', 'SaleType_ConLw|BsmtUnfSF', 'BsmtFinType2_GLQ|BsmtCond_Fa', 'Condition1_Artery|Exterior2nd_CmentBd', 'YearRemodAdd|PavedDrive_Tencode', 'HeatingQC_Tencode|PavedDrive_Tencode', 'GarageType_Detchd|HouseStyle_1.5Fin', 'LandContour_HLS|Neighborhood_SawyerW', 'BsmtQual_Tencode|MSSubClass', 'GarageCond_Tencode|BsmtCond_TA', 'MiscVal|OpenPorchSF', 'LotShape_IR1|Exterior1st_AsbShng', 'HouseStyle_2.5Unf|MasVnrArea', 'Utilities_Tencode|HouseStyle_SLvl', '2ndFlrSF|MiscFeature_Gar2', 'KitchenQual_Ex|CentralAir_N', 'SaleCondition_Tencode|PoolArea', 'LotArea|Neighborhood_Veenker', 'GarageCars|BsmtQual_Gd', 'RoofStyle_Gable|Exterior1st_WdShing', 'MSZoning_C (all)|RoofStyle_Shed', 'RoofMatl_Tencode|MiscVal', 'Neighborhood_IDOTRR|BsmtExposure_Mn', 'ExterCond_Tencode|Condition1_Tencode', 'LotArea|GarageQual_TA', 'LotFrontage|PavedDrive_Y', 'LotArea|HouseStyle_2.5Unf', 'Exterior1st_Stucco|Neighborhood_Crawfor', 'MasVnrType_None|ExterQual_Gd', 'LandContour_Lvl|WoodDeckSF', 'HouseStyle_Tencode|Condition2_Artery', 'BsmtFinType1_ALQ|Exterior1st_Plywood', 'MSZoning_C (all)|BsmtCond_Gd', 'BldgType_2fmCon|FireplaceQu_Gd', 'FireplaceQu_Gd|GarageFinish_Tencode', 'YrSold|OpenPorchSF', 'BsmtExposure_No|Foundation_Slab', 'GarageCars|LotConfig_Tencode', 'BsmtFinType2_ALQ|RoofStyle_Gable', 'GrLivArea|PavedDrive_P', 'BsmtFinType2_ALQ|MSSubClass', 'Exterior2nd_AsbShng|HouseStyle_1.5Unf', 'BsmtQual_TA|Neighborhood_NAmes', 'GarageCond_Po|Exterior1st_WdShing', 'Condition1_Norm|Neighborhood_MeadowV', 'RoofStyle_Flat|GarageFinish_RFn', 'GarageType_Attchd|MSZoning_RL', 'Fence_Tencode|HouseStyle_1.5Fin', 'HeatingQC_Gd|ExterQual_Fa', 'Foundation_Stone|Condition1_Tencode', 'Heating_Tencode|Neighborhood_MeadowV', 'Exterior1st_BrkFace|HouseStyle_2.5Unf', 'Exterior2nd_Tencode|MiscFeature_Gar2', 'Fence_GdPrv|GarageType_CarPort', 'BldgType_Duplex|BsmtFinType2_ALQ', 'Utilities_Tencode|Street_Tencode', 'BsmtFinType2_Tencode|Neighborhood_IDOTRR', 'BsmtFinSF2|LotConfig_FR2', 'RoofStyle_Tencode|GarageType_Basment', 'PavedDrive_Tencode|MasVnrType_BrkCmn', 'HalfBath|HouseStyle_1.5Unf', 'Utilities_Tencode|Neighborhood_Tencode', 'RoofStyle_Hip|WoodDeckSF', 'HeatingQC_Ex|Neighborhood_MeadowV', 'SaleCondition_Normal|LotConfig_Tencode', 'Neighborhood_OldTown|Exterior2nd_CmentBd', 'FireplaceQu_Tencode|GarageType_Basment', 'Exterior2nd_CmentBd|MasVnrType_None', 'HeatingQC_Gd|BsmtFinType2_BLQ', 'BsmtFinType2_Tencode|Exterior2nd_Brk Cmn', 'Exterior1st_VinylSd|GarageQual_Tencode', 'Exterior2nd_BrkFace|Electrical_SBrkr', 'SaleCondition_Normal|Exterior1st_Plywood', 'Electrical_FuseA|Neighborhood_Crawfor', 'PoolQC_Tencode', 'BsmtQual_TA|OpenPorchSF', 'BsmtQual_Fa|PavedDrive_P', 'Alley_Pave|KitchenQual_Fa', 'MiscFeature_Othr|BsmtFinType1_LwQ', 'BldgType_2fmCon|BsmtQual_Gd', 'Neighborhood_StoneBr|BsmtFinType2_Unf', 'LandContour_Lvl|BsmtUnfSF', 'GarageFinish_Unf|RoofStyle_Shed', 'Neighborhood_BrDale|Exterior2nd_BrkFace', 'BsmtQual_Ex|ExterCond_Fa', 'GarageCond_TA|Electrical_FuseA', 'BsmtQual_TA|ExterQual_Fa', 'SaleType_Tencode|Exterior2nd_HdBoard', 'Alley_Tencode|HeatingQC_Gd', 'LandContour_Bnk|BsmtExposure_No', 'KitchenAbvGr|GarageType_Tencode', 'LandContour_Lvl|LotConfig_Tencode', 'Exterior2nd_Stone|BsmtFullBath', 'Heating_Tencode|Electrical_SBrkr', 'Condition1_PosA|Condition2_Norm', 'Neighborhood_NoRidge|BsmtExposure_No', 'PavedDrive_Tencode|LandSlope_Gtl', 'GarageType_CarPort|MSSubClass', 'Electrical_Tencode|Exterior2nd_Brk Cmn', 'Condition1_Tencode|Neighborhood_BrkSide', 'Neighborhood_NridgHt|ExterCond_Gd', 'Neighborhood_CollgCr|OverallCond', 'ExterQual_TA|GarageCars', 'GarageType_Attchd|Exterior2nd_AsphShn', 'LandSlope_Sev|Neighborhood_SWISU', 'Neighborhood_NWAmes|Condition1_Norm', 'Heating_GasW|BsmtQual_TA', 'Neighborhood_Gilbert|MSZoning_RL', 'Electrical_FuseP|MasVnrType_BrkFace', 'BedroomAbvGr|RoofMatl_WdShngl', 'SaleCondition_Family|SaleCondition_Abnorml', 'GarageType_Tencode|ExterQual_Tencode', 'Foundation_Tencode|BsmtFullBath', 'GarageCond_Fa|KitchenQual_Fa', 'Exterior2nd_Tencode|Exterior2nd_Wd Sdng', 'Electrical_SBrkr|Condition1_Tencode', 'Functional_Min1|Neighborhood_SawyerW', 'Electrical_Tencode|ExterCond_Tencode', 'BsmtQual_Fa|BsmtExposure_Av', 'Condition1_Feedr|HouseStyle_2.5Unf', 'FireplaceQu_Gd|LotShape_Reg', 'YearBuilt|BsmtFinType2_LwQ', 'BldgType_1Fam|MasVnrType_Stone', 'KitchenQual_Gd|HeatingQC_Tencode', 'FireplaceQu_Gd|Neighborhood_Mitchel', 'HeatingQC_Fa|PavedDrive_Tencode', 'Neighborhood_NridgHt|SaleType_ConLI', 'Exterior2nd_VinylSd|HouseStyle_2Story', 'BsmtExposure_Av|Condition1_Feedr', 'MiscFeature_Tencode|Foundation_Slab', 'FireplaceQu_Fa|Utilities_AllPub', 'Neighborhood_NAmes|HouseStyle_SLvl', 'GarageArea|MSZoning_Tencode', 'HeatingQC_Gd|2ndFlrSF', 'GarageQual_Gd|SaleCondition_Family', 'Electrical_FuseF|Exterior1st_Plywood', 'ExterCond_TA|Condition2_Tencode', 'BldgType_Twnhs|LowQualFinSF', 'ExterCond_Tencode|MasVnrType_None', 'BldgType_2fmCon|Neighborhood_Edwards', 'MasVnrArea|Exterior2nd_Plywood', 'Neighborhood_NridgHt|ExterCond_TA', 'Neighborhood_Edwards|SaleType_Oth', 'FullBath|BsmtFinSF1', 'BsmtQual_Ex|CentralAir_Tencode', 'Neighborhood_Edwards|GarageCond_Gd', 'YearRemodAdd|GarageQual_TA', 'Neighborhood_Edwards|GarageQual_Po', 'OverallCond|RoofMatl_WdShngl', 'Functional_Typ|Neighborhood_SawyerW', 'MSSubClass|Utilities_AllPub', 'Neighborhood_CollgCr|RoofMatl_WdShngl', 'HeatingQC_TA|Heating_GasA', 'LotShape_Tencode|BsmtFinType2_GLQ', 'BsmtFinType1_Rec|BsmtFinType2_LwQ', 'BsmtExposure_Tencode|Electrical_FuseF', 'SaleType_New|Condition1_Feedr', 'Heating_GasW|Electrical_SBrkr', 'LandSlope_Tencode|HeatingQC_Ex', 'LandContour_HLS|Condition1_RRAe', 'BsmtQual_Tencode|SaleCondition_Partial', 'Exterior2nd_MetalSd|Exterior2nd_AsphShn', 'MiscVal|Neighborhood_Edwards', 'BsmtUnfSF|RoofStyle_Tencode', 'ExterCond_Tencode|Exterior1st_VinylSd', 'GarageQual_Tencode', 'MoSold|LotConfig_Tencode', 'GarageType_BuiltIn|Exterior2nd_Wd Shng', '1stFlrSF|ExterCond_Fa', 'Exterior1st_HdBoard|BldgType_TwnhsE', 'FireplaceQu_Gd|Exterior1st_VinylSd', 'RoofStyle_Shed|MasVnrType_BrkCmn', 'HouseStyle_SFoyer|RoofStyle_Gable', 'GarageType_Tencode|MoSold', 'BsmtFinType1_Tencode|Neighborhood_OldTown', 'BsmtQual_Tencode|Neighborhood_NoRidge', 'Alley_Tencode|Exterior1st_WdShing', 'Exterior2nd_Stucco|HeatingQC_TA', 'FireplaceQu_Po|BsmtFinType1_GLQ', 'PoolQC_Tencode|BsmtExposure_Av', 'Condition1_Feedr', 'Street_Tencode|GarageType_CarPort', 'Condition1_Artery|MasVnrType_None', 'HalfBath|Exterior2nd_CmentBd', 'Exterior1st_HdBoard|Condition2_Norm', 'BsmtFinSF2|Neighborhood_Gilbert', 'GarageType_BuiltIn|Exterior2nd_HdBoard', 'FireplaceQu_Gd|Foundation_CBlock', 'FireplaceQu_Gd|GarageType_Attchd', 'Foundation_BrkTil|BldgType_Tencode', 'GarageType_Attchd|Exterior2nd_Wd Shng', 'Exterior1st_VinylSd|HouseStyle_2.5Unf', 'SaleCondition_Tencode|GarageFinish_Unf', 'GarageType_Basment|BsmtCond_Fa', 'Neighborhood_NAmes|Exterior1st_WdShing', 'Exterior2nd_AsbShng|GarageQual_TA', 'FireplaceQu_Ex|BsmtExposure_Gd', 'Exterior2nd_Tencode|Street_Pave', 'Exterior2nd_Tencode|Exterior1st_WdShing', 'HouseStyle_SFoyer|Exterior2nd_AsphShn', 'Exterior2nd_MetalSd|GarageType_CarPort', 'Exterior2nd_BrkFace|HeatingQC_Ex', 'FireplaceQu_TA|Exterior2nd_Plywood', 'RoofMatl_CompShg|HouseStyle_1.5Unf', 'Foundation_Stone|BldgType_Tencode', 'Exterior1st_HdBoard|RoofStyle_Tencode', 'HeatingQC_Fa|RoofStyle_Gambrel', 'RoofStyle_Shed|Exterior2nd_Plywood', 'ExterCond_TA|LotShape_IR3', 'BsmtCond_Gd|Condition1_Tencode', 'Neighborhood_Tencode|Fence_GdWo', 'Alley_Pave|Fence_GdWo', 'Condition1_Feedr|Fence_GdWo', 'Exterior2nd_Stone|LandContour_Bnk', 'Exterior1st_CemntBd|Condition1_Tencode', 'PoolArea|WoodDeckSF', 'Electrical_FuseP|Neighborhood_StoneBr', 'Neighborhood_Mitchel|Neighborhood_Sawyer', 'Condition1_PosN|BsmtFinSF1', 'ExterCond_Tencode|Condition1_RRAn', 'Exterior2nd_Tencode|KitchenQual_Tencode', 'BsmtFinSF2|ExterQual_Ex', 'Electrical_SBrkr|Exterior1st_Tencode', '1stFlrSF|Exterior1st_VinylSd', 'BsmtFinType2_GLQ|SaleType_ConLD', 'YearRemodAdd|Neighborhood_IDOTRR', 'Exterior1st_HdBoard|ExterQual_Fa', '1stFlrSF|BsmtCond_Fa', 'LotConfig_FR2|SaleType_ConLD', 'PavedDrive_P|HouseStyle_SLvl', 'TotRmsAbvGrd|Exterior2nd_HdBoard', 'Exterior1st_CemntBd|OpenPorchSF', 'BsmtFinType2_GLQ|TotRmsAbvGrd', 'MiscFeature_Tencode|MSZoning_FV', 'MiscFeature_Shed|Exterior2nd_Plywood', 'HouseStyle_1.5Unf|Functional_Min1', 'Condition1_Artery|EnclosedPorch', 'Exterior2nd_Wd Sdng|BsmtExposure_Mn', 'Functional_Tencode|LotConfig_FR2', 'Neighborhood_ClearCr|LandSlope_Mod', 'Fence_Tencode|BsmtFinType2_LwQ', 'SaleCondition_Tencode|KitchenQual_Gd', 'SaleType_Tencode|SaleType_New', 'SaleType_New|Alley_Grvl', 'YearBuilt|MSZoning_Tencode', 'Utilities_Tencode|PavedDrive_Tencode', 'Neighborhood_NridgHt|GarageArea', 'HouseStyle_1Story|Electrical_FuseF', 'LandSlope_Tencode|BsmtFinType1_LwQ', 'BsmtFinType2_Rec|Condition2_Artery', 'FireplaceQu_Gd|GarageType_2Types', 'LandSlope_Mod|Exterior1st_Stucco', 'Condition1_Norm|CentralAir_Tencode', 'LandContour_HLS|Exterior1st_BrkComm', 'ExterCond_Fa|Neighborhood_MeadowV', 'GarageType_Tencode|FireplaceQu_Fa', 'Neighborhood_NPkVill|Neighborhood_Somerst', 'Electrical_FuseA|LotConfig_Inside', 'Foundation_Stone|BedroomAbvGr', 'Exterior2nd_Stone|Electrical_FuseP', 'BsmtQual_Tencode|Fence_MnWw', 'BsmtFinType1_BLQ|PavedDrive_Tencode', 'YearBuilt|GarageType_CarPort', 'Exterior2nd_VinylSd|Neighborhood_MeadowV', 'BsmtQual_Tencode|Neighborhood_Timber', 'Condition1_RRAe|BsmtQual_Gd', 'HeatingQC_Ex|BsmtFinType2_Rec', 'LandContour_Low|Exterior2nd_Plywood', 'PavedDrive_N|3SsnPorch', 'RoofStyle_Shed|MSSubClass', 'BsmtFinType2_Tencode|Functional_Mod', 'LandContour_Lvl|Fence_MnPrv', 'BsmtQual_Tencode|TotRmsAbvGrd', 'BsmtFinType2_ALQ|BsmtQual_Gd', 'Functional_Maj1|Neighborhood_StoneBr', 'HeatingQC_TA|GarageFinish_Fin', 'Exterior2nd_Tencode|Fence_MnWw', 'SaleType_ConLw|LandSlope_Gtl', 'HalfBath|Condition1_Tencode', 'LowQualFinSF|BsmtExposure_No', 'RoofStyle_Shed|Exterior1st_Wd Sdng', 'KitchenQual_Gd|Exterior1st_BrkComm', 'LandContour_HLS|LandContour_Bnk', 'PavedDrive_N|Exterior1st_Tencode', 'GarageCars|PavedDrive_Tencode', 'SaleType_ConLD|BsmtFullBath', 'Condition1_RRAe|ExterCond_Fa', 'Neighborhood_Mitchel|LandSlope_Gtl', 'BldgType_Twnhs|GarageQual_TA', 'SaleType_ConLI|LotShape_IR3', 'GarageCond_Gd|GarageType_Basment', 'GarageArea|LotConfig_Inside', 'FireplaceQu_Tencode|Electrical_FuseA', 'Utilities_Tencode|Alley_Pave', 'GarageType_BuiltIn|KitchenQual_Fa', 'SaleType_ConLw|Functional_Min2', 'LotShape_IR2|Exterior1st_WdShing', 'LandContour_Low|BsmtFinType2_Tencode', 'Functional_Mod|BsmtQual_Gd', 'MSZoning_RL|WoodDeckSF', 'BldgType_2fmCon|LandContour_HLS', 'Exterior2nd_MetalSd|BsmtFinType1_LwQ', 'HeatingQC_Gd|Electrical_FuseF', 'SaleType_ConLI|MasVnrType_Tencode', 'RoofMatl_Tar&Grv|KitchenQual_Fa', 'SaleType_Tencode|WoodDeckSF', 'BsmtFinType2_GLQ|3SsnPorch', 'Exterior2nd_Stone|Electrical_FuseF', 'LandSlope_Tencode|OpenPorchSF', 'BsmtExposure_Mn|HouseStyle_1.5Fin', 'EnclosedPorch|MiscFeature_Gar2', 'Alley_Tencode|MSZoning_RL', 'HeatingQC_TA|ExterCond_Gd', 'LotShape_Tencode|2ndFlrSF', 'BsmtFinType2_GLQ|MSZoning_C (all)', 'BsmtQual_Fa|Neighborhood_MeadowV', 'LotShape_IR1|KitchenQual_Ex', 