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| from sklearn.utils import resample | |
| train_majority = train_clean[train_clean.label==0] | |
| train_minority = train_clean[train_clean.label==1] | |
| train_minority_upsampled = resample(train_minority, | |
| replace=True, | |
| n_samples=len(train_majority), | |
| random_state=123) | |
| train_upsampled = pd.concat([train_minority_upsampled, train_majority]) | |
| train_upsampled['label'].value_counts() |
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