src_ip
stringclasses
51 values
src_port
int64
1
65.5k
dst_ip
stringclasses
753 values
dst_port
int64
0
65.5k
proto
stringclasses
3 values
service
stringclasses
9 values
duration
float64
0
93.5k
src_bytes
int64
0
3.89B
dst_bytes
int64
0
3.91B
conn_state
stringclasses
13 values
missed_bytes
int64
0
1.85B
src_pkts
int64
0
24.6k
src_ip_bytes
int64
0
6.52M
dst_pkts
int64
0
122k
dst_ip_bytes
int64
0
86.4M
dns_query
stringclasses
726 values
dns_qclass
int64
0
32.8k
dns_qtype
int64
0
255
dns_rcode
int64
0
5
dns_AA
stringclasses
3 values
dns_RD
stringclasses
3 values
dns_RA
stringclasses
3 values
dns_rejected
stringclasses
3 values
ssl_version
stringclasses
4 values
ssl_cipher
stringclasses
6 values
ssl_resumed
stringclasses
3 values
ssl_established
stringclasses
3 values
ssl_subject
stringclasses
6 values
ssl_issuer
stringclasses
5 values
http_trans_depth
stringclasses
11 values
http_method
stringclasses
4 values
http_uri
stringclasses
86 values
http_version
stringclasses
2 values
http_request_body_len
int64
0
2.34k
http_response_body_len
int64
0
13.4M
http_status_code
int64
0
404
http_user_agent
stringclasses
35 values
http_orig_mime_types
stringclasses
3 values
http_resp_mime_types
stringclasses
10 values
weird_name
stringclasses
11 values
weird_addl
stringclasses
3 values
weird_notice
stringclasses
2 values
label
int64
0
1
type
stringclasses
10 values
192.168.1.37
4,444
192.168.1.193
49,178
tcp
-
290.371539
101,568
2,592
OTH
0
108
108,064
31
3,832
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,180
192.168.1.37
8,080
tcp
-
0.000102
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,180
192.168.1.37
8,080
tcp
-
0.000148
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,180
192.168.1.37
8,080
tcp
-
0.000113
0
0
REJ
0
1
48
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,180
192.168.1.37
8,080
tcp
-
0.00013
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,180
192.168.1.37
8,080
tcp
-
0.008403
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,180
192.168.1.37
8,080
tcp
-
0.000137
0
0
REJ
0
1
48
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,180
192.168.1.37
8,080
tcp
-
0.000143
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,180
192.168.1.37
8,080
tcp
-
0.0002
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,180
192.168.1.37
8,080
tcp
-
0.000009
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,180
192.168.1.37
8,080
tcp
-
0.000113
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,180
192.168.1.37
8,080
tcp
-
0.000204
0
0
REJ
0
1
48
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,180
192.168.1.37
8,080
tcp
-
0.000018
0
0
REJ
0
1
48
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,180
192.168.1.37
8,080
tcp
-
0.0001
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,180
192.168.1.37
8,080
tcp
-
0.000562
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,180
192.168.1.37
8,080
tcp
-
0.000121
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,180
192.168.1.37
8,080
tcp
-
0.000127
0
0
REJ
0
1
48
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,180
192.168.1.37
8,080
tcp
-
0.00015
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,180
192.168.1.37
8,080
tcp
-
0.000023
0
0
REJ
0
1
48
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,180
192.168.1.37
8,080
tcp
-
0.000127
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,180
192.168.1.37
8,080
tcp
-
0.000145
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,180
192.168.1.37
8,080
tcp
-
0.000127
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,180
192.168.1.37
8,080
tcp
-
0.000155
0
0
REJ
0
1
48
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,180
192.168.1.37
8,080
tcp
-
0.00019
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,180
192.168.1.37
8,080
tcp
-
0.000094
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,180
192.168.1.37
8,080
tcp
-
0.000095
0
0
REJ
0
1
48
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,180
192.168.1.37
8,080
tcp
-
0.000107
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,180
192.168.1.37
8,080
tcp
-
0.000103
0
0
REJ
0
1
48
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,180
192.168.1.37
8,080
tcp
-
0.000106
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,180
192.168.1.37
8,080
tcp
-
0.000123
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,180
192.168.1.37
8,080
tcp
-
0.000197
0
0
REJ
0
1
48
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,181
192.168.1.37
8,080
tcp
-
0.000127
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,181
192.168.1.37
8,080
tcp
-
0.028255
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,181
192.168.1.37
8,080
tcp
-
0.000129
0
0
REJ
0
1
48
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,181
192.168.1.37
8,080
tcp
-
0.00031
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,181
192.168.1.37
8,080
tcp
-
0.000534
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,181
192.168.1.37
8,080
tcp
-
0.00003
0
0
REJ
0
1
48
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,181
192.168.1.37
8,080
tcp
-
0.00014
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,181
192.168.1.37
8,080
tcp
-
0.000318
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,181
192.168.1.37
8,080
tcp
-
0.000008
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,181
192.168.1.37
8,080
tcp
-
0.000121
0
0
REJ
0
1
48
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,181
192.168.1.37
8,080
tcp
-
0.000199
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,181
192.168.1.37
8,080
tcp
-
0.000012
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,181
192.168.1.37