'Functional_Tencode|FireplaceQu_Fa', 'GarageCond_Po|FireplaceQu_Gd', 'FireplaceQu_Po|HouseStyle_Tencode', 'SaleType_CWD|Exterior1st_Wd Sdng', 'GarageQual_Fa|BsmtExposure_Gd', 'GarageQual_Fa|ExterQual_Gd', 'Exterior2nd_HdBoard|Neighborhood_MeadowV', 'Exterior1st_CemntBd|KitchenQual_Fa', 'MiscVal|Functional_Maj2', 'GarageQual_Po|Exterior2nd_Wd Sdng', 'GrLivArea|Condition1_RRAn', 'FireplaceQu_Ex|WoodDeckSF', 'Neighborhood_Timber|Functional_Min2', 'BedroomAbvGr|Neighborhood_Timber', 'BsmtFinType1_ALQ|BsmtFinType1_Unf', 'LotFrontage|BsmtFinType2_LwQ', 'HeatingQC_Tencode|Neighborhood_Timber', 'GarageCond_TA|BsmtFullBath', 'Condition1_Tencode|HouseStyle_2.5Unf', 'BldgType_Twnhs|Exterior1st_BrkComm', 'KitchenQual_Gd|LotConfig_CulDSac', 'LandSlope_Sev|PavedDrive_Tencode', 'LotShape_IR1|RoofMatl_Tar&Grv', 'LotShape_IR1|SaleType_CWD', 'GarageType_Detchd|SaleType_COD', 'Foundation_PConc|GarageCars', 'Neighborhood_NoRidge|Foundation_Tencode', 'Alley_Tencode|LotConfig_FR2', 'SaleType_Tencode|Neighborhood_Veenker', 'GarageCond_TA|Exterior2nd_CmentBd', 'Condition2_Tencode|BsmtQual_Gd', 'Exterior1st_BrkFace|LandContour_Low', 'HouseStyle_Tencode|Functional_Min2', 'Foundation_CBlock|Exterior1st_Plywood', 'LotShape_IR1|Exterior1st_Tencode', 'YearRemodAdd|SaleType_New', 'PavedDrive_N|OverallCond', 'Exterior1st_HdBoard|Exterior2nd_Brk Cmn', 'Foundation_CBlock|Neighborhood_BrkSide', 'Exterior2nd_AsbShng|SaleCondition_Partial', '3SsnPorch|OpenPorchSF', 'Exterior1st_Tencode|ExterQual_Fa', 'BsmtExposure_Gd|HouseStyle_2Story', 'Street_Grvl|MSZoning_FV', 'Neighborhood_Blmngtn|MiscFeature_Shed', 'MiscVal|Neighborhood_Gilbert', 'LotShape_Reg|SaleCondition_Alloca', 'GarageType_BuiltIn|MSSubClass', 'Exterior2nd_Stone|Exterior2nd_HdBoard', 'HeatingQC_Fa|KitchenQual_Ex', 'Exterior2nd_CmentBd|SaleCondition_Abnorml', 'BsmtHalfBath|Exterior1st_WdShing', 'SaleType_ConLD|Alley_Grvl', 'GarageFinish_Unf|BsmtCond_Gd', 'Foundation_BrkTil|OverallCond', 'Electrical_Tencode|Exterior1st_Plywood', 'Neighborhood_NoRidge|PavedDrive_Y', 'Functional_Typ|Condition1_Norm', 'LandContour_Low|HouseStyle_2.5Unf', 'OpenPorchSF|Condition2_Artery', 'Exterior1st_VinylSd|BsmtFinType2_Unf', 'BsmtFinType2_ALQ|BsmtCond_Gd', 'RoofStyle_Flat|Alley_Grvl', 'MiscFeature_Othr|MSZoning_RL', 'LotConfig_FR2|BsmtFinType1_ALQ', 'Exterior2nd_CmentBd|GarageCond_Ex', 'BldgType_Duplex|Condition1_RRAn', 'YearBuilt|KitchenQual_TA', 'BsmtFinType1_ALQ', 'Neighborhood_Gilbert|Exterior2nd_Wd Shng', 'BsmtExposure_Gd|MSZoning_FV', 'Condition1_Artery|Exterior1st_Wd Sdng', 'LandContour_Tencode|BldgType_1Fam', 'SaleType_ConLD|Condition2_Artery', 'Foundation_Tencode|SaleCondition_Normal', 'LotShape_IR1|YearBuilt', 'BldgType_2fmCon|Foundation_BrkTil', 'YearBuilt|BsmtUnfSF', 'LandContour_Bnk|Neighborhood_Sawyer', 'BldgType_Twnhs|SaleCondition_Abnorml', 'ExterQual_Tencode|MSZoning_Tencode', 'BldgType_2fmCon|ExterCond_TA', 'Foundation_BrkTil|BsmtFinType1_GLQ', 'KitchenAbvGr|Functional_Mod', 'FireplaceQu_Gd|Exterior1st_WdShing', 'MiscVal|KitchenQual_Ex', 'YearRemodAdd|SaleCondition_Normal', 'Foundation_Tencode|MSZoning_C (all)', 'Foundation_CBlock|ExterQual_Fa', 'BsmtCond_Gd|GarageType_Basment', 'KitchenQual_Fa|BsmtCond_TA', 'Foundation_Slab|BsmtCond_TA', 'Condition1_Artery|Neighborhood_Sawyer', 'GarageType_Detchd|Exterior2nd_Wd Sdng', 'OverallCond|Neighborhood_MeadowV', 'Electrical_Tencode|SaleCondition_Family', 'ExterQual_Gd|Utilities_AllPub', 'BsmtCond_Tencode|MSZoning_RH', 'LotShape_IR1|CentralAir_N', 'LandContour_Low|Condition1_PosN', 'GarageFinish_Tencode|RoofStyle_Tencode', 'Exterior1st_AsbShng|KitchenQual_Fa', 'CentralAir_Y|Exterior2nd_Brk Cmn', 'GarageFinish_Unf|LotShape_IR1', 'LotShape_IR2|Foundation_CBlock', 'BsmtFinType2_BLQ|GarageArea', 'LotShape_Reg|ExterQual_Fa', 'HeatingQC_TA|BldgType_1Fam', 'KitchenAbvGr|LowQualFinSF', 'GarageType_BuiltIn|BsmtFinSF1', 'Neighborhood_StoneBr|GarageFinish_RFn', 'BsmtCond_Po|MSSubClass', 'BsmtFinType1_BLQ|RoofMatl_WdShngl', 'ExterQual_Gd|WoodDeckSF', 'MSZoning_C (all)|FireplaceQu_TA', 'SaleType_ConLw|Fence_Tencode', 'BsmtFinSF2|Exterior2nd_Plywood', 'RoofStyle_Gable|Condition1_Tencode', 'SaleCondition_Alloca|RoofStyle_Shed', 'Electrical_FuseF|GarageType_2Types', 'Foundation_Tencode|HouseStyle_1.5Fin', 'Exterior2nd_Stucco|SaleCondition_Partial', 'SaleCondition_Tencode|GarageCond_Ex', 'BsmtHalfBath|GarageQual_Po', 'BsmtFinType2_Rec|BsmtExposure_Mn', 'GarageType_Detchd|CentralAir_N', 'MSZoning_Tencode|Condition1_RRAn', 'Neighborhood_CollgCr|GarageType_CarPort', 'PavedDrive_Y|FireplaceQu_Fa', 'SaleType_ConLD|HouseStyle_1.5Fin', 'BldgType_2fmCon|Heating_Tencode', 'GarageCond_Gd|RoofStyle_Tencode', 'LotShape_Reg|KitchenQual_Gd', 'GarageFinish_Unf|Alley_Grvl', 'SaleType_ConLI|Fence_MnWw', 'PoolQC_Tencode|ExterCond_Gd', 'BldgType_Twnhs|BldgType_Tencode', 'Fence_MnPrv|Functional_Min2', 'HalfBath|BsmtFinType1_GLQ', 'GrLivArea|Electrical_Tencode', 'Exterior1st_WdShing|BsmtExposure_Mn', 'GarageType_Attchd|CentralAir_Tencode', 'LandContour_Bnk|FireplaceQu_Ex', 'SaleCondition_Family|GarageType_Basment', 'MSSubClass|Exterior2nd_AsphShn', 'Exterior2nd_MetalSd|LotConfig_Tencode', 'SaleType_ConLI|BldgType_1Fam', 'Exterior1st_Tencode|LotShape_IR3', 'TotRmsAbvGrd|ExterQual_Ex', 'MiscFeature_Tencode|Neighborhood_BrkSide', 'BldgType_Twnhs|Condition2_Norm', '2ndFlrSF|Condition1_Tencode', 'KitchenQual_Gd|BsmtQual_Fa', 'HouseStyle_SFoyer|GarageType_2Types', 'LotShape_IR2|Foundation_PConc', 'BsmtFinType1_GLQ|BsmtQual_Gd', 'Street_Tencode|BsmtFullBath', 'PavedDrive_P|MSZoning_RH', 'GarageCond_Po|BsmtFinType1_LwQ', 'LotFrontage|Neighborhood_Sawyer', 'BsmtExposure_Tencode|MasVnrType_Stone', 'KitchenQual_Gd|KitchenQual_Ex', 'LotConfig_Corner|Neighborhood_Crawfor', 'CentralAir_Y|MiscFeature_Gar2', 'MSSubClass|WoodDeckSF', 'Neighborhood_BrDale|LandContour_Low', 'RoofStyle_Gambrel|Exterior1st_VinylSd', 'Neighborhood_SWISU|GarageQual_Tencode', 'LotConfig_CulDSac|LandSlope_Gtl', 'Utilities_Tencode|ExterCond_TA', 'BsmtExposure_Av|BsmtCond_Tencode', 'YrSold|3SsnPorch', 'LandSlope_Sev|1stFlrSF', 'GarageType_Basment|Condition1_Tencode', 'SaleType_Tencode|Exterior1st_Tencode', 'Condition1_PosA|Exterior1st_BrkComm', 'KitchenQual_TA|Utilities_AllPub', 'Alley_Grvl|GarageType_2Types', 'LotShape_Reg|Functional_Min2', 'GarageCond_Gd|Neighborhood_IDOTRR', 'SaleType_ConLw|Fence_MnPrv', 'Exterior2nd_AsbShng|BsmtFinType1_GLQ', 'GarageCond_TA|Exterior1st_Wd Sdng', 'Condition1_Artery|Exterior2nd_Plywood', 'SaleType_ConLw|Exterior1st_Tencode', 'HeatingQC_Tencode|Fence_GdWo', 'FireplaceQu_Tencode|BsmtCond_Tencode', 'RoofStyle_Hip|KitchenQual_TA', 'LandSlope_Tencode|BsmtExposure_Gd', 'BsmtFinType1_Tencode|Fence_MnPrv', 'BsmtFinType2_BLQ|MasVnrArea', 'ExterCond_Gd|GarageType_BuiltIn', 'LotShape_Reg|GarageCond_Ex', 'GarageCond_Tencode|GarageQual_Po', 'BsmtCond_Gd|Condition2_Artery', 'RoofStyle_Gable|GarageType_Basment', 'SaleType_WD|LandContour_Bnk', 'GarageType_Basment|Exterior1st_VinylSd', 'Foundation_Stone|OverallCond', 'Exterior2nd_BrkFace|Exterior2nd_AsphShn', 'GarageQual_TA|Electrical_FuseF', 'HouseStyle_SFoyer|Neighborhood_Sawyer', 'Fence_Tencode|BsmtFinType1_Rec', 'GrLivArea|LandContour_Tencode', 'Foundation_BrkTil|Condition1_Tencode', 'MSZoning_RL|HouseStyle_1.5Fin', 'Exterior2nd_Stone|Condition1_RRAn', 'Exterior1st_VinylSd|BsmtQual_Gd', 'GarageQual_TA|BsmtFinType1_GLQ', 'Exterior2nd_Tencode|Utilities_AllPub', 'BsmtQual_Ex|GarageType_CarPort', 'PavedDrive_N|Foundation_Stone', 'Functional_Maj2|BsmtFinType1_Rec', 'HeatingQC_TA|Exterior2nd_AsphShn', 'Exterior2nd_VinylSd|MoSold', 'Electrical_Tencode|GarageType_Attchd', 'Exterior2nd_CmentBd|LotConfig_Inside', 'Alley_Tencode|MiscVal', 'BldgType_Duplex|Neighborhood_StoneBr', 'LotShape_Tencode|Neighborhood_Timber', 'Neighborhood_Sawyer|FireplaceQu_TA', 'BsmtFullBath|Neighborhood_StoneBr', 'GarageCond_Po|Neighborhood_IDOTRR', 'LandContour_Low|BsmtCond_TA', 'EnclosedPorch|Neighborhood_Veenker', 'Foundation_Slab|Street_Pave', 'FireplaceQu_Fa|GarageCond_Fa', 'Neighborhood_NoRidge|Condition1_RRAe', 'Neighborhood_Edwards|MiscFeature_Gar2', 'BldgType_Duplex|GrLivArea', 'BsmtCond_TA|LotConfig_Inside', 'Exterior1st_CemntBd|BsmtFinSF1', 'GarageCond_Ex|GarageType_2Types', 'Neighborhood_NAmes|Neighborhood_Timber', 'RoofMatl_Tar&Grv|LowQualFinSF', 'LandContour_Lvl|Condition1_Tencode', 'Exterior2nd_Brk Cmn|RoofMatl_WdShngl', 'SaleType_Tencode|Exterior2nd_Wd Sdng', 'LotConfig_Tencode|Exterior2nd_Wd Shng', 'Exterior2nd_Stone|MasVnrType_Stone', 'LandSlope_Tencode|MSSubClass', 'Condition1_PosA|Condition1_Norm', 'BsmtFinType1_ALQ|Neighborhood_SawyerW', 'Exterior2nd_AsbShng|SaleCondition_Abnorml', 'BsmtFullBath|MSSubClass', 'PoolQC_Tencode|Neighborhood_IDOTRR', 'Neighborhood_BrDale|Exterior1st_HdBoard', 'KitchenQual_Tencode|BsmtFinType1_GLQ', 'Exterior1st_VinylSd|Exterior2nd_HdBoard', 'KitchenAbvGr|Neighborhood_SWISU', 'Exterior1st_MetalSd|Fence_MnWw', 'Functional_Maj1|PoolArea', 'RoofStyle_Gambrel|SaleCondition_Abnorml', 'KitchenQual_Ex|CentralAir_Tencode', 'LotShape_IR1|BsmtQual_Gd', 'Neighborhood_BrkSide|BsmtFinType1_GLQ', 'BsmtExposure_Tencode|PavedDrive_P', 'FireplaceQu_Tencode|Exterior1st_Plywood', 'CentralAir_N|Exterior1st_WdShing', 'Exterior2nd_Stone|ExterCond_Fa', 'Exterior2nd_BrkFace|Foundation_CBlock', 'GarageType_Detchd|BsmtFinType2_Rec', 'Exterior1st_VinylSd|BsmtCond_TA', 'Neighborhood_Somerst|Neighborhood_Crawfor', 'KitchenQual_Gd|CentralAir_Y', 'RoofMatl_Tencode|Exterior2nd_BrkFace', 'RoofMatl_CompShg|Neighborhood_NAmes', 'GrLivArea|BldgType_Tencode', 'Foundation_PConc|Exterior2nd_MetalSd', 'ExterCond_TA|Neighborhood_CollgCr', 'Functional_Maj2|BsmtFinType2_Unf', 'RoofMatl_CompShg|MSZoning_RL', 'Exterior2nd_Stucco|BsmtQual_Ex', 'BsmtQual_Tencode|Functional_Min1', 'RoofMatl_Tencode|BldgType_1Fam', 'HeatingQC_TA|Fireplaces', 'HouseStyle_SFoyer|BsmtExposure_Mn', 'Street_Tencode|1stFlrSF', 'LotShape_IR2|GrLivArea', 'ExterQual_TA|GarageType_Tencode', 'Utilities_Tencode|BldgType_Tencode', 'Neighborhood_Somerst|Exterior1st_Stucco', 'Neighborhood_Mitchel|MSZoning_RH', 'BldgType_TwnhsE|Exterior2nd_Plywood', 'Condition1_Artery|BsmtFinType2_Unf', 'BldgType_2fmCon|ExterQual_Fa', 'MSZoning_C (all)|Exterior1st_Tencode', 'BsmtFinType2_ALQ|3SsnPorch', 'RoofStyle_Gambrel|Neighborhood_NWAmes', 'Utilities_Tencode|Alley_Grvl', 'Neighborhood_BrkSide|MasVnrType_Tencode', 'GarageType_Tencode|ExterQual_Fa', 'GarageQual_Po|MSZoning_RH', 'GrLivArea|Neighborhood_NAmes', 'Street_Pave|Neighborhood_MeadowV', 'MiscFeature_Tencode|MasVnrArea', 'BsmtExposure_Tencode|Condition1_Norm', 'Exterior1st_Stucco|BsmtCond_TA', 'Fence_GdWo|ExterCond_Fa', 'Electrical_FuseF|MiscFeature_Gar2', 'MasVnrType_BrkFace|Fence_MnPrv', 'RoofStyle_Hip|Neighborhood_Gilbert', 'PavedDrive_Y|BldgType_Tencode', 'GarageQual_Gd|BsmtExposure_Mn', 'BsmtFinSF2|SaleType_Oth', 'RoofStyle_Shed|MiscFeature_Tencode', 'Heating_GasW|CentralAir_Y', 'MiscVal|Condition1_RRAe', 'RoofStyle_Flat|LotArea', 'GarageFinish_Fin|GarageType_Basment', 'SaleCondition_Tencode|Exterior2nd_BrkFace', 'LotArea|Functional_Mod', 'GarageType_Tencode|BsmtUnfSF', 'Neighborhood_Blmngtn|BsmtFinType1_ALQ', 'Neighborhood_BrDale|Functional_Maj1', 'LotConfig_FR2|Functional_Mod', 'Foundation_Tencode|GarageQual_TA', 