Table 5.

Top 10 models ranked according to Score; when the average value of Score was similar, S.D. was used.

Rank	Resampling Algorithm	Classifier	Score
			Mean	S.D.
1	SMOTEENN	Random forest	0.51	0.04
2	RUS	Random forest	0.47	0.04
3	RUS	XGBoost	0.46	0.04
4	ROS	Random forest	0.46	0.04
5	SMOTENC	Random forest	0.45	0..03
6	ROS	XGBoost	0.45	0.04
7	SMOTE	Random forest	0.44	0.03
9	SMOT-Tomek Links	Random forest	0.44	0.03
8	ADASYN	Random Forest	0.44	0.04
10	SMOTEENN	XGBoost	0.44	0.04