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The performance metrics are accuracy, loss, confusion matrix, sensitivity, precision, F 1 score, specificity, Receiver Operating Characteristic (ROC) curve, and Area Under the Curve (AUC). The proposed scheme achieves a high accuracy of 97.8 %, a specificity of 98.5 %, and an AUC of 98.9 %.Insufficient research exists on drug trafficking and abuse in Saudi Arabia. This paper aims to uncover how drugs are trafficked to Saudi Arabia, what factors contribute to an ever-growing drug use in the Kingdom, and what the life of illegal drug use l
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