'MSZoning_RM|MSZoning_RH', 'LandContour_Tencode|SaleType_Oth', 'SaleType_Tencode|Condition1_Feedr', 'BsmtQual_Fa|Exterior1st_MetalSd', 'TotalBsmtSF|FireplaceQu_Gd', 'MiscFeature_Shed|Exterior2nd_Brk Cmn', 'LandSlope_Sev|Neighborhood_NAmes', 'Electrical_Tencode|BsmtQual_Tencode', 'Electrical_FuseA|Neighborhood_NAmes', 'Exterior2nd_VinylSd|Alley_Grvl', 'HouseStyle_2.5Unf|SaleType_Oth', '1stFlrSF|GarageType_Attchd', 'Neighborhood_Somerst|MasVnrType_None', 'Exterior1st_Stucco|BsmtFullBath', 'Heating_GasA|GarageCond_Gd', 'SaleCondition_Partial|Exterior1st_MetalSd', 'Foundation_Tencode|BsmtCond_Fa', 'BsmtFinType1_ALQ|ExterCond_Gd', 'BldgType_2fmCon|HalfBath', 'HeatingQC_Gd|Fence_MnPrv', 'EnclosedPorch|ScreenPorch', 'RoofStyle_Hip|TotRmsAbvGrd', 'BsmtQual_Ex|Exterior2nd_CmentBd', 'YrSold|HeatingQC_Gd', 'Electrical_Tencode|Neighborhood_Gilbert', 'BsmtFinSF2|Condition2_Artery', 'Fence_GdPrv|Exterior2nd_Brk Cmn', 'HouseStyle_SFoyer|PoolArea', 'Neighborhood_NridgHt|Electrical_SBrkr', 'Exterior2nd_Stucco|Foundation_Stone', 'Utilities_Tencode|Exterior2nd_Wd Shng', 'LotShape_Tencode|GarageQual_TA', 'LowQualFinSF|MasVnrArea', 'Neighborhood_NWAmes|OpenPorchSF', 'Exterior2nd_Stucco|SaleType_COD', 'MiscFeature_Tencode|Neighborhood_StoneBr', 'GarageFinish_Unf|BsmtCond_Tencode', 'GarageArea|Exterior1st_Tencode', 'BldgType_TwnhsE|KitchenQual_Fa', 'SaleType_ConLD|Foundation_Slab', 'GarageCond_TA|Electrical_SBrkr', 'ExterCond_Tencode|SaleType_COD', 'BldgType_Duplex|RoofStyle_Tencode', 'Heating_Grav|BsmtFinSF1', 'TotRmsAbvGrd|Neighborhood_SawyerW', 'FullBath|Functional_Mod', 'LotShape_Reg|Exterior2nd_Plywood', 'BsmtFinType2_ALQ|BsmtUnfSF', 'HeatingQC_TA|GarageCond_Tencode', 'LotConfig_CulDSac|BsmtExposure_Gd', 'HeatingQC_Ex|RoofStyle_Gable', 'Heating_GasA|MiscFeature_Shed', 'Neighborhood_SWISU|BldgType_Tencode', 'BsmtFinType2_ALQ|GarageCond_Ex', 'BsmtFinType2_LwQ|ExterQual_Tencode', 'SaleType_Tencode|Exterior2nd_Wd Shng', 'BsmtQual_Tencode|BsmtFinType1_LwQ', 'YrSold|FireplaceQu_Ex', 'BsmtQual_Tencode|Exterior1st_CemntBd', 'GrLivArea|MasVnrType_Tencode', 'GarageCond_Gd|MasVnrArea', 'BsmtCond_Po|Exterior1st_Tencode', 'Neighborhood_StoneBr|BsmtExposure_No', 'Neighborhood_Somerst|PoolArea', 'GrLivArea|Exterior2nd_BrkFace', 'ExterCond_Tencode|GarageArea', 'Exterior1st_HdBoard|MSZoning_C (all)', 'GarageFinish_Tencode|Functional_Maj1', 'RoofMatl_Tar&Grv|Neighborhood_SawyerW', 'GarageCond_TA|BsmtQual_TA', 'Exterior2nd_Tencode|SaleType_COD', 'BsmtFinType1_ALQ|GarageType_CarPort', 'EnclosedPorch|Electrical_SBrkr', 'Foundation_PConc|HouseStyle_1.5Fin', 'BldgType_Tencode|Neighborhood_IDOTRR', 'HalfBath|MiscFeature_Tencode', 'HalfBath|Condition2_Artery', 'BsmtFullBath|Neighborhood_Crawfor', 'GarageFinish_Tencode|BsmtExposure_Mn', 'BsmtExposure_No|HouseStyle_2Story', 'BldgType_Twnhs|SaleType_ConLw', 'BsmtFinType2_LwQ|Neighborhood_BrkSide', 'BldgType_Twnhs|Condition1_Tencode', 'RoofMatl_Tencode|RoofStyle_Hip', 'Condition2_Artery|BldgType_Tencode', 'Exterior2nd_AsbShng|LotShape_IR1', 'Exterior1st_CemntBd|Exterior2nd_MetalSd', 'GarageCond_TA|Foundation_Tencode', 'HeatingQC_Fa|RoofMatl_Tar&Grv', 'HouseStyle_2.5Unf|Exterior1st_Tencode', 'YrSold|BsmtUnfSF', 'SaleType_WD|Neighborhood_StoneBr', 'Condition2_Artery|MasVnrType_Tencode', 'CentralAir_Tencode|Neighborhood_SawyerW', 'Condition1_PosN|Utilities_AllPub', 'Condition1_Artery|Electrical_FuseA', 'BldgType_2fmCon|BldgType_TwnhsE', 'ExterCond_Gd|BsmtFinType2_LwQ', 'Electrical_SBrkr|BsmtCond_TA', 'LandContour_Low|Electrical_Tencode', 'Exterior2nd_AsbShng|OpenPorchSF', 'Neighborhood_BrkSide|MasVnrArea', 'ExterCond_TA|Exterior2nd_Wd Sdng', 'Neighborhood_NPkVill|Neighborhood_SawyerW', 'SaleCondition_Abnorml|Functional_Min2', 'GarageFinish_RFn|Exterior2nd_Brk Cmn', 'RoofMatl_Tencode|Exterior1st_MetalSd', 'MiscFeature_Gar2|MSZoning_RH', 'Alley_Grvl|HouseStyle_SLvl', 'Foundation_Stone|FullBath', 'Neighborhood_Mitchel|Neighborhood_IDOTRR', 'KitchenQual_Fa|HouseStyle_2Story', 'BsmtFinType1_Rec|BldgType_Tencode', 'Condition2_Tencode|MSZoning_RL', 'KitchenAbvGr|Neighborhood_NAmes', 'Exterior1st_MetalSd|HouseStyle_2Story', 'Neighborhood_OldTown|GarageQual_Fa', 'HouseStyle_1Story|LotConfig_Tencode', 'LandSlope_Mod|BsmtQual_TA', 'Exterior2nd_Plywood|Exterior1st_Wd Sdng', 'Exterior2nd_VinylSd|PoolArea', 'BsmtFinType1_Rec|BsmtCond_Gd', 'Condition1_PosN|BsmtExposure_Gd', 'PavedDrive_Tencode|OpenPorchSF', 'LotShape_Tencode|LandSlope_Tencode', 'Neighborhood_NWAmes|MasVnrType_BrkFace', 'GarageType_Detchd|Electrical_FuseP', 'MasVnrType_BrkCmn|MSZoning_RM', 'MSZoning_Tencode|BsmtFinType1_GLQ', 'Electrical_FuseA|Condition1_Norm', 'HouseStyle_Tencode|Neighborhood_OldTown', 'LotConfig_Tencode|BsmtFinType1_LwQ', 'Electrical_Tencode|LandSlope_Sev', 'GarageQual_Tencode|BsmtFinType1_Unf', 'BldgType_1Fam|WoodDeckSF', 'FireplaceQu_Ex|LotConfig_Inside', 'LotConfig_Corner|Neighborhood_StoneBr', 'Condition1_PosN|OpenPorchSF', 'BsmtFinType2_BLQ|Exterior2nd_HdBoard', 'PavedDrive_Y|SaleType_New', 'SaleType_ConLI|GarageFinish_RFn', 'SaleType_ConLD|BsmtFinType2_Unf', 'GarageType_Attchd|KitchenQual_TA', 'EnclosedPorch|GarageFinish_RFn', 'Neighborhood_Sawyer|RoofMatl_WdShngl', 'GarageCond_Po|BsmtFinType2_Rec', 'Neighborhood_BrDale|Street_Pave', 'FireplaceQu_Po|Exterior1st_WdShing', 'Neighborhood_NPkVill|Fence_GdWo', 'BsmtUnfSF|LotShape_IR3', 'Exterior2nd_Tencode|BedroomAbvGr', 'Neighborhood_NPkVill|Exterior1st_Plywood', 'TotalBsmtSF|Neighborhood_Edwards', 'YearBuilt|HeatingQC_Ex', 'ExterQual_TA|BsmtFinSF1', 'GarageCond_Ex|OverallCond', 'Exterior2nd_CmentBd|GarageType_CarPort', 'Exterior2nd_MetalSd|2ndFlrSF', 'Fireplaces|Fence_MnWw', 'GarageCond_Po|SaleType_Tencode', 'Utilities_Tencode|Exterior1st_WdShing', 'SaleType_ConLI|GarageCond_Fa', 'Exterior2nd_Tencode|SaleType_Tencode', 'GarageQual_Tencode|Exterior1st_WdShing', 'LotConfig_FR2|Heating_Tencode', 'Condition1_PosA|BsmtExposure_No', 'Fence_GdPrv|MiscFeature_Shed', 'YrSold|HouseStyle_2.5Unf', 'Exterior2nd_AsbShng|Neighborhood_SWISU', 'FireplaceQu_Tencode|Foundation_Stone', 'GarageQual_Fa|HouseStyle_2Story', 'RoofStyle_Flat|HouseStyle_1.5Unf', 'GarageFinish_Unf|YearBuilt', 'BsmtFinType2_ALQ|BldgType_1Fam', 'Condition1_PosA|Exterior2nd_AsphShn', 'KitchenQual_Gd|ExterQual_Tencode', 'SaleType_ConLw|HeatingQC_Ex', 'BsmtFinType1_Rec|Neighborhood_BrkSide', 'GarageQual_Gd|Neighborhood_MeadowV', 'GarageQual_Po|Neighborhood_Crawfor', 'MiscFeature_Shed|Street_Pave', 'RoofStyle_Flat|Foundation_Tencode', 'Electrical_FuseF|SaleType_New', 'YrSold|Foundation_BrkTil', 'Functional_Tencode|SaleType_WD', 'FireplaceQu_Tencode|FireplaceQu_TA', 'BldgType_TwnhsE|Neighborhood_SawyerW', 'BldgType_TwnhsE|Exterior2nd_HdBoard', 'BsmtFinType2_GLQ|Exterior1st_BrkComm', 'GrLivArea|LandSlope_Gtl', 'RoofMatl_CompShg|HouseStyle_2Story', 'Functional_Min1|Neighborhood_Crawfor', 'Neighborhood_Crawfor|CentralAir_Y', 'Condition1_Artery|BsmtFinType2_LwQ', 'FullBath|Fence_MnWw', 'Heating_GasA|ExterQual_Gd', 'Exterior2nd_Stone|ExterCond_Gd', 'FireplaceQu_Ex|BsmtCond_Tencode', 'Condition1_PosN|Neighborhood_NWAmes', 'BsmtQual_Fa|PoolArea', 'PavedDrive_P|GarageType_2Types', 'LandContour_Bnk|Exterior1st_VinylSd', 'BldgType_Duplex|GarageQual_Fa', 'Condition1_Artery|SaleCondition_Abnorml', 'FireplaceQu_Gd|HouseStyle_2Story', 'OverallQual|Exterior2nd_Wd Shng', 'BsmtFinType1_LwQ|MSZoning_Tencode', 'KitchenQual_Tencode|Condition1_Tencode', 'PoolQC_Tencode|GarageYrBlt', 'PoolQC_Tencode|BsmtFinType1_Unf', 'Neighborhood_Somerst|BsmtExposure_No', 'OpenPorchSF|Exterior2nd_Wd Sdng', 'BldgType_Duplex|Neighborhood_NridgHt', 'LandSlope_Sev|BsmtCond_TA', 'KitchenAbvGr|Electrical_FuseF', 'Neighborhood_Mitchel|ExterQual_Ex', 'Functional_Maj1|1stFlrSF', 'Alley_Tencode|HouseStyle_1.5Fin', 'Exterior1st_HdBoard|MSSubClass', 'SaleCondition_Family|Neighborhood_SWISU', 'OverallQual|Fireplaces', 'LotFrontage|FullBath', 'Functional_Min1|ExterQual_Fa', 'SaleType_CWD|MasVnrType_Stone', 'BldgType_2fmCon|PoolArea', 'MiscFeature_Othr|SaleType_WD', 'MasVnrType_BrkCmn|Functional_Min1', 'RoofStyle_Gambrel|MSZoning_RM', 'LotShape_IR3|Functional_Min2', 'BldgType_Twnhs|GarageFinish_RFn', 'Exterior2nd_Tencode|ExterCond_Fa', 'PoolArea|SaleType_CWD', 'KitchenQual_Fa|Exterior1st_VinylSd', 'FireplaceQu_Tencode|RoofMatl_Tar&Grv', 'HouseStyle_1Story|KitchenQual_Fa', 'GarageArea|Neighborhood_Gilbert', 'Fence_Tencode|CentralAir_Y', 'BsmtExposure_No', 'RoofMatl_Tencode|Condition1_Norm', 'LandContour_Low|LandContour_Lvl', 'GarageCond_Gd|GarageYrBlt', 'SaleType_Tencode|Exterior2nd_VinylSd', 'Exterior2nd_HdBoard|Exterior1st_Plywood', 'PavedDrive_Tencode|Exterior1st_Tencode', 'Fireplaces|3SsnPorch', 'Heating_Tencode|Fence_GdPrv', 'Foundation_BrkTil|LotConfig_Tencode', 'Fence_GdPrv|Condition1_PosN', 'Neighborhood_Somerst|SaleCondition_Partial', 'Neighborhood_Somerst|BsmtHalfBath', 'Heating_GasW|GarageFinish_Tencode', 'Condition2_Tencode|MasVnrType_Tencode', 'Neighborhood_NWAmes|GarageCond_Ex', 'ExterQual_Ex|GarageType_2Types', 'GarageQual_Gd|Exterior1st_Plywood', 'Neighborhood_NoRidge|LotShape_IR3', 'BsmtExposure_Tencode|Neighborhood_MeadowV', 'PavedDrive_N|Exterior2nd_Stucco', 'Neighborhood_Blmngtn|ExterCond_Gd', 'Street_Tencode|HouseStyle_2.5Unf', 'Foundation_BrkTil|BsmtFinSF2', 'Neighborhood_SWISU|Neighborhood_Crawfor', 'BsmtFinType1_BLQ|Neighborhood_CollgCr', 'Heating_Tencode|SaleType_CWD', 'Exterior2nd_BrkFace|GarageYrBlt', 'LotShape_IR1|Exterior2nd_Wd Shng', 'LandSlope_Sev|SaleCondition_Partial', 'SaleType_ConLI|Condition2_Artery', 'HeatingQC_TA|Functional_Mod', 'Fence_Tencode|Condition1_Norm', 'HeatingQC_TA|Exterior2nd_VinylSd', 'GarageFinish_Unf|Neighborhood_IDOTRR', 'PavedDrive_N|BsmtQual_Tencode', 'Exterior2nd_VinylSd|BsmtCond_Po', 'Exterior2nd_Stone|HouseStyle_1Story', 'BsmtExposure_Gd|MSZoning_RH', 'Exterior2nd_Stucco|FireplaceQu_Ex', 'RoofStyle_Hip|HouseStyle_SFoyer', 'BsmtFinType1_ALQ|Exterior2nd_MetalSd', 'SaleCondition_Partial|Exterior2nd_AsphShn', 'BsmtFinType2_ALQ|GarageType_BuiltIn', 'Neighborhood_NridgHt|Neighborhood_Gilbert', 'Condition1_Artery|Heating_GasW', 'Functional_Maj1|MasVnrType_Tencode', 'GarageCond_Tencode|MasVnrArea', 'LotShape_IR1|HouseStyle_1.5Unf', 'LotConfig_Corner|MasVnrType_Tencode', 'HeatingQC_TA|Exterior1st_Stucco', 'Exterior1st_HdBoard|Alley_Grvl', 'MiscVal|Condition1_Norm', 'GarageType_Attchd|SaleType_COD', 'HouseStyle_2.5Unf|HouseStyle_SLvl', 'Neighborhood_Blmngtn|KitchenQual_Fa', 'ScreenPorch|HouseStyle_SLvl', 'LotShape_IR2|Functional_Min1', 'Electrical_FuseF|Neighborhood_NAmes', 'LandContour_Tencode|Street_Pave', 'Electrical_FuseA|SaleCondition_Alloca', 'Foundation_PConc|LandContour_Bnk', 'Foundation_BrkTil|YearBuilt', 'Electrical_FuseP|BsmtQual_Ex', 'Neighborhood_NridgHt', 'Neighborhood_NoRidge|BsmtQual_TA', 'BldgType_Twnhs|BsmtExposure_No', 'MiscFeature_Othr|BsmtFinType1_Rec', 'BsmtFinSF2|Alley_Grvl', 'BsmtQual_Fa|MoSold', 'KitchenQual_Gd|Exterior2nd_AsphShn', 'Condition2_Tencode|OpenPorchSF', 'GarageType_Tencode|ExterCond_Tencode', 'BldgType_Duplex|GarageCond_Gd', 'Neighborhood_NridgHt|LandSlope_Tencode', 'Electrical_FuseP|HouseStyle_1.5Fin', '1stFlrSF|Neighborhood_IDOTRR', 'LandContour_Low|ExterQual_Ex', 'KitchenQual_Tencode|BsmtQual_Gd', 'KitchenAbvGr|Neighborhood_IDOTRR', 