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NADW-network-attacks-dataset

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Anomaly Detection
Machine Learning
Wireshark
Network
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Dask
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NADW-network-attacks-dataset / dataset /exploit /sql-i.csv
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"No.","Time","Source","Destination","Protocol","Length","Info"
"1","0.000000","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"2","4.727860","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"3","7.408716","c4:01:2a:d8:f1:01","CDP/VTP/DTP/PAgP/UDLD","CDP","360","Device ID: ESW1 Port ID: FastEthernet1/1 "
"4","9.414824","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"5","14.166902","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"6","18.861723","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"7","23.651326","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"8","28.338642","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"9","32.999033","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"10","37.741737","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"11","42.440142","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"12","47.171922","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"13","51.878163","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"14","56.607330","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"15","61.338359","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"16","66.029557","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"17","70.749846","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"18","75.517011","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"19","80.251487","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"20","85.009528","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"21","89.740972","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"22","94.504406","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"23","99.235742","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"24","103.934641","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"25","108.682865","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"26","113.377885","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"27","118.128889","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"28","122.860966","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"29","127.195274","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"30","131.963936","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"31","136.662627","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"32","141.354101","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"33","146.119892","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"34","148.774011","c4:01:2a:d8:f1:01","CDP/VTP/DTP/PAgP/UDLD","CDP","360","Device ID: ESW1 Port ID: FastEthernet1/1 "
"35","150.809724","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"36","153.753968","10.0.2.15","10.0.2.2","TCP","74","45729 > 3306 [SYN] Seq=0 Win=64240 Len=0 MSS=1460 SACK_PERM TSval=1572048175 TSecr=0 WS=128"
"37","153.755920","10.0.2.2","10.0.2.15","TCP","74","3306 > 45729 [SYN, ACK] Seq=0 Ack=1 Win=5792 Len=0 MSS=1460 SACK_PERM TSval=569775 TSecr=1572048175 WS=64"
"38","153.757869","10.0.2.15","10.0.2.2","TCP","66","45729 > 3306 [ACK] Seq=1 Ack=1 Win=64256 Len=0 TSval=1572048180 TSecr=569775"
"39","153.770558","PCSSystemtec_36:e4:ee","Broadcast","ARP","42","Who has 10.0.2.1? Tell 10.0.2.2"
"40","153.780348","c4:01:6b:e0:00:00","PCSSystemtec_36:e4:ee","ARP","60","10.0.2.1 is at c4:01:6b:e0:00:00"
"41","153.782275","10.0.2.2","8.8.8.8","DNS","82","Standard query 0x0d30 PTR 15.2.0.10.in-addr.arpa"
"42","155.497155","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"43","158.761304","10.0.2.2","8.8.8.8","DNS","82","Standard query 0x0d30 PTR 15.2.0.10.in-addr.arpa"
"44","158.784700","PCSSystemtec_5c:65:26","PCSSystemtec_36:e4:ee","ARP","60","Who has 10.0.2.2? Tell 10.0.2.15"
"45","158.785676","PCSSystemtec_36:e4:ee","PCSSystemtec_5c:65:26","ARP","42","10.0.2.2 is at 08:00:27:36:e4:ee"
"46","160.175311","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"47","163.762201","10.0.2.2","10.0.2.15","MySQL","132","Server Greeting proto=10 version=5.0.51a-3ubuntu5 "
"48","163.763151","10.0.2.15","10.0.2.2","TCP","66","45729 > 3306 [ACK] Seq=1 Ack=67 Win=64256 Len=0 TSval=1572058186 TSecr=570776"
"49","163.867584","10.0.2.15","10.0.2.2","TCP","66","45729 > 3306 [FIN, ACK] Seq=1 Ack=67 Win=64256 Len=0 TSval=1572058289 TSecr=570776"
"50","163.870513","10.0.2.2","10.0.2.15","TCP","66","3306 > 45729 [FIN, ACK] Seq=67 Ack=2 Win=5824 Len=0 TSval=570786 TSecr=1572058289"
"51","163.872464","10.0.2.15","10.0.2.2","TCP","66","45729 > 3306 [ACK] Seq=2 Ack=68 Win=64256 Len=0 TSval=1572058294 TSecr=570786"
"52","163.872464","10.0.2.15","10.0.2.2","TCP","74","37387 > 3306 [SYN] Seq=0 Win=64240 Len=0 MSS=1460 SACK_PERM TSval=1572058294 TSecr=0 WS=128"
"53","163.874415","10.0.2.2","10.0.2.15","TCP","74","3306 > 37387 [SYN, ACK] Seq=0 Ack=1 Win=5792 Len=0 MSS=1460 SACK_PERM TSval=570787 TSecr=1572058294 WS=64"
"54","163.876368","10.0.2.15","10.0.2.2","TCP","66","37387 > 3306 [ACK] Seq=1 Ack=1 Win=64256 Len=0 TSval=1572058298 TSecr=570787"
"55","163.877344","10.0.2.2","8.8.8.8","DNS","82","Standard query 0x936d PTR 15.2.0.10.in-addr.arpa"
"56","164.922550","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"57","168.872035","10.0.2.2","8.8.8.8","DNS","82","Standard query 0x936d PTR 15.2.0.10.in-addr.arpa"
"58","169.651485","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"
"59","173.873609","10.0.2.2","10.0.2.15","MySQL","132","Server Greeting proto=10 version=5.0.51a-3ubuntu5 "
"60","173.874587","10.0.2.15","10.0.2.2","TCP","66","37387 > 3306 [ACK] Seq=1 Ack=67 Win=64256 Len=0 TSval=1572068297 TSecr=571787"
"61","173.875561","10.0.2.15","10.0.2.2","TCP","70","37387 > 3306 [PSH, ACK] Seq=1 Ack=67 Win=64256 Len=4 TSval=1572068298 TSecr=571787 [TCP PDU reassembled in 63]"
"62","173.876537","10.0.2.2","10.0.2.15","TCP","66","3306 > 37387 [ACK] Seq=67 Ack=5 Win=5824 Len=0 TSval=571787 TSecr=1572068298"
"63","173.878489","10.0.2.15","10.0.2.2","MySQL","105","Login Request user=root db= "
"64","173.880441","10.0.2.2","10.0.2.15","TCP","66","3306 > 37387 [ACK] Seq=67 Ack=44 Win=5824 Len=0 TSval=571787 TSecr=1572068301"
"65","173.880441","10.0.2.2","10.0.2.15","MySQL","77","Response OK "
"66","173.882394","10.0.2.15","10.0.2.2","TCP","66","37387 > 3306 [ACK] Seq=44 Ack=78 Win=64256 Len=0 TSval=1572068304 TSecr=571787"
"67","174.406059","c4:01:2a:d8:f1:01","Spanning-tree-(for-bridges)_00","STP","60","Conf. Root = 32768/0/c4:01:6b:e0:00:00 Cost = 0 Port = 0x802a"