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I'm trying to use SMOTE or SMONEENN on my dataset containing only 2000 rows. My set up is the following:

sklearn: '1.1.3' imblearn: '0.9.1' python: '3.10.8'

when running smt = SMOTEENN(random_state=42, n_jobs = -1, )

and X_train_SMOTE, y_train_SMOTE = smt.fit_resample(X_train, y_train)

the cell runs forever (i.e., I kill it after 1 hour) and it doesn't give me any results or an error.

Interestingly, during the loading, the CPU is not strained. Nothing seems to be happening.

Any ideas what might be wrong?

I already reinstalled imblearn, but it didn't help.

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