'BsmtExposure_Tencode|Exterior2nd_Plywood', 'LotConfig_Corner|MiscFeature_Shed', 'BsmtFinType1_Tencode|GarageType_BuiltIn', 'Neighborhood_Gilbert|MasVnrType_BrkFace', 'Neighborhood_Blmngtn|Exterior2nd_Tencode', 'Alley_Tencode|MSZoning_RH', 'Neighborhood_ClearCr|LotShape_IR1', 'SaleCondition_Family|Exterior2nd_Wd Shng', 'KitchenQual_Gd|Condition2_Tencode', 'BsmtQual_Ex|SaleCondition_Partial', 'Condition2_Norm|Exterior2nd_HdBoard', 'Neighborhood_Edwards|KitchenQual_TA', 'GarageFinish_Fin|Alley_Grvl', 'Neighborhood_NAmes|Exterior1st_Plywood', 'BsmtQual_Fa|GarageType_Basment', 'BsmtFinType2_ALQ|Exterior2nd_AsphShn', 'Exterior2nd_AsbShng|HouseStyle_2.5Unf', 'HeatingQC_Gd|Condition1_Tencode', 'MiscVal|HouseStyle_2.5Unf', 'SaleType_Tencode|3SsnPorch', 'BsmtFinType2_BLQ|MSSubClass', 'FireplaceQu_Po|LowQualFinSF', 'YearBuilt|Functional_Min2', 'GarageFinish_Fin|HouseStyle_1.5Unf', 'Neighborhood_SawyerW|Exterior2nd_HdBoard', 'LotArea|KitchenQual_Tencode', 'GarageQual_Fa|SaleCondition_Partial', 'Neighborhood_CollgCr|Neighborhood_StoneBr', 'LowQualFinSF|MasVnrType_Tencode', 'LotShape_Tencode|BsmtCond_TA', 'SaleType_COD|LotShape_IR3', 'LotConfig_FR2|FireplaceQu_Fa', 'BsmtExposure_Tencode|YearBuilt', 'OpenPorchSF|PavedDrive_P', 'GarageCond_Fa|Foundation_Slab', 'Exterior2nd_VinylSd|HouseStyle_2.5Unf', 'Neighborhood_StoneBr|KitchenQual_TA', 'Heating_Tencode|BsmtUnfSF', 'BsmtFinType1_ALQ|LotShape_IR3', 'GrLivArea|HeatingQC_Tencode', 'BsmtQual_Fa|RoofMatl_Tar&Grv', 'LotConfig_Corner|MiscVal', 'LandSlope_Mod|Exterior1st_VinylSd', 'Exterior2nd_Tencode|GarageType_BuiltIn', 'Condition2_Tencode|GarageCond_Ex', 'ExterCond_Gd|LotConfig_Tencode', 'HeatingQC_Ex|LotConfig_Tencode', 'Foundation_PConc|GarageType_Attchd', 'Neighborhood_CollgCr|Neighborhood_Sawyer', 'LandSlope_Mod|SaleType_ConLD', 'Condition1_PosN|2ndFlrSF', 'Neighborhood_Edwards|GarageType_BuiltIn', 'TotalBsmtSF|GarageArea', 'Foundation_PConc|Utilities_AllPub', 'RoofMatl_Tar&Grv|BsmtCond_Po', 'RoofStyle_Gambrel|BsmtFinType2_Rec', 'BsmtHalfBath|Exterior2nd_CmentBd', 'MasVnrType_None|Foundation_CBlock', 'Neighborhood_NPkVill|BsmtCond_Fa', 'HouseStyle_SLvl|MasVnrType_BrkFace', 'MiscFeature_Shed|Functional_Mod', 'MSZoning_RM|BsmtCond_Gd', 'GarageCond_TA|Neighborhood_BrkSide', 'BsmtFinType2_Rec|RoofStyle_Tencode', 'GarageCond_Tencode|Condition1_RRAn', 'FireplaceQu_Ex|MasVnrArea', 'BldgType_Twnhs|Exterior1st_AsbShng', 'Exterior2nd_AsbShng|BsmtFinType1_BLQ', 'LandContour_Tencode|GarageCond_Gd', 'RoofStyle_Shed|ExterQual_Fa', 'Exterior1st_CemntBd|PoolArea', 'EnclosedPorch|Fence_MnPrv', 'HouseStyle_1.5Unf|MiscFeature_Gar2', 'Neighborhood_Tencode', 'Functional_Typ|RoofMatl_Tar&Grv', 'YearRemodAdd|HeatingQC_Tencode', 'SaleCondition_Family|1stFlrSF', 'FireplaceQu_Po|SaleCondition_Normal', 'Functional_Maj2|Exterior2nd_HdBoard', 'Neighborhood_ClearCr|Foundation_Stone', 'Electrical_FuseF|Foundation_Slab', 'Neighborhood_Somerst|BsmtFinType1_Rec', 'GarageType_Detchd|LandSlope_Gtl', '1stFlrSF|BsmtCond_Gd', 'BldgType_TwnhsE|ExterQual_Tencode', 'Neighborhood_NridgHt|HouseStyle_SLvl', 'BsmtFinType2_Rec|OverallCond', 'SaleType_ConLD|Exterior2nd_Wd Sdng', 'LotShape_Tencode|Neighborhood_Veenker', 'MiscFeature_Tencode|ExterQual_Fa', 'PoolQC_Tencode|HouseStyle_2.5Unf', 'GarageFinish_Unf|Condition2_Artery', 'TotRmsAbvGrd|LotConfig_Tencode', 'GarageFinish_Fin|Fence_GdPrv', 'Heating_Grav|SaleCondition_Normal', '1stFlrSF|Neighborhood_MeadowV', 'MSSubClass|SaleCondition_Abnorml', 'FireplaceQu_Gd|BsmtExposure_Gd', 'BldgType_Twnhs|Neighborhood_Mitchel', 'SaleType_ConLI|Neighborhood_Veenker', 'GarageCond_Fa|SaleType_COD', 'SaleType_COD|MiscFeature_Gar2', 'Exterior2nd_Brk Cmn|CentralAir_N', 'FireplaceQu_TA|MasVnrType_Tencode', 'GarageType_Detchd|GarageCond_Tencode', 'HeatingQC_Fa|Neighborhood_StoneBr', 'GarageType_Tencode|GarageType_Attchd', 'PoolQC_Tencode|Condition1_PosN', 'SaleType_Tencode|Fence_MnPrv', 'SaleCondition_Alloca|GarageCond_Gd', 'BsmtFullBath|BldgType_1Fam', 'Heating_GasW|TotRmsAbvGrd', 'Condition2_Tencode|Neighborhood_SawyerW', 'Neighborhood_NoRidge|BsmtFinType2_Rec', 'Exterior2nd_Wd Sdng|Fence_MnPrv', 'BsmtExposure_Gd|Condition2_Norm', 'RoofStyle_Hip|GarageCars', 'BsmtCond_Fa|Exterior1st_Wd Sdng', 'HalfBath|MSZoning_RM', 'Condition1_Norm|Neighborhood_NAmes', 'GarageQual_Gd|FireplaceQu_Po', 'Exterior2nd_Stone|LotFrontage', 'KitchenQual_TA|Neighborhood_SawyerW', 'Electrical_FuseP|GarageArea', 'LandSlope_Gtl|BsmtFinType2_Unf', 'Exterior1st_CemntBd|Condition1_Norm', 'Neighborhood_Veenker|Street_Pave', 'HalfBath|Neighborhood_StoneBr', 'SaleType_New|BsmtCond_Tencode', 'Neighborhood_Sawyer|MiscFeature_Gar2', 'HeatingQC_Gd|PoolArea', 'OverallCond|Utilities_AllPub', 'BldgType_2fmCon|BsmtExposure_Av', 'Street_Grvl|Functional_Min2', 'Utilities_Tencode|GrLivArea', 'BsmtFinType2_GLQ|BsmtFinType2_Unf', 'LandContour_Tencode|2ndFlrSF', 'Fence_GdPrv|MiscFeature_Tencode', 'HouseStyle_1Story|HeatingQC_Gd', 'HouseStyle_1Story|BsmtFinType1_Rec', 'Fireplaces|MasVnrType_BrkCmn', 'Heating_GasA|KitchenQual_Fa', 'RoofStyle_Hip|GarageCond_Fa', 'Exterior1st_HdBoard|LotShape_IR3', 'BldgType_1Fam|GarageYrBlt', 'BsmtFinType2_Tencode|GarageCond_Tencode', 'Street_Grvl', 'Neighborhood_NPkVill|Neighborhood_SWISU', 'BsmtFinType2_BLQ|LotConfig_CulDSac', 'Exterior2nd_Wd Shng|WoodDeckSF', 'Heating_GasA|MSZoning_RM', 'SaleType_ConLD|PoolArea', 'MiscVal|Functional_Maj1', 'Functional_Typ|Fence_MnPrv', 'YearRemodAdd|Exterior2nd_Wd Sdng', 'FireplaceQu_TA|BldgType_1Fam', 'Electrical_SBrkr|BsmtFinType2_Rec', 'OverallQual|Condition1_RRAn', 'CentralAir_Tencode|MSZoning_Tencode', 'Functional_Min1|WoodDeckSF', 'HouseStyle_SFoyer|Heating_Tencode', 'LandContour_Low|Neighborhood_Somerst', 'RoofStyle_Gambrel|KitchenQual_Fa', 'LandSlope_Mod|MSZoning_C (all)', 'YrSold|Utilities_Tencode', 'Alley_Grvl|Condition1_RRAn', 'RoofMatl_WdShngl|LotShape_IR3', 'Condition1_PosA|SaleType_COD', 'SaleType_WD|Exterior2nd_Wd Sdng', 'Condition1_Artery|Exterior1st_MetalSd', 'Neighborhood_NridgHt|BsmtExposure_Av', 'Foundation_PConc|GarageFinish_Fin', 'BsmtCond_Tencode|Neighborhood_BrkSide', 'Neighborhood_NoRidge|BsmtFinType1_GLQ', 'BsmtFinType1_Rec|Functional_Maj1', 'BsmtFinType2_ALQ|SaleCondition_Family', 'Exterior1st_AsbShng|BldgType_1Fam', 'GarageCond_Po|Neighborhood_NWAmes', 'LandSlope_Tencode|Foundation_Slab', 'LandContour_Bnk|HouseStyle_1.5Fin', 'Exterior1st_BrkComm|ExterCond_Fa', 'LandContour_Bnk|Exterior2nd_Brk Cmn', 'LotConfig_CulDSac|Exterior2nd_Brk Cmn', 'BsmtFinType1_Tencode|BsmtFinType2_Tencode', 'SaleType_Tencode|BsmtQual_TA', 'PavedDrive_P|Exterior2nd_Brk Cmn', 'Exterior1st_Stucco|SaleType_WD', 'Condition1_Norm|BsmtFinType1_GLQ', 'Street_Tencode|BsmtQual_Ex', 'FireplaceQu_Ex|SaleType_CWD', 'Fireplaces|BsmtCond_Gd', 'LotShape_IR2|SaleType_COD', 'Exterior2nd_Stucco|SaleCondition_Family', 'RoofMatl_Tar&Grv|OverallCond', 'KitchenAbvGr|LotConfig_FR2', 'Neighborhood_Gilbert|SaleType_Oth', 'LandContour_Low|Fence_MnPrv', 'BsmtFinType2_Tencode|PoolArea', 'LandSlope_Gtl|Fence_GdWo', 'Exterior1st_Stucco|BsmtFinType2_BLQ', 'Functional_Tencode|Condition1_PosA', 'Functional_Maj2|KitchenQual_Tencode', 'BsmtCond_Tencode|Exterior1st_VinylSd', 'ExterCond_Tencode|Neighborhood_BrkSide', 'Fence_GdPrv|BldgType_1Fam', 'BsmtFinType1_Tencode|CentralAir_Tencode', 'Condition1_Feedr|MasVnrType_Stone', 'FullBath|SaleCondition_Family', 'BsmtCond_Po|Fence_MnPrv', 'PoolQC_Tencode|Neighborhood_NWAmes', 'HeatingQC_Fa|HouseStyle_Tencode', 'GrLivArea|GarageType_CarPort', 'Utilities_Tencode|Exterior2nd_BrkFace', 'CentralAir_N|Exterior2nd_AsphShn', 'GarageCars|GarageCond_Fa', 'FireplaceQu_Gd|Foundation_BrkTil', 'PavedDrive_Y|SaleType_WD', 'MasVnrType_None|MasVnrArea', 'PoolQC_Tencode|MasVnrType_BrkFace', 'Condition1_Artery|RoofMatl_Tencode', 'LandContour_Low|KitchenQual_Fa', 'SaleCondition_Family|Foundation_CBlock', 'LandContour_Low|GarageFinish_Fin', 'Functional_Maj2|Condition1_Tencode', 'Neighborhood_Somerst|SaleType_New', 'GarageQual_Gd|PavedDrive_Y', 'LandSlope_Tencode|Condition1_RRAe', 'HouseStyle_SFoyer|BsmtFinType2_Rec', 'GarageCond_TA|OverallCond', 'GarageQual_Gd|BsmtQual_Tencode', 'LotShape_IR1|GarageQual_Po', 'Functional_Maj1|BsmtFinType1_Unf', 'Neighborhood_NPkVill|HouseStyle_1.5Fin', 'ExterCond_TA|CentralAir_Y', 'Exterior1st_BrkFace|ScreenPorch', 'BsmtFinType2_GLQ|WoodDeckSF', 'LotShape_Tencode|MSZoning_Tencode', 'LandContour_Bnk|Fence_GdWo', 'HouseStyle_1Story|Exterior2nd_MetalSd', 'Street_Grvl|CentralAir_N', 'Fence_Tencode|FireplaceQu_Ex', 'LandContour_Tencode|Functional_Min2', 'Heating_Tencode|BsmtCond_Gd', 'KitchenQual_Gd|BsmtFinSF1', 'Exterior2nd_Stone|BsmtFinType2_LwQ', 'LotConfig_Corner|Fence_GdPrv', 'LotShape_IR2|Neighborhood_SWISU', 'BsmtFinType1_Tencode|SaleType_Oth', 'Functional_Mod|RoofMatl_WdShngl', 'RoofStyle_Flat|GarageType_CarPort', 'BedroomAbvGr|GarageType_Attchd', 'HeatingQC_Ex|BsmtUnfSF', 'LandSlope_Mod|KitchenQual_Ex', 'RoofMatl_CompShg|GarageType_CarPort', 'BldgType_Duplex|GarageCond_Fa', 'LotConfig_FR2|PoolArea', 'LotShape_Tencode|Heating_GasW', 'Neighborhood_BrDale|BsmtQual_Fa', '2ndFlrSF|MiscFeature_Tencode', 'Condition2_Artery|GarageYrBlt', 'RoofStyle_Flat|HouseStyle_SLvl', 'Utilities_Tencode|LowQualFinSF', 'SaleCondition_Alloca|GarageArea', 'KitchenQual_TA|HouseStyle_SLvl', 'LandSlope_Gtl|Street_Pave', 'LandSlope_Gtl|MasVnrType_Stone', 'Alley_Pave|Heating_GasA', 'Neighborhood_Veenker|Condition1_PosN', 'BedroomAbvGr|GarageType_BuiltIn', 'SaleType_Tencode|BsmtFinType2_Rec', 'BsmtQual_Ex|2ndFlrSF', 'BsmtFinType1_Unf|MiscFeature_Gar2', 'Foundation_BrkTil|Electrical_SBrkr', 'Exterior1st_WdShing|BsmtCond_TA', 'BldgType_TwnhsE|BsmtCond_TA', 'Exterior1st_AsbShng|YearBuilt', 'ExterQual_Ex|Exterior2nd_Wd Sdng', 'GarageFinish_Tencode|TotRmsAbvGrd', 'Foundation_Stone|Fence_MnWw', 'KitchenQual_Tencode|Fence_MnPrv', 'SaleCondition_Alloca|Foundation_Slab', 'Exterior1st_CemntBd|GarageQual_Po', 'GarageQual_Gd|BsmtCond_Po', 'HouseStyle_Tencode|MSSubClass', 'BsmtFinType2_ALQ|BsmtExposure_Gd', 'ExterCond_Gd|HouseStyle_SLvl', '3SsnPorch|FireplaceQu_Ex', 'Heating_Tencode|SaleCondition_Partial', 'ExterQual_Ex|BsmtExposure_Gd', 'Exterior1st_HdBoard|Neighborhood_Sawyer', 'GarageType_BuiltIn|Exterior2nd_Plywood', 'GarageQual_Po|PavedDrive_P', 'BldgType_2fmCon|Neighborhood_Veenker', 'GarageCond_Ex|Neighborhood_Timber', 'Neighborhood_Veenker|MoSold', 'RoofStyle_Shed|SaleCondition_Abnorml', 'BsmtHalfBath|Neighborhood_IDOTRR', 'RoofStyle_Tencode|Exterior2nd_AsphShn', 'HalfBath|LandSlope_Gtl', 'GarageFinish_Tencode|1stFlrSF', 'BsmtFinSF2|HouseStyle_1.5Fin', 'Fence_MnWw|ExterCond_Fa', 'Exterior2nd_Plywood|Street_Pave', 'YearBuilt|Exterior1st_BrkComm', 'GarageQual_Po|Neighborhood_IDOTRR', 'LotShape_Reg|Functional_Maj1', 'FireplaceQu_Gd|Functional_Min1', 'Condition1_RRAe|GarageArea', 'HeatingQC_Gd|MasVnrType_BrkFace', 'GarageType_Detchd|RoofStyle_Flat', 'BsmtHalfBath|Condition1_Tencode', 'LandSlope_Mod|CentralAir_N', 'BedroomAbvGr|Exterior1st_CemntBd', 'TotalBsmtSF|GarageType_Tencode', 'HalfBath|GarageQual_TA', 'BldgType_Twnhs|SaleType_COD', 'PavedDrive_Tencode|BsmtCond_Gd', 'Heating_GasA|2ndFlrSF', 'ExterQual_Ex|2ndFlrSF', 'KitchenQual_Gd|Neighborhood_Mitchel', 'BsmtFinType2_GLQ|GarageType_CarPort', 'Condition1_RRAn|Neighborhood_IDOTRR', 