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- Total Percent
- PoolQC 1453 0.995205
- MiscFeature 1406 0.963014
- Alley 1369 0.937671
- Fence 1179 0.807534
- FireplaceQu 690 0.472603
- LotFrontage 259 0.177397
- GarageCond 81 0.055479
- GarageType 81 0.055479
- GarageYrBlt 81 0.055479
- GarageFinish 81 0.055479
- GarageQual 81 0.055479
- BsmtExposure 38 0.026027
- BsmtFinType2 38 0.026027
- BsmtFinType1 37 0.025342
- BsmtCond 37 0.025342
- BsmtQual 37 0.025342
- MasVnrArea 8 0.005479
- MasVnrType 8 0.005479
- Electrical 1 0.000685
- 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: 0.9009282836396285
- RMSE: 0.11921419830906911
- RMSLE: 0.00919779987990656
- Test
- R2: 0.8967299617537993
- RMSE: 0.11097042355484425
- RMSLE: 0.008597195869364641
- Accuracy: 0.88 (+/- 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: 0.9621967175050222
- RMSE: 0.07561214754146357
- RMSLE: 0.005962683820457251
- Test
- R2: 0.9020742193997819
- RMSE: 0.10748560955595318
- RMSLE: 0.008197530387461648
- Accuracy: 0.89 (+/- 0.04)
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