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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
- Functional 2 0.000686
- BsmtFullBath 2 0.000686
- BsmtFinSF2 1 0.000343
- BsmtUnfSF 1 0.000343
- BsmtFinSF1 1 0.000343
- Exterior2nd 1 0.000343
- TotalBsmtSF 1 0.000343
- Exterior1st 1 0.000343
- SaleType 1 0.000343
- Electrical 1 0.000343
- KitchenQual 1 0.000343
- GarageCars 1 0.000343
- GarageArea 1 0.000343
- Skew in numerical features:
- Skew
- MiscVal 21.939672
- PoolArea 17.688664
- LotArea 13.109495
- LowQualFinSF 12.084539
- 3SsnPorch 11.372080
- BsmtFinSF2 4.144503
- EnclosedPorch 4.002344
- ScreenPorch 3.945101
- BsmtHalfBath 3.929996
- MasVnrArea 2.610847
- ElasticNetCV(alphas=[0.0001, 0.0005, 0.001, 0.01, 0.1, 1, 10], copy_X=True,
- cv=None, eps=0.001, fit_intercept=True,
- l1_ratio=[0.01, 0.1, 0.5, 0.9, 0.99], max_iter=5000, n_alphas=100,
- n_jobs=1, normalize=False, positive=False, precompute='auto',
- random_state=None, selection='cyclic', tol=0.0001, verbose=0)
- R2: 0.934610448888773
- RMSE: 0.0970547802317818
- RMSLE: 0.007557294382084968
- Test
- R2: 0.9242992488043092
- RMSE: 0.10761684375977575
- RMSLE: 0.008467978416912169
- Accuracy: 0.92 (+/- 0.02)
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