'GarageCond_TA|ExterQual_Tencode', 'Neighborhood_CollgCr|Neighborhood_NoRidge', 'SaleType_ConLD|HouseStyle_2.5Unf', 'BsmtFinType1_Rec|GarageCond_Ex', 'Exterior1st_Stucco|KitchenQual_Ex', 'Neighborhood_Mitchel|BldgType_TwnhsE', 'LandSlope_Tencode|Fence_GdWo', 'SaleType_Tencode|BedroomAbvGr', 'MSZoning_RH|Functional_Min2', 'Neighborhood_Blmngtn|Neighborhood_Somerst', 'YrSold|Neighborhood_NridgHt', 'FireplaceQu_Gd|LandSlope_Gtl', 'OverallCond|BsmtCond_TA', 'RoofStyle_Gable|Condition1_Norm', 'YearRemodAdd|MSZoning_Tencode', 'FireplaceQu_Po|BldgType_Tencode', 'LandContour_Bnk|SaleType_Oth', 'GarageCond_TA|LotArea', 'Utilities_Tencode|Exterior2nd_Stucco', 'Foundation_Tencode|Electrical_SBrkr', 'MSZoning_FV|MasVnrArea', 'Street_Grvl|BsmtExposure_No', 'Functional_Maj2|GarageCond_Ex', 'LandContour_Bnk|Exterior2nd_HdBoard', 'ExterQual_TA|FireplaceQu_Fa', 'LandContour_Tencode|HeatingQC_Ex', 'Condition1_PosN|Condition1_RRAe', 'PavedDrive_Tencode|OverallCond', 'SaleCondition_Abnorml|Exterior1st_BrkComm', 'MiscVal|Fence_Tencode', 'LandContour_Bnk|WoodDeckSF', 'GarageCond_Gd|Exterior2nd_Wd Sdng', 'BsmtFinSF2|SaleType_ConLI', 'Neighborhood_ClearCr|ExterCond_Tencode', 'BsmtFinType1_BLQ|LandSlope_Mod', 'LandContour_Low|Street_Grvl', 'Electrical_FuseP|Neighborhood_MeadowV', 'Neighborhood_Somerst|BldgType_Twnhs', 'LotArea|Neighborhood_Crawfor', 'GrLivArea|SaleCondition_Alloca', 'HeatingQC_Gd|BsmtHalfBath', 'PavedDrive_Y|HeatingQC_Ex', 'HouseStyle_SFoyer|Electrical_SBrkr', 'RoofMatl_Tencode|Foundation_Tencode', 'FireplaceQu_Po|Condition1_PosA', 'BsmtExposure_Mn|Exterior2nd_AsphShn', 'HeatingQC_Ex|Neighborhood_NWAmes', 'BsmtQual_Ex|BsmtExposure_Av', 'OverallQual|BldgType_2fmCon', 'HouseStyle_SFoyer|MiscFeature_Gar2', 'Functional_Typ|LotConfig_Corner', 'MasVnrType_None|Condition1_RRAn', 'BsmtCond_Gd|WoodDeckSF', 'GarageType_Attchd|BsmtExposure_Mn', 'GarageQual_TA|CentralAir_Tencode', 'SaleType_WD|Functional_Mod', 'MasVnrType_None|ExterCond_Fa', 'YrSold|LandContour_Bnk', 'Utilities_Tencode|MasVnrType_BrkCmn', 'Exterior2nd_AsbShng|RoofStyle_Shed', 'LotShape_Reg|Exterior1st_Stucco', 'RoofMatl_WdShngl|Exterior2nd_AsphShn', 'KitchenQual_Gd|BsmtUnfSF', 'BsmtHalfBath|BsmtExposure_No', 'Exterior1st_BrkFace|Heating_GasA', 'BsmtHalfBath|Exterior2nd_MetalSd', 'HouseStyle_SFoyer|LandSlope_Tencode', 'GarageCond_Po|MiscFeature_Shed', 'GarageCars|BldgType_Twnhs', 'Neighborhood_CollgCr|Neighborhood_SWISU', 'Fireplaces|BsmtFinType1_Rec', 'RoofStyle_Flat|CentralAir_Y', 'LotConfig_Corner|Exterior2nd_Brk Cmn', 'Fence_GdWo|Functional_Min2', 'MiscVal|SaleCondition_Partial', 'BsmtFinType2_GLQ|Exterior1st_Tencode', 'Neighborhood_Veenker|BsmtFinType2_LwQ', 'TotRmsAbvGrd|CentralAir_N', 'GarageCond_Fa|GarageArea', 'RoofStyle_Hip|Exterior2nd_Tencode', 'Foundation_PConc|SaleCondition_Partial', 'BsmtFinType1_LwQ|BsmtExposure_Gd', 'Exterior2nd_AsbShng|ExterQual_TA', 'FireplaceQu_Po|Street_Pave', 'FireplaceQu_Po|Exterior2nd_Wd Shng', 'FullBath|GarageQual_Fa', 'BsmtFinType1_ALQ|MSZoning_RH', 'LandSlope_Mod|Exterior1st_Plywood', 'Exterior2nd_BrkFace|RoofStyle_Tencode', 'SaleCondition_Tencode|BsmtCond_Gd', 'Neighborhood_Somerst|Exterior2nd_MetalSd', 'Exterior2nd_VinylSd|GarageYrBlt', 'GarageCond_Fa|BsmtCond_TA', 'RoofStyle_Flat|HouseStyle_Tencode', 'FireplaceQu_Gd|Neighborhood_IDOTRR', 'Neighborhood_NPkVill|BsmtHalfBath', 'Exterior2nd_Brk Cmn|Fence_MnWw', 'RoofStyle_Tencode|MSZoning_FV', 'LotConfig_Corner|Exterior2nd_Wd Shng', 'BsmtFinType2_Tencode|Exterior2nd_Plywood', 'HeatingQC_Tencode|HouseStyle_2.5Unf', 'HouseStyle_Tencode|Street_Grvl', 'BsmtFinType1_GLQ|Exterior1st_MetalSd', 'PoolQC_Tencode|GarageCond_Ex', 'Exterior1st_Wd Sdng|WoodDeckSF', 'Neighborhood_OldTown|Condition1_PosN', 'MasVnrType_BrkCmn|SaleType_Oth', 'Neighborhood_NAmes|BldgType_1Fam', 'Foundation_Stone|Neighborhood_StoneBr', 'Exterior2nd_CmentBd|Functional_Mod', 'BsmtFinType1_BLQ|BsmtFinType1_GLQ', 'Condition1_Artery|FullBath', 'SaleCondition_Tencode|BldgType_Tencode', 'MiscFeature_Othr|MiscFeature_Shed', 'BsmtFinType2_Tencode|LandContour_Bnk', 'Neighborhood_Veenker|HouseStyle_SLvl', 'ScreenPorch|MSZoning_RH', 'HouseStyle_SFoyer|GarageType_Tencode', 'Street_Tencode|TotRmsAbvGrd', 'Exterior1st_Stucco|SaleType_Tencode', 'LotArea|SaleCondition_Alloca', 'CentralAir_Tencode|BldgType_1Fam', 'SaleType_New|Street_Grvl', 'LotConfig_Tencode|Exterior1st_Plywood', 'LandSlope_Tencode|OverallCond', 'Neighborhood_Mitchel|LotShape_IR3', 'HeatingQC_Gd|CentralAir_N', 'Exterior2nd_Stucco|Neighborhood_Crawfor', 'Neighborhood_NAmes|Condition1_Tencode', 'Neighborhood_StoneBr|Neighborhood_BrkSide', 'Neighborhood_SawyerW|Condition2_Norm', 'Neighborhood_BrDale|MSSubClass', 'GarageArea|LotConfig_Tencode', 'KitchenQual_Gd|Exterior2nd_HdBoard', 'TotRmsAbvGrd|GarageType_Basment', 'GarageCars|Street_Grvl', 'Exterior2nd_AsbShng|LotConfig_FR2', 'LandSlope_Mod|LotConfig_CulDSac', 'FullBath|SaleType_ConLD', 'KitchenQual_Ex|GarageFinish_RFn', 'CentralAir_Tencode|BsmtCond_TA', 'GarageYrBlt|Neighborhood_SawyerW', 'GarageType_CarPort|Exterior1st_BrkComm', 'GarageType_Detchd|PoolQC_Tencode', 'HeatingQC_Ex|Fence_MnWw', 'Electrical_Tencode|Neighborhood_BrkSide', 'MSZoning_Tencode|Condition2_Norm', 'FireplaceQu_Gd|HouseStyle_SLvl', 'LandSlope_Mod|BldgType_Tencode', 'OverallCond|Exterior1st_BrkComm', 'MiscFeature_Shed|Condition1_RRAn', 'BsmtCond_Po|Neighborhood_StoneBr', 'CentralAir_Y|Condition1_RRAn', 'LotShape_Reg|LotConfig_FR2', 'FireplaceQu_Fa|RoofStyle_Gambrel', 'LotConfig_Tencode|Foundation_CBlock', 'Fireplaces|KitchenQual_Fa', 'BsmtFinSF1|RoofMatl_WdShngl', 'PavedDrive_Y|BldgType_1Fam', 'MasVnrType_None|ScreenPorch', 'HouseStyle_1Story|ExterQual_Fa', 'RoofStyle_Shed|Exterior2nd_CmentBd', 'Neighborhood_Veenker|ExterQual_Fa', 'PavedDrive_Y|GarageType_Basment', 'BsmtFinSF1|Condition2_Norm', 'Exterior2nd_VinylSd|Fence_GdPrv', 'HeatingQC_TA|Foundation_Slab', 'Neighborhood_Crawfor|BldgType_Tencode', 'KitchenQual_Tencode|MiscFeature_Gar2', 'PavedDrive_Tencode|Neighborhood_Gilbert', 'Neighborhood_Gilbert|SaleType_CWD', 'Neighborhood_NPkVill|SaleType_COD', 'LandContour_HLS|ExterQual_Fa', 'MiscVal|SaleType_CWD', 'MasVnrArea|Neighborhood_MeadowV', 'Alley_Pave|LandContour_Bnk', 'Foundation_PConc|GarageType_Tencode', 'LandSlope_Gtl|FireplaceQu_TA', 'PoolQC_Tencode|TotRmsAbvGrd', 'LandContour_Low|Foundation_CBlock', 'HeatingQC_TA|Neighborhood_Crawfor', 'TotalBsmtSF|Neighborhood_Timber', 'Condition1_RRAe|Foundation_Slab', 'Exterior2nd_Tencode|Neighborhood_Timber', 'Foundation_CBlock|Exterior1st_VinylSd', 'LandSlope_Gtl|GarageFinish_RFn', 'TotalBsmtSF|GarageCond_Ex', 'BsmtFinType2_Rec|MSZoning_Tencode', 'ExterQual_Gd|BldgType_Tencode', 'SaleCondition_Abnorml|ScreenPorch', 'Functional_Typ|LowQualFinSF', '3SsnPorch|RoofStyle_Gable', 'BsmtQual_TA|Neighborhood_IDOTRR', 'BsmtFinType1_BLQ|MasVnrArea', 'Neighborhood_NridgHt|GarageFinish_Fin', 'Foundation_Stone|PavedDrive_Y', 'GarageCond_Po|Electrical_FuseA', 'Neighborhood_NAmes|LotConfig_Tencode', 'Neighborhood_SWISU|MasVnrType_Tencode', 'Exterior2nd_MetalSd|LotShape_IR3', 'PavedDrive_N|RoofMatl_WdShngl', 'Exterior2nd_MetalSd|1stFlrSF', 'HeatingQC_TA|LotConfig_FR2', 'BsmtFinType1_BLQ|Exterior1st_Wd Sdng', 'ExterQual_Gd|ExterCond_Fa', 'RoofStyle_Gambrel|OverallCond', 'Condition1_Tencode|Condition1_RRAn', 'Exterior2nd_Stone|Foundation_Slab', 'Neighborhood_NWAmes|MasVnrType_Tencode', 'ExterQual_TA|MSZoning_RM', 'Heating_GasW|HeatingQC_Ex', 'BldgType_2fmCon|Foundation_CBlock', 'Functional_Tencode|MSZoning_RH', 'FireplaceQu_Tencode|LotShape_IR1', 'BsmtExposure_Tencode|Exterior2nd_Stucco', 'GrLivArea|Exterior2nd_Brk Cmn', 'BsmtFinType2_Tencode|Exterior2nd_BrkFace', 'LandContour_Tencode|MSZoning_C (all)', 'PavedDrive_Y|HouseStyle_1.5Fin', 'MiscFeature_Tencode|Utilities_AllPub', 'Condition1_Tencode|CentralAir_N', 'ScreenPorch', 'GarageCond_TA|RoofStyle_Gable', 'BldgType_Tencode|Fence_MnPrv', 'Heating_GasW|GarageType_CarPort', 'GarageType_Detchd|MiscFeature_Shed', 'MSZoning_C (all)|BsmtQual_Gd', 'Heating_Tencode|GarageQual_Tencode', 'Condition1_Artery|LotArea', 'BsmtFinType1_Rec|Exterior1st_Wd Sdng', 'Heating_Grav|MiscFeature_Gar2', 'BsmtHalfBath|Condition2_Norm', 'YearRemodAdd|Functional_Maj1', 'LotShape_Tencode|Exterior1st_MetalSd', 'YrSold|GarageQual_Fa', 'LotFrontage|Fence_GdPrv', 'Neighborhood_Blmngtn|GarageCond_Ex', 'RoofStyle_Gambrel|BsmtExposure_Av', 'Functional_Typ|SaleType_New', 'SaleCondition_Alloca|Exterior2nd_Wd Sdng', 'RoofMatl_WdShngl|Foundation_Slab', 'LotShape_IR2|Exterior1st_AsbShng', 'Street_Tencode|Condition1_Feedr', 'BsmtFinType1_ALQ|BsmtFinType2_Rec', 'Heating_Tencode|HeatingQC_Ex', 'OverallQual|LandSlope_Gtl', 'Foundation_BrkTil|Neighborhood_OldTown', 'Condition2_Artery|MasVnrType_Stone', 'BsmtFinType2_GLQ|LotConfig_Corner', 'GrLivArea|BsmtFinSF1', 'RoofStyle_Flat|Neighborhood_Blmngtn', 'GarageCond_Gd|Functional_Min1', 'GarageFinish_Unf|3SsnPorch', 'Heating_Grav|Exterior2nd_Plywood', 'FireplaceQu_Fa|BsmtExposure_No', 'Neighborhood_NAmes|ExterQual_Fa', 'Exterior1st_BrkFace|BsmtExposure_Mn', 'Electrical_FuseF|MasVnrType_BrkFace', 'GarageCond_TA|Neighborhood_NAmes', 'Exterior1st_Stucco|Street_Pave', 'RoofMatl_Tar&Grv|TotRmsAbvGrd', 'FireplaceQu_Po|LandContour_HLS', 'YearRemodAdd|PoolArea', 'MSZoning_FV|Exterior1st_Plywood', 'Functional_Typ|PavedDrive_Y', 'MiscFeature_Othr|Exterior2nd_Tencode', 'LandContour_Tencode|BsmtFinType1_LwQ', 'GarageCond_TA|LandSlope_Mod', 'Foundation_Tencode|LotShape_IR3', 'Neighborhood_NPkVill|Condition1_RRAe', 'Condition1_Artery|GarageType_CarPort', 'LotShape_Reg|HeatingQC_Tencode', 'LotFrontage|GarageQual_Fa', 'Fence_Tencode|GarageCond_Ex', 'Exterior2nd_HdBoard|LotConfig_Inside', 'SaleType_ConLw|MiscVal', 'PavedDrive_Tencode|Utilities_AllPub', 'BsmtHalfBath|HouseStyle_1.5Fin', 'Exterior2nd_Stucco|SaleCondition_Abnorml', 'FireplaceQu_Ex|PavedDrive_P', 'CentralAir_Y|GarageQual_Tencode', 'Condition2_Tencode|GarageType_BuiltIn', 'HouseStyle_2Story', 'PavedDrive_Y|SaleCondition_Family', 'MiscFeature_Othr|GarageType_BuiltIn', 'MiscFeature_Othr|MasVnrType_BrkCmn', 'GarageCond_Fa|PoolArea', 'Neighborhood_SWISU|MasVnrType_BrkCmn', 'LandSlope_Gtl|BldgType_Tencode', 'Exterior2nd_BrkFace|Exterior2nd_CmentBd', 'Foundation_PConc|Neighborhood_SawyerW', 'Electrical_FuseA|LotConfig_FR2', 'Condition1_RRAe|SaleCondition_Normal', 'GrLivArea|LandSlope_Mod', 'BsmtFinType1_Tencode|HouseStyle_1Story', 'LandContour_Lvl|CentralAir_N', 'Neighborhood_CollgCr|LandContour_Lvl', 'SaleType_ConLw|Exterior2nd_MetalSd', 'FireplaceQu_Ex|Exterior1st_Tencode', 'RoofMatl_CompShg|OpenPorchSF', 'FullBath|Neighborhood_MeadowV', 'BldgType_Duplex|LotShape_Reg', 'FireplaceQu_Tencode|Neighborhood_NPkVill', 'GarageCond_Po|Condition2_Tencode', 'Neighborhood_CollgCr|BsmtFinType2_LwQ', 'OverallCond|Condition2_Norm', 'Exterior1st_Stucco|Alley_Grvl', 'BsmtFinType2_Rec|OpenPorchSF', 'Neighborhood_SawyerW|Fence_MnPrv', 'BsmtFinType2_GLQ|Foundation_Slab', '2ndFlrSF|PavedDrive_P', 'Exterior1st_CemntBd|GarageType_Basment', 'SaleType_Oth|Exterior1st_Wd Sdng', 'Condition1_RRAe|LotConfig_Inside', 'Neighborhood_StoneBr|MasVnrType_BrkFace', 'Functional_Mod|KitchenQual_TA', 'ExterQual_TA|SaleCondition_Abnorml', 'Heating_Tencode|RoofStyle_Shed', 