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- mu = 12.02 and sigma = 0.40
- Total Percent
- PoolQC 2908 0.996915
- MiscFeature 2812 0.964004
- Alley 2719 0.932122
- Fence 2346 0.804251
- FireplaceQu 1420 0.486802
- LotFrontage 486 0.166610
- GarageCond 159 0.054508
- GarageQual 159 0.054508
- GarageYrBlt 159 0.054508
- GarageFinish 159 0.054508
- GarageType 157 0.053822
- BsmtCond 82 0.028111
- BsmtExposure 82 0.028111
- BsmtQual 81 0.027768
- BsmtFinType2 80 0.027425
- BsmtFinType1 79 0.027083
- MasVnrType 24 0.008228
- MasVnrArea 23 0.007885
- MSZoning 4 0.001371
- BsmtHalfBath 2 0.000686
- Utilities 2 0.000686
- Functional 2 0.000686
- BsmtFullBath 2 0.000686
- BsmtFinSF2 1 0.000343
- BsmtFinSF1 1 0.000343
- Exterior2nd 1 0.000343
- BsmtUnfSF 1 0.000343
- TotalBsmtSF 1 0.000343
- Exterior1st 1 0.000343
- SaleType 1 0.000343
- Electrical 1 0.000343
- KitchenQual 1 0.000343
- GarageArea 1 0.000343
- GarageCars 1 0.000343
- Skew in numerical features:
- There are 81 skewed numerical features to Box Cox transform
- Pipeline(memory=None,
- steps=[('robustscaler', RobustScaler(copy=True, quantile_range=(25.0, 75.0), with_centering=True,
- with_scaling=True)), ('elasticnet', ElasticNet(alpha=0.0005, copy_X=True, fit_intercept=True, l1_ratio=0.9,
- max_iter=1000, normalize=False, positive=False, precompute=False,
- random_state=101010, selection='cyclic', tol=0.0001,
- warm_start=False))])
- GradientBoostingRegressor(alpha=0.9, criterion='friedman_mse', init=None,
- learning_rate=0.05, loss='huber', max_depth=4,
- max_features='sqrt', max_leaf_nodes=None,
- min_impurity_decrease=0.0, min_impurity_split=None,
- min_samples_leaf=15, min_samples_split=10,
- min_weight_fraction_leaf=0.0, n_estimators=3000,
- presort='auto', random_state=101010, subsample=1.0, verbose=0,
- warm_start=False)
- XGBRegressor(base_score=0.5, colsample_bylevel=1, colsample_bytree=0.2,
- gamma=0.0, learning_rate=0.05, max_delta_step=0, max_depth=3,
- min_child_weight=1.7, missing=None, n_estimators=2200, nthread=-1,
- objective='reg:linear', reg_alpha=0.9, reg_lambda=0.6,
- scale_pos_weight=1, seed=101010, silent=1, subsample=0.5)
- Pipeline(memory=None,
- steps=[('robustscaler', RobustScaler(copy=True, quantile_range=(25.0, 75.0), with_centering=True,
- with_scaling=True)), ('lasso', Lasso(alpha=0.0005, copy_X=True, fit_intercept=True, max_iter=1000,
- normalize=False, positive=False, precompute=False, random_state=101010,
- selection='cyclic', tol=0.0001, warm_start=False))])
- KernelRidge(alpha=0.6, coef0=2.5, degree=2, gamma=None, kernel='polynomial',
- kernel_params=None)
- AVERAGED MODELS
- RMSLE: 0.1075 (+/- 0.0068)
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