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AI-Based-Network-Intrusion-Detection-System / sample_data /sample_small.csv

Taranpreet Singh

Phase 1: Offline NIDS prototype with CV, threshold tuning

98d799c 10 months ago

555 Bytes

Flow Duration,Total Fwd Packets,Total Backward Packets,Total Length of Fwd Packets,Fwd Packet Length Max,Flow IAT Mean,Flow IAT Std,Flow Packets/s,Label
1,5,3,400,150,0.02,0.005,12.5,BENIGN
2,8,2,900,200,0.03,0.01,20.0,BENIGN
05,2,1,120,120,0.01,0.002,8.0,BENIGN
3,10,4,1500,300,0.04,0.02,25.0,ATTACK
15,6,3,600,160,0.02,0.007,15.0,BENIGN
12,7,3,700,140,0.025,0.008,16.0,BENIGN
5,50,45,40000,1500,0.5,0.2,120.0,ATTACK
08,4,2,300,110,0.015,0.004,10.0,BENIGN
25,12,6,1800,350,0.035,0.015,30.0,ATTACK
07,3,1,200,100,0.012,0.003,9.0,BENIGN

	Flow Duration,Total Fwd Packets,Total Backward Packets,Total Length of Fwd Packets,Fwd Packet Length Max,Flow IAT Mean,Flow IAT Std,Flow Packets/s,Label
	0.1,5,3,400,150,0.02,0.005,12.5,BENIGN
	0.2,8,2,900,200,0.03,0.01,20.0,BENIGN
	0.05,2,1,120,120,0.01,0.002,8.0,BENIGN
	0.3,10,4,1500,300,0.04,0.02,25.0,ATTACK
	0.15,6,3,600,160,0.02,0.007,15.0,BENIGN
	0.12,7,3,700,140,0.025,0.008,16.0,BENIGN
	0.5,50,45,40000,1500,0.5,0.2,120.0,ATTACK
	0.08,4,2,300,110,0.015,0.004,10.0,BENIGN
	0.25,12,6,1800,350,0.035,0.015,30.0,ATTACK
	0.07,3,1,200,100,0.012,0.003,9.0,BENIGN