def Smote_sampler(self,
sampling_strategy="auto",
random_state=None,
m_neighbors=10,
kind="regular"):
X_modified, Y_modified = SMOTE(sampling_strategy=sampling_strategy,
random_state=random_state,
m_neighbors=m_neighbors,
kind=kind)
return X_modified.merge(Y_modified, left_index=True, right_index=True)
