{ "normal_count": 2095057.0, "attack_count": 425694.0, "contamination": 0.42218965697127564, "accuracy": 0.7300296617952349, "precision_normal": 0.9855814946609444, "recall_normal": 0.6851985411375442, "f1_normal": 0.8083876846075615, "precision_attack": 0.38027193625378214, "recall_attack": 0.9506664411525649, "f1_attack": 0.5432434355271513, "top_anomalies": [ { "Attack Type": "Bots", "Destination Port": 8080, "Flow Duration": 104836, "Total Fwd Packets": 35, "Flow Packets/s": 1096.951429, "Packet Length Mean": 1797.637931, "score": -0.3361174695180047 }, { "Attack Type": "Port Scanning", "Destination Port": 55055, "Flow Duration": 116005956, "Total Fwd Packets": 2, "Flow Packets/s": 0.034480988, "Packet Length Mean": 3.2, "score": -0.3274269932966515 }, { "Attack Type": "Port Scanning", "Destination Port": 32781, "Flow Duration": 117169685, "Total Fwd Packets": 2, "Flow Packets/s": 0.034138523, "Packet Length Mean": 3.2, "score": -0.32230849167538755 }, { "Attack Type": "Port Scanning", "Destination Port": 873, "Flow Duration": 119809735, "Total Fwd Packets": 2, "Flow Packets/s": 0.033386269, "Packet Length Mean": 3.2, "score": -0.32111814642871583 }, { "Attack Type": "Port Scanning", "Destination Port": 21571, "Flow Duration": 117624607, "Total Fwd Packets": 2, "Flow Packets/s": 0.03400649, "Packet Length Mean": 3.2, "score": -0.31684442769693955 } ], "ram_before": 182.07, "ram_peak": 3098.45, "ram_after": 186.78, "ram_increase": 2916.39, "runtime": 543.79 }