Created
July 16, 2020 19:31
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Numeric features engineering
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| train_test_features['YearsSinceBuilt'] = train_test_features['YrSold'].astype(int) - train_test_features['YearBuilt'].astype(int) | |
| train_test_features['YearsSinceRemod'] = train_test_features['YrSold'].astype(int) - train_test_features['YearRemodAdd'].astype(int) | |
| train_test_features['TotalWalledArea'] = train_test_features['TotalBsmtSF'] + train_test_features['GrLivArea'] | |
| train_test_features['TotalPorchArea'] = train_test_features['OpenPorchSF'] + train_test_features['3SsnPorch'] + train_test_features['EnclosedPorch'] + train_test_features['ScreenPorch'] + train_test_features['WoodDeckSF'] | |
| train_test_features['TotalOccupiedArea'] = train_test_features['TotalWalledArea'] + train_test_features['TotalPorchArea'] | |
| train_test_features['OtherRooms'] = train_test_features['TotRmsAbvGrd'] - train_test_features['BedroomAbvGr'] - train_test_features['KitchenAbvGr'] | |
| train_test_features['TotalBathrooms'] = train_test_features['FullBath'] + (0.5 * train_test_features['HalfBath']) + train_test_features['BsmtFullBath'] + (0.5 * train_test_features['BsmtHalfBath']) | |
| train_test_features['LotDepth'] = train_test_features['LotArea'] / train_test_features['LotFrontage'] | |
| train_test_features['YearAvg']= (train_test_features['YearRemodAdd']+train_test_features['YearBuilt'].astype(int))/2 |
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