{ "normal_count": 2095057.0, "attack_count": 425694.0, "accuracy": 0.7128641424718268, "precision_normal": 0.9533234465116556, "recall_normal": 0.6882175520761488, "f1_normal": 0.7993634386950771, "precision_attack": 0.35217494793216303, "recall_attack": 0.8341625674780476, "f1_attack": 0.4952573023318089, "top_anomalies": [ { "Attack Type": "DoS", "Destination Port": 80, "Flow Duration": 1, "Total Fwd Packets": 1, "Flow Packets/s": 2000000.0, "Packet Length Mean": 1322.0, "reconstruction_error": 2.6239676475524902 }, { "Attack Type": "DoS", "Destination Port": 80, "Flow Duration": 97501845, "Total Fwd Packets": 4, "Flow Packets/s": 0.071793513, "Packet Length Mean": 1489.375, "reconstruction_error": 1.4105286598205566 }, { "Attack Type": "DoS", "Destination Port": 80, "Flow Duration": 97509484, "Total Fwd Packets": 4, "Flow Packets/s": 0.071787889, "Packet Length Mean": 1495.875, "reconstruction_error": 1.401184320449829 }, { "Attack Type": "DoS", "Destination Port": 80, "Flow Duration": 95488861, "Total Fwd Packets": 4, "Flow Packets/s": 0.07330698, "Packet Length Mean": 1495.0, "reconstruction_error": 1.3920245170593262 }, { "Attack Type": "DoS", "Destination Port": 80, "Flow Duration": 99036701, "Total Fwd Packets": 6, "Flow Packets/s": 0.090875402, "Packet Length Mean": 1198.9, "reconstruction_error": 1.3627992868423462 } ], "ram_before": 386.41, "ram_peak": 4589.86, "ram_after": 1194.69, "ram_increase": 4203.45, "runtime": 719.9 }