8,080
tcp
-
0.000101
0
0
REJ
0
1
48
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,181
192.168.1.37
8,080
tcp
-
0.00012
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,181
192.168.1.37
8,080
tcp
-
0.000108
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,181
192.168.1.37
8,080
tcp
-
0.00011
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,181
192.168.1.37
8,080
tcp
-
0.000421
0
0
REJ
0
1
48
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,181
192.168.1.37
8,080
tcp
-
0.000112
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,181
192.168.1.37
8,080
tcp
-
0.000126
0
0
REJ
0
1
48
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,181
192.168.1.37
8,080
tcp
-
0.000188
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,181
192.168.1.37
8,080
tcp
-
0.000104
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,181
192.168.1.37
8,080
tcp
-
0.000111
0
0
REJ
0
1
48
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,181
192.168.1.37
8,080
tcp
-
0.000271
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,181
192.168.1.37
8,080
tcp
-
0.000083
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,181
192.168.1.37
8,080
tcp
-
0.000085
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,181
192.168.1.37
8,080
tcp
-
0.000089
0
0
REJ
0
1
48
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,181
192.168.1.37
8,080
tcp
-
0.000009
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,181
192.168.1.37
8,080
tcp
-
0.00002
0
0
REJ
0
1
48
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,181
192.168.1.37
8,080
tcp
-
0.000106
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,181
192.168.1.37
8,080
tcp
-
0.00013
0
0
REJ
0
1
48
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,182
192.168.1.37
8,080
tcp
-
0.000108
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,182
192.168.1.37
8,080
tcp
-
0.000191
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,182
192.168.1.37
8,080
tcp
-
0.000078
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,182
192.168.1.37
8,080
tcp
-
0.000087
0
0
REJ
0
1
48
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,182
192.168.1.37
8,080
tcp
-
0.000147
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,182
192.168.1.37
8,080
tcp
-
0.000203
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,182
192.168.1.37
8,080
tcp
-
0.011734
0
0
REJ
0
1
48
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,182
192.168.1.37
8,080
tcp
-
0.000017
0
0
REJ
0
1
48
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,182
192.168.1.37
8,080
tcp
-
0.000071
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,182
192.168.1.37
8,080
tcp
-
0.000164
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,182
192.168.1.37
8,080
tcp
-
0.000015
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,182
192.168.1.37
8,080
tcp
-
0.000297
0
0
REJ
0
1
48
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,182
192.168.1.37
8,080
tcp
-
0.000315
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,182
192.168.1.37
8,080
tcp
-
0.00001
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,182
192.168.1.37
8,080
tcp
-
0.000096
0
0
REJ
0
1
48
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,182
192.168.1.37
8,080
tcp
-
0.000097
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,182
192.168.1.37
8,080
tcp
-
0.000019
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,182
192.168.1.37
8,080
tcp
-
0.000105
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,182
192.168.1.37
8,080
tcp
-
0.000112
0
0
REJ
0
1
48
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,182
192.168.1.37
8,080
tcp
-
0.000007
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,182
192.168.1.37
8,080
tcp
-
0.000168
0
0
REJ
0
1
48
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,182
192.168.1.37
8,080
tcp
-
0.000544
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,182
192.168.1.37
8,080
tcp
-
0.000119
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,182
192.168.1.37
8,080
tcp
-
0.000126
0
0
REJ
0
1
48
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,182
192.168.1.37
8,080
tcp
-
0.000213
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,182
192.168.1.37
8,080
tcp
-
0.000111
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,182
192.168.1.37
8,080
tcp
-
0.00013
0
0
REJ
0
1
48
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,182
192.168.1.37
8,080
tcp
-
0.000207
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,182
192.168.1.37
8,080
tcp
-
0.000126
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,182
192.168.1.37
8,080
tcp
-
0.000133
0
0
REJ
0
1
48
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,185
192.168.1.37
8,080
tcp
-
0.005625
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,185
192.168.1.37
8,080
tcp
-
0.00002
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,185
192.168.1.37
8,080
tcp
-
0.000261
0
0
REJ
0
1
48
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,185
192.168.1.37
8,080
tcp
-
0.000643
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,185
192.168.1.37
8,080
tcp
-
0.000098
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,185
192.168.1.37
8,080
tcp
-
0.000102
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,185
192.168.1.37
8,080
tcp
-
0.000195
0
0
REJ
0
1
48
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,185
192.168.1.37
8,080
tcp
-
0.000076
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor
192.168.1.193
49,185
192.168.1.37
8,080
tcp
-
0.000141
0
0
REJ
0
1
52
1
40
-
0
0
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
0
0
0
-
-
-
-
-
-
1
backdoor

