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The card transaction dataset is used Within this fraud detection system as this dataset contains equally fraud and genuine transactions.In the age of synthetic intelligence and equipment Discovering, ensemble methods have become new norms to account for the dynamics of data variability. Applying this ensemble approach for information classification