'BsmtFinType1_BLQ|LotFrontage', 'GarageCond_Po|BedroomAbvGr', 'GarageFinish_Tencode|KitchenQual_TA', 'LandSlope_Tencode|LotConfig_CulDSac', 'EnclosedPorch|Utilities_AllPub', 'Street_Grvl|BsmtExposure_Mn', 'Exterior2nd_VinylSd|Condition1_RRAe', 'Neighborhood_NoRidge|Fence_Tencode', 'LotFrontage|Neighborhood_IDOTRR', 'GarageFinish_Unf|HouseStyle_1Story', 'Neighborhood_NAmes|BsmtFinType1_Unf', 'GarageQual_Gd|SaleCondition_Normal', 'Functional_Mod|HouseStyle_2.5Unf', 'SaleType_ConLD|MiscFeature_Tencode', 'GarageType_Detchd|Neighborhood_IDOTRR', 'LandContour_Low|PavedDrive_Tencode', 'RoofStyle_Gable|ScreenPorch', 'GarageType_Detchd|Functional_Maj1', 'SaleType_WD|Neighborhood_MeadowV', 'LandContour_Lvl|LotShape_IR3', 'YearRemodAdd|ExterQual_Ex', 'HouseStyle_1Story|Functional_Mod', 'GarageType_Detchd|2ndFlrSF', 'Electrical_FuseA|MSZoning_C (all)', 'LandContour_HLS|ExterQual_Tencode', 'Condition1_Artery|LandSlope_Sev', 'Condition1_RRAe|ExterQual_Tencode', 'Condition2_Tencode|BsmtFinType1_LwQ', 'LotFrontage|BsmtFinSF2', 'LotShape_IR2|Functional_Typ', 'FireplaceQu_Gd|PoolQC_Tencode', 'FireplaceQu_Fa|Exterior1st_WdShing', 'Exterior2nd_Stone|GarageFinish_Tencode', 'ExterQual_Ex|Alley_Grvl', 'Neighborhood_BrDale|BsmtFinType1_LwQ', 'KitchenQual_Tencode|Exterior1st_CemntBd', 'GarageQual_Gd|Street_Grvl', 'SaleType_New|GarageQual_Tencode', 'SaleCondition_Tencode|Neighborhood_Gilbert', 'BldgType_Duplex|PavedDrive_Tencode', 'FireplaceQu_Fa|Neighborhood_NAmes', 'HouseStyle_2.5Unf|MasVnrType_BrkFace', 'HouseStyle_1.5Unf|RoofStyle_Tencode', 'Neighborhood_NPkVill|SaleType_ConLw', 'Heating_Grav|MiscVal', 'BsmtFinType2_LwQ|SaleType_CWD', 'Heating_Tencode|Functional_Min2', 'PavedDrive_P|CentralAir_N', 'HouseStyle_SFoyer|GarageCond_Fa', 'RoofStyle_Gambrel|MSZoning_Tencode', 'Neighborhood_Timber|Street_Pave', 'FireplaceQu_Gd|SaleType_Oth', 'RoofStyle_Hip|Street_Pave', 'BldgType_Duplex|Foundation_Stone', '3SsnPorch|BsmtQual_Gd', 'RoofMatl_CompShg|Utilities_AllPub', 'Fence_Tencode|Alley_Grvl', 'SaleType_New|HouseStyle_2.5Unf', 'HeatingQC_Gd|Exterior2nd_Plywood', 'LowQualFinSF|RoofStyle_Tencode', 'RoofStyle_Gable|Electrical_FuseF', 'YearBuilt|Exterior2nd_VinylSd', 'GarageType_Tencode|BsmtExposure_No', 'Exterior1st_HdBoard|GarageFinish_RFn', 'Condition1_Norm|MasVnrType_BrkFace', 'Foundation_Stone|MasVnrType_None', 'RoofMatl_Tencode|Neighborhood_Blmngtn', 'Heating_Tencode|GarageType_Attchd', 'FireplaceQu_Gd|HouseStyle_Tencode', 'OverallQual|Exterior2nd_Tencode', 'LotShape_Reg|SaleCondition_Abnorml', 'BsmtQual_Ex|Exterior2nd_Plywood', 'Heating_GasA|BsmtCond_TA', 'GarageFinish_Unf|PavedDrive_P', 'LandContour_Tencode|MSZoning_Tencode', 'BsmtFinSF2', 'Condition1_PosA|Neighborhood_Crawfor', 'Neighborhood_Somerst|PavedDrive_P', 'LandSlope_Sev|ExterQual_Ex', 'LotConfig_FR2|SaleType_COD', 'BsmtExposure_Gd|Exterior1st_Tencode', 'LowQualFinSF|Alley_Grvl', 'LandContour_Low|BsmtFinType1_Rec', 'LandContour_Tencode|GarageQual_Po', 'GarageArea|Neighborhood_StoneBr', 'BsmtFullBath|Neighborhood_SawyerW', 'Neighborhood_NridgHt|MiscVal', 'BsmtQual_Fa|1stFlrSF', 'Exterior2nd_CmentBd|ExterQual_Tencode', 'SaleType_New|WoodDeckSF', 'BsmtCond_Po|BsmtExposure_No', 'TotalBsmtSF|Neighborhood_StoneBr', 'HeatingQC_Fa|SaleCondition_Abnorml', 'KitchenQual_Gd|SaleType_CWD', 'Neighborhood_NWAmes|BldgType_TwnhsE', 'CentralAir_Y|SaleType_Oth', 'GarageCond_Po|MSZoning_C (all)', 'Condition2_Artery|BsmtFinType1_LwQ', 'HeatingQC_TA|RoofMatl_CompShg', 'BsmtFinSF2|MoSold', 'Exterior1st_BrkComm|Street_Pave', 'BsmtQual_Tencode|Foundation_CBlock', 'BsmtFinType1_Tencode|BsmtQual_Ex', 'Exterior1st_HdBoard|BsmtQual_TA', 'Exterior2nd_CmentBd|SaleType_CWD', 'BsmtFinType1_Tencode|ExterCond_TA', 'SaleType_WD|MSZoning_RL', '1stFlrSF|HouseStyle_2Story', 'Functional_Maj1|Condition1_Feedr', 'LotShape_Tencode|GarageFinish_Tencode', 'Fireplaces|MiscVal', 'GarageQual_Po|Neighborhood_Gilbert', 'HouseStyle_SLvl|Neighborhood_Timber', 'BsmtCond_Fa|GarageType_2Types', 'Exterior2nd_AsbShng|Electrical_SBrkr', 'GarageType_Detchd|BedroomAbvGr', 'MiscVal|Alley_Grvl', 'MSSubClass', 'CentralAir_Y|Neighborhood_IDOTRR', 'Functional_Maj2|BsmtQual_Gd', 'SaleCondition_Family|Neighborhood_NWAmes', 'LotConfig_FR2|MiscFeature_Shed', 'Exterior2nd_Plywood|BsmtExposure_Mn', 'SaleCondition_Tencode|Condition1_Norm', 'Neighborhood_BrDale|HouseStyle_1.5Fin', 'LandContour_Lvl|RoofStyle_Gable', 'BsmtCond_Gd|PavedDrive_P', 'Neighborhood_NoRidge|LandSlope_Sev', 'MSZoning_C (all)|Functional_Min2', 'RoofStyle_Flat|OverallCond', 'LandContour_Bnk|Exterior1st_MetalSd', 'GarageType_CarPort|Exterior2nd_Wd Shng', 'Exterior1st_Stucco|MSZoning_FV', 'Exterior2nd_Tencode|Condition1_PosA', 'RoofStyle_Flat|BsmtFinType1_ALQ', 'Condition1_PosN|GarageArea', 'Exterior2nd_BrkFace|BsmtFinType2_Unf', 'RoofStyle_Flat|SaleCondition_Family', 'Exterior2nd_MetalSd|BsmtExposure_No', 'ScreenPorch|CentralAir_N', 'MasVnrType_BrkCmn|MSSubClass', 'Exterior1st_Stucco|BedroomAbvGr', 'Condition1_Feedr|BsmtFinType1_Unf', 'MiscFeature_Gar2|Exterior1st_Tencode', 'RoofStyle_Shed|GarageQual_Po', 'RoofStyle_Shed|GarageArea', 'Fence_Tencode|RoofStyle_Gambrel', 'Functional_Maj1|Neighborhood_MeadowV', 'LandContour_Tencode|BsmtFinType2_LwQ', 'LandSlope_Gtl|LotShape_IR3', 'ExterCond_TA|KitchenQual_Fa', 'RoofStyle_Shed|ExterCond_Fa', 'HeatingQC_Gd|RoofMatl_CompShg', 'HouseStyle_1Story|Exterior1st_HdBoard', 'HeatingQC_Tencode|BsmtExposure_Gd', 'Neighborhood_NPkVill|BsmtFinType1_LwQ', 'BsmtQual_TA|BsmtExposure_Av', 'BedroomAbvGr|BsmtExposure_Mn', 'GarageQual_Fa|Neighborhood_BrkSide', 'GarageType_Tencode|Exterior1st_Tencode', 'BsmtFinType1_Rec|Functional_Min1', 'GarageType_Tencode|MSZoning_Tencode', 'SaleType_Tencode|BldgType_1Fam', 'BsmtFinType2_BLQ|Utilities_AllPub', 'PoolQC_Tencode|Functional_Min2', 'TotalBsmtSF|Fence_MnPrv', 'Fence_GdWo|Fence_MnWw', 'HouseStyle_1Story|GarageType_Attchd', 'Exterior2nd_Stucco|MoSold', 'Exterior1st_Stucco|Neighborhood_BrkSide', 'GarageArea|BsmtCond_Tencode', 'CentralAir_N|MSZoning_RH', 'PavedDrive_Tencode|Condition1_Feedr', 'Electrical_Tencode|Exterior1st_Tencode', 'Exterior2nd_VinylSd|ExterCond_Tencode', 'HouseStyle_1Story|SaleCondition_Partial', 'FireplaceQu_TA|HouseStyle_SLvl', 'Functional_Maj1|SaleType_Oth', 'CentralAir_Y|Neighborhood_Gilbert', 'Foundation_BrkTil|MasVnrType_None', 'Condition2_Tencode|ExterQual_Gd', 'MSSubClass|BsmtExposure_Gd', 'BsmtFinType1_Tencode|Heating_Tencode', 'SaleCondition_Normal|CentralAir_Y', 'Exterior2nd_Wd Sdng|Neighborhood_Gilbert', 'Condition1_Feedr|ExterQual_Gd', 'LandSlope_Mod|MiscFeature_Tencode', 'GarageType_CarPort|Condition1_RRAn', 'LandContour_Tencode|PoolQC_Tencode', 'Fence_GdPrv|MSSubClass', 'Neighborhood_IDOTRR|MasVnrType_BrkFace', 'ExterQual_Gd|Exterior1st_Plywood', 'HouseStyle_Tencode|LandSlope_Gtl', 'ExterCond_Gd|Exterior2nd_AsphShn', 'SaleCondition_Tencode|HouseStyle_1.5Fin', 'GarageFinish_Unf|BsmtExposure_Mn', 'Heating_Grav|BsmtFinType1_Unf', 'GarageCars|Fence_Tencode', 'FireplaceQu_Fa|Neighborhood_Crawfor', 'RoofStyle_Shed|LotShape_IR3', 'GarageCond_TA|ExterCond_Tencode', 'LotConfig_FR2|Neighborhood_BrkSide', 'HeatingQC_Fa|BedroomAbvGr', 'Exterior2nd_MetalSd|LotConfig_Inside', 'BldgType_2fmCon|1stFlrSF', 'LandContour_Bnk|BsmtCond_Gd', 'BldgType_2fmCon|WoodDeckSF', '1stFlrSF|MasVnrType_Tencode', 'Neighborhood_Somerst|Condition1_PosA', 'BsmtUnfSF|GarageType_2Types', 'RoofStyle_Tencode|HouseStyle_2.5Unf', 'Exterior1st_AsbShng|Exterior2nd_Wd Sdng', 'Exterior2nd_Stone|GarageArea', 'SaleCondition_Normal|BsmtExposure_Gd', 'RoofStyle_Shed|BsmtFinSF1', 'Functional_Maj1|HouseStyle_2.5Unf', 'HouseStyle_SFoyer|Fence_MnWw', 'RoofMatl_Tar&Grv|Condition1_PosN', 'HeatingQC_Fa|ExterQual_Tencode', 'FireplaceQu_Tencode|LandSlope_Mod', 'HouseStyle_Tencode|MasVnrType_BrkCmn', 'Exterior1st_HdBoard|HeatingQC_Gd', 'Neighborhood_NoRidge|Exterior1st_CemntBd', 'Condition1_Feedr|Neighborhood_IDOTRR', 'Street_Tencode|BsmtFinType1_Unf', 'Fence_GdWo|BsmtFinType1_GLQ', 'RoofMatl_CompShg|Condition2_Artery', 'KitchenQual_Ex|BsmtFinType1_GLQ', 'BsmtFinType2_ALQ|PavedDrive_P', 'Neighborhood_NPkVill|ScreenPorch', 'GarageType_Attchd|BsmtCond_Tencode', 'LotConfig_Corner|BsmtQual_TA', 'LandContour_Low|RoofMatl_Tar&Grv', 'GarageFinish_Tencode|Fence_MnWw', 'MasVnrType_None|Fence_MnWw', 'Exterior1st_HdBoard|BsmtFinType2_Rec', 'BsmtUnfSF|BsmtCond_TA', 'KitchenAbvGr|RoofStyle_Gable', 'BsmtCond_Gd|BldgType_1Fam', 'Neighborhood_StoneBr|MSZoning_Tencode', 'BsmtFinType1_Tencode|Alley_Pave', 'Exterior2nd_CmentBd|Exterior2nd_Wd Shng', 'Heating_GasW|OpenPorchSF', 'Exterior1st_CemntBd|MasVnrType_None', 'Condition1_RRAe|Functional_Min2', 'SaleType_WD|CentralAir_Y', 'SaleCondition_Tencode|2ndFlrSF', 'FireplaceQu_Gd|FireplaceQu_Fa', 'LandContour_Bnk|HouseStyle_1.5Unf', 'BldgType_Duplex|MiscFeature_Tencode', 'FireplaceQu_Tencode|Heating_Tencode', 'BsmtFinType1_BLQ|MiscFeature_Shed', 'SaleCondition_Tencode|BsmtUnfSF', '2ndFlrSF|Fence_GdWo', 'GarageQual_Po|Foundation_Slab', 'Exterior2nd_MetalSd|MasVnrType_Tencode', 'Neighborhood_NoRidge|SaleType_Oth', 'BsmtCond_Gd|Functional_Min2', 'CentralAir_Tencode|Neighborhood_Timber', 'Neighborhood_Sawyer|SaleType_Oth', 'Functional_Mod|MasVnrType_None', 'SaleType_ConLI|Exterior2nd_Plywood', 'Functional_Typ|Exterior1st_AsbShng', 'LandContour_Low|SaleCondition_Abnorml', 'GrLivArea|GarageQual_TA', 'GarageCond_TA|MSZoning_RL', 'FullBath|LandSlope_Sev', 'Neighborhood_BrDale|Exterior2nd_Plywood', 'FireplaceQu_Gd|HouseStyle_SFoyer', 'SaleType_COD|MasVnrType_BrkFace', 'FireplaceQu_Gd|Condition1_RRAn', 'GarageCond_Po|BsmtQual_Gd', 'FireplaceQu_Ex|CentralAir_N', 'Foundation_Stone|Foundation_BrkTil', 'GarageCond_Tencode|BsmtCond_Fa', 'RoofStyle_Shed|Condition1_Tencode', 'PoolQC_Tencode|Exterior1st_CemntBd', 'BsmtFinType2_BLQ|Exterior1st_MetalSd', 'Exterior2nd_CmentBd|Neighborhood_Sawyer', 'Exterior2nd_Stone|LotShape_Reg', 'GarageFinish_Tencode|KitchenQual_Fa', 'BsmtQual_Ex|GarageType_BuiltIn', 'LotShape_Reg|MasVnrType_BrkFace', 'LotShape_IR2|Neighborhood_Crawfor', 'Exterior2nd_Plywood|Neighborhood_Timber', 'ExterQual_TA|BsmtCond_Tencode', 'BsmtFullBath|GarageCond_Fa', 'BsmtExposure_Tencode|Exterior2nd_HdBoard', 'HouseStyle_1.5Unf|MoSold', 'Condition1_Artery|Alley_Pave', 'Foundation_Tencode|SaleCondition_Alloca', 'Neighborhood_NridgHt|GarageQual_Tencode', 'GarageFinish_Unf|LandContour_Bnk', 'HeatingQC_Gd|WoodDeckSF', 'GarageFinish_Fin|Fence_Tencode', 'LotShape_IR1|Condition2_Artery', 'RoofStyle_Hip|HouseStyle_1.5Fin', 'BsmtCond_Po|Exterior2nd_HdBoard', 'LotArea|LandSlope_Gtl', 'Neighborhood_NAmes|Exterior2nd_HdBoard', 'BsmtHalfBath|ExterQual_Tencode', 'GarageQual_Gd|MSZoning_RL', 'ExterQual_Gd|Fence_MnWw', 'SaleCondition_Alloca|Condition1_Norm', 'Neighborhood_NAmes|BsmtFinType2_Unf', 'HouseStyle_2.5Unf|PoolArea', 'Neighborhood_Blmngtn|MiscFeature_Gar2', 'KitchenQual_Gd|Fence_GdPrv', 'HeatingQC_Fa|FireplaceQu_Po', 'Alley_Tencode|ExterQual_Fa', 'BedroomAbvGr|Exterior1st_Tencode', 'LotConfig_FR2|BsmtUnfSF', 'Exterior1st_HdBoard|SaleCondition_Partial', 'FireplaceQu_Gd|KitchenQual_Gd', 'PoolArea|MSZoning_Tencode', 'Condition1_Norm|GarageYrBlt', 'GarageType_BuiltIn|BsmtExposure_No', 'SaleCondition_Tencode|Fence_Tencode', 'LandContour_Low|Neighborhood_NoRidge', 'BldgType_Duplex|KitchenQual_TA', 