Table 12 Influence of SMOTE over the classifiers.

Model	Accuracy	Balanced Accuracy	Weighted Precision	Weighted Recall	Weighted Recall
LR	0.811	0.593	0.669	0.373	0.442
LR + SMOTE	0.801	0.650	0.788	0.801	0.793
GB	0.866	0.723	0.813	0.577	0.663
GB + SMOTE	0.850	0.758	0.849	0.850	0.849
XGB	0.858	0.724	0.763	0.589	0.657
XGB + SMOTE	0.855	0.755	0.850	0.855	0.755
LGBM	0.860	0.726	0.774	0.590	0.662
LGBM + SMOTE	0.804	0.755	0.646	0.804	0.716
ADA	0.859	0.717	0.781	0.572	0.650
ADA + SMOTE	0.845	0.771	0.850	0.845	0.847

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