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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
- 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: 0.9971902274242356
- RMSE: 0.021167142946350206
- RMSLE: 0.0016307988766566474
- Test
- R2: 0.9037841458724373
- RMSE: 0.10800237378792756
- RMSLE: 0.008343861345743825
- Accuracy: 0.89 (+/- 0.03)
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