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- Total Percent
- PoolQC 2909 0.996574
- MiscFeature 2814 0.964029
- Alley 2721 0.932169
- Fence 2348 0.804385
- FireplaceQu 1420 0.486468
- LotFrontage 486 0.166495
- GarageCond 159 0.054471
- GarageQual 159 0.054471
- GarageYrBlt 159 0.054471
- GarageFinish 159 0.054471
- GarageType 157 0.053786
- BsmtCond 82 0.028092
- BsmtExposure 82 0.028092
- BsmtQual 81 0.027749
- BsmtFinType2 80 0.027407
- BsmtFinType1 79 0.027064
- MasVnrType 24 0.008222
- MasVnrArea 23 0.007879
- MSZoning 4 0.001370
- BsmtHalfBath 2 0.000685
- Utilities 2 0.000685
- Functional 2 0.000685
- BsmtFullBath 2 0.000685
- BsmtFinSF1 1 0.000343
- Exterior1st 1 0.000343
- Exterior2nd 1 0.000343
- BsmtFinSF2 1 0.000343
- BsmtUnfSF 1 0.000343
- TotalBsmtSF 1 0.000343
- SaleType 1 0.000343
- Electrical 1 0.000343
- KitchenQual 1 0.000343
- GarageArea 1 0.000343
- GarageCars 1 0.000343
- 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: 0.8877978792415331
- RMSE: 0.1261931003284261
- RMSLE: 0.009699574112464507
- Test
- R2: 0.887363773943292
- RMSE: 0.11624163450366806
- RMSLE: 0.008977388659798451
- Accuracy: 0.87 (+/- 0.10)
- GradientBoostingRegressor(alpha=0.9, criterion='friedman_mse', init=None,
- learning_rate=0.05, loss='huber', max_depth=3,
- 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=None, subsample=1.0, verbose=0,
- warm_start=False)
- R2: 0.961533307797864
- RMSE: 0.07603933958854966
- RMSLE: 0.005927534479527882
- Test
- R2: 0.8980531905767903
- RMSE: 0.11206606269257069
- RMSLE: 0.00866279547460908
- Accuracy: 0.89 (+/- 0.04)
- XGBRegressor(base_score=0.5, colsample_bylevel=1, colsample_bytree=1, gamma=0,
- learning_rate=0.05, max_delta_step=0, max_depth=3,
- min_child_weight=1, missing=None, n_estimators=3000, nthread=-1,
- objective='reg:linear', reg_alpha=0, reg_lambda=1,
- scale_pos_weight=1, seed=0, silent=True, subsample=1)
- R2: 0.9966543314229578
- RMSE: 0.02307409259418883
- RMSLE: 0.0017734224025037196
- Test
- R2: 0.908260191062412
- RMSE: 0.10927938903982129
- RMSLE: 0.008397817491435899
- Accuracy: 0.89 (+/- 0.04)
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