'BsmtFinType2_Tencode|KitchenQual_Ex', 'GarageQual_Tencode|BsmtQual_Gd', 'PavedDrive_Tencode|MSZoning_RH', 'RoofStyle_Gable|Street_Pave', 'YearRemodAdd|MasVnrType_Tencode', 'LotConfig_CulDSac|GarageQual_TA', 'LotConfig_Corner|MasVnrArea', 'Exterior2nd_VinylSd|Functional_Maj1', 'MiscVal|GarageYrBlt', 'Heating_Tencode|SaleType_New', 'HeatingQC_Gd|Exterior2nd_VinylSd', 'KitchenQual_Tencode|HouseStyle_1.5Fin', 'LotArea|BsmtFinType1_Unf', 'Exterior1st_BrkFace|SaleType_CWD', 'Exterior2nd_Wd Sdng|Functional_Min2', '3SsnPorch|Exterior1st_VinylSd', 'FireplaceQu_Gd|RoofMatl_CompShg', 'BsmtExposure_Tencode|MasVnrType_BrkCmn', 'YearRemodAdd|BsmtFinType2_GLQ', 'Utilities_Tencode|SaleType_ConLI', 'Exterior2nd_Stucco|GarageType_Tencode', 'GarageFinish_Unf|MasVnrType_BrkCmn', 'LandSlope_Sev|Functional_Min1', 'Exterior1st_AsbShng|ExterQual_Fa', 'Neighborhood_NPkVill|Foundation_Tencode', 'Exterior1st_Stucco|CentralAir_Tencode', 'Fence_Tencode|3SsnPorch', 'Neighborhood_Sawyer|Exterior1st_WdShing', 'BsmtFullBath|Neighborhood_Timber', 'Foundation_Tencode|Neighborhood_SWISU', 'MiscFeature_Tencode|Neighborhood_Timber', 'FireplaceQu_Tencode|GarageType_Tencode', 'PavedDrive_Tencode|Alley_Grvl', 'LandSlope_Mod|HalfBath', 'FullBath|Condition1_Norm', 'BsmtHalfBath|HeatingQC_Ex', 'Exterior1st_BrkFace|RoofStyle_Gable', 'FireplaceQu_Ex|Neighborhood_Timber', 'BsmtCond_Gd|HouseStyle_1.5Fin', 'Exterior2nd_Brk Cmn|BsmtCond_Fa', 'Functional_Tencode|MasVnrType_Tencode', 'MasVnrType_None|LotShape_IR3', 'Condition1_Norm|Neighborhood_StoneBr', 'GrLivArea|BsmtCond_Fa', 'SaleCondition_Tencode|FireplaceQu_TA', 'BsmtFullBath|GarageFinish_RFn', 'Neighborhood_Mitchel|BldgType_1Fam', 'ExterQual_Ex|BsmtFinType1_GLQ', 'BsmtCond_Gd|Exterior1st_WdShing', 'GarageType_Attchd|Exterior2nd_Brk Cmn', '2ndFlrSF|BsmtFinType1_Unf', 'GarageType_Detchd|GarageFinish_Unf', 'Condition1_Feedr|MasVnrType_Tencode', 'MSZoning_FV|BsmtExposure_Mn', 'SaleCondition_Alloca|GarageQual_TA', 'Neighborhood_SWISU|KitchenQual_Tencode', 'Alley_Pave|GarageType_Attchd', 'BsmtCond_Po|BsmtQual_Gd', 'SaleType_ConLD|BldgType_TwnhsE', 'Foundation_BrkTil|RoofStyle_Tencode', 'ExterCond_Gd|GarageType_CarPort', 'BsmtFinType1_BLQ|BsmtFinType2_ALQ', 'Functional_Typ|Electrical_FuseF', 'MSZoning_RL|Street_Pave', 'GarageFinish_Fin|LotShape_IR3', 'GarageCond_Po|HalfBath', 'Foundation_Tencode|PavedDrive_Y', 'Condition2_Tencode|Utilities_AllPub', 'Condition1_Norm|Exterior2nd_Brk Cmn', 'GarageFinish_Fin|KitchenQual_TA', 'GarageType_Basment|BsmtFinType1_LwQ', 'BsmtFinType2_Rec|BsmtQual_Gd', 'Neighborhood_Edwards|BsmtExposure_Mn', 'GarageQual_Po|OpenPorchSF', 'Heating_Tencode|MasVnrArea', 'ExterQual_TA|Neighborhood_Blmngtn', 'GrLivArea|Exterior2nd_HdBoard', 'GarageFinish_Unf|ScreenPorch', 'CentralAir_N|LotConfig_Inside', 'LandSlope_Tencode|Neighborhood_NAmes', 'BldgType_Twnhs|Fence_Tencode', 'Street_Tencode|BsmtQual_Tencode', 'Exterior2nd_BrkFace|BsmtExposure_Av', 'Neighborhood_Somerst|ExterCond_TA', 'LandContour_Bnk|BsmtFinType1_Rec', 'KitchenQual_Gd|Electrical_FuseF', 'GarageQual_Po|Fence_GdWo', 'Foundation_Slab|MasVnrType_Tencode', 'FireplaceQu_Tencode|TotalBsmtSF', 'MiscFeature_Othr|Exterior2nd_Wd Sdng', 'Neighborhood_Edwards|BsmtFinType2_BLQ', 'BldgType_Duplex|FireplaceQu_Gd', 'BldgType_2fmCon|BsmtCond_TA', 'OverallCond|LotShape_IR3', 'Exterior2nd_CmentBd|KitchenQual_TA', 'Fence_Tencode|SaleType_COD', 'Foundation_CBlock|Exterior1st_Wd Sdng', 'Neighborhood_NoRidge|BldgType_Tencode', 'PavedDrive_Y|Exterior1st_Tencode', 'MoSold|BsmtFinType1_Unf', 'HouseStyle_SFoyer|MasVnrType_BrkCmn', 'SaleType_Tencode|BsmtQual_Ex', 'HouseStyle_2.5Unf|BsmtFinType1_Unf', 'GarageCond_Gd|Neighborhood_MeadowV', 'BsmtCond_Po|MasVnrType_Tencode', 'BsmtExposure_Tencode|LandContour_Lvl', 'LotConfig_FR2|BsmtFinType1_GLQ', 'Electrical_FuseF|TotRmsAbvGrd', 'PavedDrive_N|BldgType_Twnhs', 'HouseStyle_Tencode|BsmtQual_TA', 'MiscVal|Exterior2nd_MetalSd', 'GarageType_CarPort|Street_Grvl', 'GarageType_Attchd|BsmtFinSF1', 'Exterior1st_CemntBd|GarageType_Attchd', 'LotConfig_FR2|Exterior2nd_Brk Cmn', 'GarageFinish_Fin|Functional_Min1', 'GarageType_Basment|Fence_MnPrv', 'BsmtFinType2_BLQ', 'SaleType_Tencode|FireplaceQu_TA', 'KitchenQual_Ex|Condition1_Tencode', 'BsmtQual_Ex|MSZoning_C (all)', 'GarageCond_Fa|Exterior1st_Wd Sdng', 'SaleType_ConLD|WoodDeckSF', 'GarageQual_TA|GarageArea', 'YrSold|MSZoning_FV', 'Neighborhood_Veenker|BsmtCond_TA', 'Alley_Pave|Exterior1st_WdShing', 'BsmtFinType1_BLQ|LotConfig_FR2', 'ExterCond_Tencode|OverallCond', 'FireplaceQu_Gd|Exterior1st_Wd Sdng', 'BsmtQual_Fa|RoofStyle_Gambrel', 'BsmtFinType2_GLQ|BsmtFinType1_GLQ', 'FireplaceQu_Fa|BsmtFinType1_Rec', 'BsmtCond_Gd|MiscFeature_Tencode', 'GarageType_Tencode|BsmtCond_Tencode', 'Neighborhood_ClearCr|HouseStyle_2Story', 'GarageType_Tencode|LandSlope_Gtl', 'Electrical_Tencode|LowQualFinSF', 'Neighborhood_CollgCr|Exterior1st_BrkComm', 'KitchenQual_Tencode|Exterior2nd_MetalSd', 'Functional_Maj1|GarageQual_Tencode', 'GarageFinish_Unf|GarageYrBlt', 'MiscVal|GarageQual_Po', 'Exterior2nd_AsbShng|Exterior2nd_Tencode', 'RoofMatl_Tencode|SaleCondition_Abnorml', 'LotArea|BsmtFinType1_ALQ', 'Neighborhood_Veenker|OverallCond', 'YrSold|BsmtExposure_Gd', 'BsmtFinType1_Rec|GarageType_Attchd', 'FireplaceQu_Tencode|TotRmsAbvGrd', 'GarageQual_Gd|YearBuilt', 'Functional_Mod|HouseStyle_1.5Fin', 'BsmtQual_Tencode|Exterior2nd_HdBoard', 'MSZoning_C (all)|1stFlrSF', 'Heating_GasW|Functional_Maj1', 'FireplaceQu_Fa|1stFlrSF', 'SaleType_ConLI|BsmtExposure_Mn', 'MSZoning_RM|BsmtQual_Gd', 'RoofMatl_CompShg|GarageYrBlt', 'KitchenAbvGr|MasVnrType_Tencode', 'Functional_Typ|Electrical_SBrkr', 'LotConfig_FR2|SaleType_Tencode', 'Exterior2nd_Stucco|BsmtFinType1_Unf', 'MSZoning_Tencode|Exterior1st_MetalSd', 'LotConfig_FR2|CentralAir_N', 'Neighborhood_Tencode|Condition1_PosA', 'FireplaceQu_Tencode|Exterior2nd_CmentBd', 'Electrical_Tencode|SaleType_ConLI', 'GarageArea|MSSubClass', 'GarageType_BuiltIn|LotShape_IR3', 'Condition2_Artery|BsmtFinType1_Unf', 'GarageFinish_Unf|HeatingQC_Tencode', 'SaleCondition_Family|ExterCond_Tencode', 'HouseStyle_1Story|HouseStyle_SFoyer', 'Street_Tencode|LandContour_Low', 'Neighborhood_OldTown|GarageQual_Tencode', 'ExterCond_Tencode|Exterior1st_CemntBd', 'SaleType_CWD|LotConfig_Inside', 'Neighborhood_ClearCr|HouseStyle_Tencode', 'HouseStyle_1Story|RoofStyle_Shed', 'GarageQual_Gd|Condition1_PosN', 'Condition1_Artery|KitchenQual_Gd', 'GarageType_Attchd|LandSlope_Gtl', 'YrSold|SaleCondition_Abnorml', 'Condition1_RRAn|LotConfig_Inside', 'LandContour_Tencode|Condition1_RRAn', 'GarageQual_Gd|GarageType_CarPort', 'SaleType_Tencode|MasVnrType_None', 'BsmtFinType1_Tencode|SaleType_New', 'GarageQual_Gd|Neighborhood_OldTown', 'SaleType_ConLw|MSSubClass', 'BldgType_Duplex|Heating_Tencode', 'SaleType_New|MSZoning_RH', 'GarageFinish_Unf|GarageArea', 'LotConfig_CulDSac|Functional_Maj1', 'LandSlope_Sev|GarageType_CarPort', 'BsmtQual_Ex|Alley_Grvl', 'BsmtQual_Fa|GarageYrBlt', 'LandContour_Lvl|ScreenPorch', 'Condition1_RRAn|BsmtExposure_No', 'Neighborhood_Gilbert|MasVnrType_Stone', 'EnclosedPorch|HouseStyle_2Story', 'PoolQC_Tencode|GarageType_BuiltIn', 'Exterior2nd_Stone|KitchenQual_TA', 'EnclosedPorch|LotConfig_Tencode', 'Alley_Pave|ExterQual_Gd', 'LotShape_Reg|BsmtFinType1_BLQ', 'LandContour_Tencode|Neighborhood_Gilbert', 'LandContour_HLS|SaleType_New', 'HouseStyle_2.5Unf|Exterior2nd_Plywood', 'BsmtFinType2_LwQ|RoofStyle_Tencode', 'RoofStyle_Gambrel|LotConfig_Inside', 'SaleCondition_Tencode|MasVnrArea', 'Foundation_Stone|MSZoning_RH', 'HouseStyle_SFoyer|Electrical_Tencode', 'Heating_GasW|KitchenQual_TA', 'Electrical_Tencode|GarageQual_Tencode', 'GarageCond_TA|3SsnPorch', '3SsnPorch|Exterior1st_WdShing', 'LotConfig_FR2|HouseStyle_2Story', 'KitchenQual_Gd|ExterCond_Fa', 'SaleType_CWD|HouseStyle_SLvl', 'FireplaceQu_Tencode|PavedDrive_N', 'GarageQual_Gd|BsmtFinType1_Unf', 'Neighborhood_CollgCr|RoofMatl_Tar&Grv', 'Heating_GasW|Functional_Min2', 'Neighborhood_NPkVill|BsmtQual_Gd', 'Heating_GasA|MasVnrType_BrkCmn', 'Neighborhood_NridgHt|2ndFlrSF', 'LotShape_IR2|Foundation_Stone', 'LotShape_IR1|Exterior1st_BrkComm', 'HeatingQC_Gd|Exterior1st_MetalSd', 'Functional_Maj2|GarageType_CarPort', '1stFlrSF|GarageQual_Tencode', 'BsmtFinType2_Tencode|BldgType_1Fam', 'SaleType_ConLD|Exterior2nd_MetalSd', 'Condition1_Feedr|Street_Pave', 'LotConfig_Tencode|Neighborhood_IDOTRR', 'HeatingQC_Tencode|Exterior2nd_CmentBd', 'LandSlope_Mod|BsmtExposure_Mn', 'BsmtFinType1_Tencode|Fence_Tencode', 'FireplaceQu_Fa|SaleType_New', 'LotConfig_FR2|Functional_Maj1', 'Electrical_SBrkr|Functional_Maj1', 'ExterCond_Gd|MSZoning_Tencode', 'SaleType_New|Functional_Mod', 'GarageFinish_Fin|Neighborhood_Sawyer', 'RoofStyle_Hip|HouseStyle_1Story', 'RoofStyle_Flat|FireplaceQu_Fa', 'BsmtQual_Tencode|KitchenQual_TA', 'Foundation_Stone|Neighborhood_Mitchel', 'Neighborhood_Sawyer|MasVnrType_Stone', 'BsmtUnfSF|PavedDrive_P', 'LotShape_Tencode|Foundation_BrkTil', 'BsmtCond_Po|Condition2_Norm', 'Neighborhood_CollgCr|RoofMatl_CompShg', 'SaleType_ConLI|BsmtCond_Fa', 'Exterior1st_VinylSd|CentralAir_N', 'Condition2_Norm|ExterQual_Fa', 'Neighborhood_ClearCr|Exterior2nd_MetalSd', 'LandContour_Bnk|Exterior2nd_Wd Shng', 'Exterior1st_BrkFace|Fence_Tencode', 'Foundation_PConc|HouseStyle_Tencode', 'MasVnrType_BrkCmn|MSZoning_FV', 'Street_Tencode|HeatingQC_Tencode', 'EnclosedPorch|Exterior2nd_Plywood', 'YearBuilt|Neighborhood_Sawyer', 'OverallQual|LotFrontage', 'Fence_Tencode|Heating_GasW', 'Exterior2nd_AsbShng|PoolQC_Tencode', 'GarageType_Detchd|BsmtExposure_Av', 'HouseStyle_1Story|Electrical_Tencode', 'Neighborhood_OldTown|Exterior1st_MetalSd', 'Exterior2nd_Stucco|CentralAir_Y', 'MiscFeature_Tencode|MasVnrType_Tencode', 'BsmtFinType1_GLQ|MSZoning_RL', 'Fireplaces|MasVnrType_Tencode', 'Exterior2nd_BrkFace|Foundation_Tencode', 'Fence_GdWo|Alley_Grvl', 'MSZoning_C (all)|BsmtExposure_Gd', 'GarageArea|BsmtExposure_Gd', 'Neighborhood_Somerst|Fence_MnPrv', 'PavedDrive_Y|Exterior2nd_CmentBd', 'Neighborhood_Blmngtn|Fence_GdPrv', 'GarageFinish_Unf|HeatingQC_TA', 'Neighborhood_Mitchel|MasVnrType_BrkFace', 'Electrical_FuseA|SaleCondition_Family', 'KitchenQual_Gd|Exterior2nd_MetalSd', 'HeatingQC_Tencode|FireplaceQu_Fa', 'LandContour_Lvl|LowQualFinSF', 'Neighborhood_Blmngtn|GarageType_BuiltIn', 'Exterior2nd_Stone|YearRemodAdd', 'Exterior2nd_Stone|Neighborhood_Veenker', 'LandSlope_Tencode|SaleType_WD', 'SaleType_CWD|MasVnrType_BrkFace', 'Heating_GasA|Heating_Grav', 'Neighborhood_NPkVill|Exterior2nd_Wd Sdng', 'BsmtFinType1_Tencode|Fence_GdPrv', 'BsmtFinType1_BLQ|3SsnPorch', 'SaleCondition_Partial|BsmtExposure_Gd', 'TotalBsmtSF|FireplaceQu_Fa', 'Neighborhood_StoneBr|Exterior1st_VinylSd', 'BldgType_Twnhs|WoodDeckSF', 'Condition1_Norm|SaleType_COD', 'Alley_Pave|BedroomAbvGr', 'BsmtQual_Ex|Exterior2nd_MetalSd', 'GarageQual_Gd|CentralAir_Tencode', 'RoofStyle_Shed|CentralAir_Tencode', 'LandContour_Bnk|Condition1_RRAn', 'SaleCondition_Normal|GarageQual_Tencode', 'RoofStyle_Shed|Fence_MnPrv', 'Electrical_FuseA|Functional_Min1', 'RoofStyle_Shed|BsmtFinType2_LwQ', 'ExterQual_Tencode|Exterior2nd_Plywood', 'Neighborhood_Blmngtn|MSZoning_FV', 'Exterior2nd_AsbShng|HeatingQC_Ex', 'Foundation_Stone|LandSlope_Sev']

