Reputation: 591
I am using SMOTE to oversample as my dataset is imbalanced. I am getting an unexpected argument error. But in the documentation, the ratio
argument is defined for SMOTE. Can someone help me understand where I am going wrong?
Code snippet
from imblearn.over_sampling import SMOTE
sm = SMOTE(random_state=42, ratio=0.6)
Error
TypeError: __init__() got an unexpected keyword argument 'ratio'
Upvotes: 4
Views: 14550
Reputation: 136
Try replacing the 'Ratio' with 'sampling_strategy' :
from imblearn.over_sampling import SMOTE
sm = SMOTE(random_state=42, sampling_strategy=0.6)
Upvotes: 12