TON IoT Network

The TON IoT train test network dataset provided by https://research.unsw.edu.au/projects/toniot-datasets

Dataset Details

The datasets have been called 'ToN_IoT' as they include heterogeneous data sources collected from Telemetry datasets of IoT and IIoT sensors, Operating systems datasets of Windows 7 and 10 as well as Ubuntu 14 and 18 TLS and Network traffic datasets. The datasets were collected from a realistic and large-scale network designed at the Cyber Range and IoT Labs, the School of Engineering and Information technology (SEIT), UNSW Canberra @ the Australian Defence Force Academy (ADFA). A new testbed network was created for the industry 4.0 network that includes IoT and IIoT networks. The testbed was deployed using multiple virtual machines and hosts of windows, Linux and Kali operating systems to manage the interconnection between the three layers of IoT, Cloud and Edge/Fog systems. Various attacking techniques, such as DoS, DDoS and ransomware, against web applications, IoT gateways and computer systems across the IoT/IIoT network. The datasets were gathered in a parallel processing to collect several normal and cyber-attack events from network traffic, Windows audit traces, Linux audit traces, and telemetry data of IoT services.

Disclaimer

Free use of the TON_IoT datasets for academic research purposes is granted in perpetuity. Use for commercial purposes is allowable after asking the dataset's author, Dr Nour Moustafa, who has asserted his right under the Copyright. The datasets was sponsored by the grants from the Australian Research Data Commons, https://ardc.edu.au/news/data-and-services-discovery-activities-successful-applicants/, and UNSW Canberra. To whom intend the use of the TON_IoT datasets have to cite the below eight papers.

Dataset Sources

Repository: https://research.unsw.edu.au/projects/toniot-datasets

Papers:

  1. Moustafa, Nour. "A new distributed architecture for evaluating AI-based security systems at the edge: Network TON_IoT datasets." Sustainable Cities and Society (2021): 102994. Public Access Here.
  2. Booij, Tim M., Irina Chiscop, Erik Meeuwissen, Nour Moustafa, and Frank TH den Hartog. "ToN IoT-The role of heterogeneity and the need for standardization of features and attack types in IoT network intrusion datasets." IEEE Internet of Things Journal (2021). Public Access Here.
  3. Alsaedi, Abdullah, Nour Moustafa, Zahir Tari, Abdun Mahmood, and Adnan Anwar. "TON_IoT telemetry dataset: a new generation dataset of IoT and IIoT for data-driven Intrusion Detection Systems." IEEE Access 8 (2020): 165130-165150.
  4. Moustafa, Nour, M. Keshk, E. Debie and H. Janicke, "Federated TON_IoT Windows Datasets for Evaluating AI-Based Security Applications," 2020 IEEE 19th International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom), 2020, pp. 848-855, doi: 10.1109/TrustCom50675.2020.00114. Public Access Here.
  5. Moustafa, Nour, M. Ahmed and S. Ahmed, "Data Analytics-Enabled Intrusion Detection: Evaluations of ToN_IoT Linux Datasets," 2020 IEEE 19th International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom), 2020, pp. 727-735, doi: 10.1109/TrustCom50675.2020.00100. Public Access Here.
  6. Moustafa, Nour. "New Generations of Internet of Things Datasets for Cybersecurity Applications based Machine Learning: TON_IoT Datasets." Proceedings of the eResearch Australasia Conference, Brisbane, Australia. 2019.
  7. Moustafa, Nour. "A systemic IoT-Fog-Cloud architecture for big-data analytics and cyber security systems: a review of fog computing." arXiv preprint arXiv:1906.01055 (2019).
  8. Ashraf, Javed, Marwa Keshk, Nour Moustafa, Mohamed Abdel-Basset, Hasnat Khurshid, Asim D. Bakhshi, and Reham R. Mostafa. "IoTBoT-IDS: A Novel Statistical Learning-enabled Botnet Detection Framework for Protecting Networks of Smart Cities." Sustainable Cities and Society (2021): 103041.
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