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SIM box fraud presents a significant threat to mobile network operators globally. This illicit activity involves the deployment of unauthorized equipment to bypass legitimate voice and SMS traffic, resulting in substantial revenue leakage. Implementing a robust revenue assurance system is paramount to curbing this pervasive issue. A comprehensive a