Categorical = ['MiscFeature', 'Exterior1st', 'HeatingQC', 'GarageType', 'LandSlope', 'LandContour', 'BsmtQual', 'Electrical', 'BldgType', 'PavedDrive', 'BsmtCond', 'Alley', 'Street', 'ExterCond', 'MasVnrType', 'Neighborhood', 'Condition2', 'Functional', 'Condition1', 'SaleCondition', 'ExterQual', 'Foundation', 'GarageQual', 'Exterior2nd', 'RoofStyle', 'BsmtFinType2', 'Utilities', 'KitchenQual', 'FireplaceQu', 'GarageCond', 'HouseStyle', 'Fence', 'LotShape', 'BsmtExposure', 'PoolQC', 'MSZoning', 'CentralAir', 'GarageFinish', 'SaleType', 'LotConfig', 'BsmtFinType1', 'RoofMatl', 'Heating']

















In [16]:



    


# check number of created variables is correct
# 1 id column, 290)) combined variables
print(train.shape == (1001, sum(range(1, 290), (290 + 43 + 1 + 1))))
print(train.shape)
print(test.shape == (1459, sum(range(1, 290), (290 + 43 + 1 + 1))))
print(test.shape)



    


















    






True
(1001, 42240)
True
(1459, 42240)

















In [17]:



    


# check multiplication for a random column
ridx = np.random.choice(sum(range(1, 79)))
combined_only = [name for name in encoded_combined_nums if name not in encoded_nums]
combined_check_vars = combined_only[ridx].split('|')
combined_check_vars.append(combined_only[ridx])

print(train[736, combined_check_vars])
print(test[637, combined_check_vars])

print(train[736, combined_check_vars[0]]*train[736, combined_check_vars[1]])
print(test[637, combined_check_vars[0]]*test[637, combined_check_vars[1]])



    


















    










  GarageType_Detchd  BsmtUnfSF  GarageType_Detchd|BsmtUnfSF




                  1          0                            0













    















    










  GarageType_Detchd  BsmtUnfSF  GarageType_Detchd|BsmtUnfSF




                  1        459                          459













    






0.0
459.0

























Train models
















In [18]:



    


h2o.show_progress()                                          # turn on progress bars



    



















In [19]:



    


# Check log transform - looks good
train['SalePrice'].log().as_data_frame().hist()

# Execute log transform
train['SalePrice'] = train['SalePrice'].log()
valid['SalePrice'] = valid['SalePrice'].log()
print(train[0:3, 'SalePrice'])



    


















    










  SalePrice




    12.2477


    12.109 


    12.3172













    















    
































Split training data
















In [20]:



    


half_train, other_half_train = train.split_frame([0.5], seed=12345)
half_valid, other_half_valid = valid.split_frame([0.5], seed=12345)
print(half_train.shape)
print(half_valid.shape)
print(other_half_train.shape)
print(other_half_valid.shape)
# no idea why this works better, but it does ... 
# could be a lucky split that happens to be more representative of test data
# could be that it just prevents overfitting



    


















    






(504, 42240)
(230, 42240)
(497, 42240)
(229, 42240)

























Define model with grid search function
















In [21]:



    


def glm_grid(X, y, train, valid):
    
    """ Wrapper function for penalized GLM with alpha and lambda search.
    
    :param X: List of inputs.
    :param y: Name of target variable.
    :param train: Name of training H2OFrame.
    :param valid: Name of validation H2OFrame.
    :return: Best H2Omodel from H2OGeneralizedLinearEstimator

    """
    
    alpha_opts = [0.01, 0.25, 0.5, 0.99] # always keep some L2
    hyper_parameters = {'alpha': alpha_opts}

    # initialize grid search
    grid = H2OGridSearch(
        H2OGeneralizedLinearEstimator(
            family="gaussian",
            lambda_search=True,
            seed=12345),
        hyper_params=hyper_parameters)
    
    # train grid
    grid.train(y=y,
               x=X, 
               training_frame=train,
               validation_frame=valid)

    # show grid search results
    print(grid.show())

    best = grid.get_grid()[0]
    print(best)
    
    # plot top frame values
    yhat_frame = valid.cbind(best.predict(valid))
    print(yhat_frame[0:10, [y, 'predict']])

    # plot sorted predictions
    yhat_frame_df = yhat_frame[[y, 'predict']].as_data_frame()
    yhat_frame_df.sort_values(by='predict', inplace=True)
    yhat_frame_df.reset_index(inplace=True, drop=True)
    _ = yhat_frame_df.plot(title='Ranked Predictions Plot')
    
    # select best model
    return best



    



















Function to generate submission file
















In [22]:



    


import re
import time

def gen_submission(model, test=test):

    """ Generates submission file for Kaggle House Prices contest.
    
    :param model: Model with which to score test data.
    :param test: Test data.
    
    """
    
    # create time stamp
    time_stamp = re.sub('[: ]', '_', time.asctime())

    # create predictions column
    sub = test['Id'].cbind(model.predict(test).exp())
    sub.columns = ['Id', 'SalePrice']
    
    # save file for submission
    sub_fname = '../data/submission_' + str(time_stamp) + '.csv'
    h2o.download_csv(sub, sub_fname)



    



















Simple function to average predictions
















In [23]:



    


import os

def pred_blender(dir_, files):
    
    """ Performs simple blending of prediction files. 
    
    :param dir_: Directory in which files to be read are stored.
    :param files: List of prediction files to be blended.
    
    """
    
    # read predictions in files list and cbind
    for i, file in enumerate(files):
        if i == 0:
            df = pd.read_csv(dir_ + os.sep + file).drop('SalePrice', axis=1)
        col = pd.read_csv(dir_ + os.sep + file).drop('Id', axis=1)
        col.columns = ['SalePrice' + str(i)]
        df = pd.concat([df, col], axis=1)
        
    # create mean prediction    
    df['mean'] = df.iloc[:, 1:].mean(axis=1)
    print(df.head())
        
    # create time stamp
    time_stamp = re.sub('[: ]', '_', time.asctime())        
        
    # write new submission file    
    df = df[['Id', 'mean']]
    df.columns = ['Id', 'SalePrice']
    
    # save file for submission
    sub_fname = '../data/submission_' + str(time_stamp) + '.csv'
    df.to_csv(sub_fname, index=False)



    



















GLM model on encoded, combined numeric inputs
















In [24]:



    


glm_0 = glm_grid(encoded_combined_nums, 'SalePrice', half_train, half_valid)
gen_submission(glm_0) # Valid RMSE: ~0.1217,  0.13886 on public leaderboard



    


















    






glm Grid Build progress: |████████████████████████████████████████████████| 100%
      alpha                                                      model_ids  \
0    [0.01]  Grid_GLM_py_297_sid_b0f6_model_python_1527178741925_1_model_0   
1    [0.25]  Grid_GLM_py_297_sid_b0f6_model_python_1527178741925_1_model_1   
2     [0.5]  Grid_GLM_py_297_sid_b0f6_model_python_1527178741925_1_model_2   
3    [0.99]  Grid_GLM_py_297_sid_b0f6_model_python_1527178741925_1_model_3   

    residual_deviance  
0   3.405457702226766  
1  3.7310684358150157  
2  3.8448209999198233  
3  3.9680834547561457  
None
Model Details
=============
H2OGeneralizedLinearEstimator :  Generalized Linear Modeling
Model Key:  Grid_GLM_py_297_sid_b0f6_model_python_1527178741925_1_model_0


ModelMetricsRegressionGLM: glm
** Reported on train data. **

MSE: 0.005613386003704139
RMSE: 0.07492253335081603
MAE: 0.05825898630935005
RMSLE: 0.005798560012401194
R^2: 0.9641606895652494
Mean Residual Deviance: 0.005613386003704139
Null degrees of freedom: 503
Residual degrees of freedom: -880
Null deviance: 78.93975948609085
Residual deviance: 2.829146545866886
AIC: 1588.2590488684195

ModelMetricsRegressionGLM: glm
** Reported on validation data. **

MSE: 0.014806337835768547
RMSE: 0.12168129616242813
MAE: 0.08605240326634149
RMSLE: 0.009438605131375621
R^2: 0.9002280333733776
Mean Residual Deviance: 0.014806337835768547
Null degrees of freedom: 229
Residual degrees of freedom: -1154
Null deviance: 34.66875782373328
Residual deviance: 3.405457702226766
AIC: 2453.790734996074
Scoring History: 










    








timestamp
duration
iteration
lambda
predictors
deviance_train
deviance_test



2018-05-24 12:41:29
 0.000 sec
1
.33E2
1
0.1566265
0.1507337



2018-05-24 12:41:31
 1.964 sec
2
.32E2
31
0.1538745
0.1481834



2018-05-24 12:41:32
 2.964 sec
3
.3E2
38
0.1488314
0.1435179



2018-05-24 12:41:33
 3.525 sec
4
.29E2
61
0.1430469
0.1382364



2018-05-24 12:41:33
 4.140 sec
5
.27E2
97
0.1361903
0.1321030


---
---
---
---
---
---
---
---



2018-05-24 12:42:47
 1 min 17.913 sec
84
.7E0
1405
0.0053438
0.0148147



2018-05-24 12:42:48
 1 min 19.138 sec
85
.66E0
1416
0.0050863
0.0148227



2018-05-24 12:42:49
 1 min 19.759 sec
86
.63E0
1461
0.0048310
0.0148520



2018-05-24 12:42:50
 1 min 20.391 sec
87
.61E0
1495
0.0045824
0.0149025



2018-05-24 12:42:50
 1 min 21.025 sec
88
.58E0
1522
0.0043475
0.0149563










    






See the whole table with table.as_data_frame()

glm prediction progress: |████████████████████████████████████████████████| 100%










    










  SalePrice  predict




    11.8494  12.0779


    12.2061  12.1796


    11.6784  11.6258


    11.914   11.8076


    12.6758  12.458 


    12.861   12.7095


    12.1035  11.974 


    11.2898  11.4508


    11.7714  11.6794


    11.5843  11.601 













    






glm prediction progress: |████████████████████████████████████████████████| 100%










    
































In [25]:



    


glm_1 = glm_grid(encoded_combined_nums, 'SalePrice', other_half_train, other_half_valid)
gen_submission(glm_1) # Valid RMSE: ~0.1196, 0.13531 on public leaderboard



    


















    






glm Grid Build progress: |████████████████████████████████████████████████| 100%
      alpha                                                      model_ids  \
0    [0.25]  Grid_GLM_py_299_sid_b0f6_model_python_1527178741925_2_model_1   
1     [0.5]  Grid_GLM_py_299_sid_b0f6_model_python_1527178741925_2_model_2   
2    [0.99]  Grid_GLM_py_299_sid_b0f6_model_python_1527178741925_2_model_3   
3    [0.01]  Grid_GLM_py_299_sid_b0f6_model_python_1527178741925_2_model_0   

    residual_deviance  
0  3.1810866656007803  
1   3.223651696951385  
2   3.224159264892518  
3  3.2717453678471253  
None
Model Details
=============
H2OGeneralizedLinearEstimator :  Generalized Linear Modeling
Model Key:  Grid_GLM_py_299_sid_b0f6_model_python_1527178741925_2_model_1


ModelMetricsRegressionGLM: glm
** Reported on train data. **

MSE: 0.007094793397779883
RMSE: 0.08423059656549918
MAE: 0.06417733206371987
RMSLE: 0.00650329685007792
R^2: 0.9535567733748623
Mean Residual Deviance: 0.007094793397779883
Null degrees of freedom: 496
Residual degrees of freedom: 255
Null deviance: 75.92306941024773
Residual deviance: 3.526112318696602
AIC: -562.9269598324297

ModelMetricsRegressionGLM: glm
** Reported on validation data. **

MSE: 0.013891208146728298
RMSE: 0.11786096956468795
MAE: 0.08757293967548607
RMSLE: 0.00920744389802624
R^2: 0.9263861017985929
Mean Residual Deviance: 0.013891208146728298
Null degrees of freedom: 228
Residual degrees of freedom: -13
Null deviance: 43.21927170266359
Residual deviance: 3.1810866656007803
AIC: 156.55554368389835
Scoring History: 










    








timestamp
duration
iteration
lambda
predictors
deviance_train
deviance_test



2018-05-24 12:49:01
 0.000 sec
1
.13E1
1
0.1527627
0.1887304



2018-05-24 12:49:01
 0.519 sec
2
.12E1
4
0.1465437
0.1812044



2018-05-24 12:49:02
 1.042 sec
3
.12E1
10
0.1382035
0.1706804



2018-05-24 12:49:02
 1.548 sec
4
.11E1
12
0.1298958
0.1600478



2018-05-24 12:49:03
 2.029 sec
5
.11E1
14
0.1221530
0.1500932


---
---
---
---
---
---
---
---



2018-05-24 12:49:53
52.579 sec
78
.36E-1
266
0.0061875
0.0139182



2018-05-24 12:49:54
53.123 sec
79
.34E-1
280
0.0058955
0.0140077



2018-05-24 12:49:54
53.661 sec
80
.32E-1
284
0.0056235
0.0140578



2018-05-24 12:49:55
54.362 sec
81
.31E-1
289
0.0053548
0.0141352



2018-05-24 12:49:56
54.974 sec
82
.3E-1
310
0.0050919
0.0142152










    






See the whole table with table.as_data_frame()

glm prediction progress: |████████████████████████████████████████████████| 100%










    










  SalePrice  predict




    11.7906  11.7186


    11.9117  11.9251


    11.9767  11.8588


    11.8451  11.7476


    11.1346  11.2238


    11.8845  11.8186


    11.9382  11.9551


    11.8565  11.7544


    11.9704  11.9568


    12.6667  12.5503













    






glm prediction progress: |████████████████████████████████████████████████| 100%










    
































Blend predictions
















In [28]:



    


# pred_blender('../data/', 
#             ['submission_Thu_May_24_12_46_57_2018.csv',
#              'submission_Thu_May_24_12_52_32_2018.csv'])
# 0.13338 on public leaderboard, better than single model!



    


















    






     Id     SalePrice0     SalePrice1           mean
0  1461  118403.825877  106536.569642  112470.197759
1  1462  149407.161615  151691.177618  150549.169617
2  1463  174213.108637  171066.095162  172639.601899
3  1464  189052.712822  187183.247949  188117.980385
4  1465  191824.944374  195710.891940  193767.918157

























In [29]:



    


# Shutdown H2O - this will erase all your unsaved frames and models in H2O
h2o.cluster().shutdown(prompt=True)



    
















    


    

        

            

            

                Content source: jphall663/GWU_data_mining
            

            
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