id.orig_p
int64
0
65.5k
id.resp_p
int64
0
65.5k
proto
stringclasses
3 values
service
stringclasses
6 values
duration
float64
0
78.8k
orig_bytes
int64
0
1.74B
resp_bytes
int64
0
337M
conn_state
stringclasses
13 values
missed_bytes
int64
0
20.3k
history
stringlengths
1
12
orig_pkts
int64
0
66M
orig_ip_bytes
int64
0
1.91B
resp_pkts
int64
0
239k
resp_ip_bytes
int64
0
350M
label
stringclasses
2 values
123
123
udp
null
0.358064
96
96
SF
0
Dd
2
152
2
152
Benign
123
123
udp
null
0.363551
96
96
SF
0
Dd
2
152
2
152
Benign
17,832
37,215
tcp
null
3.722382
0
0
REJ
0
Sr
2
80
2
80
Malicious
123
123
udp
null
0.21913
96
96
SF
0
Dd
2
152
2
152
Benign
18,088
8,080
tcp
null
0.263848
0
0
REJ
0
Sr
2
80
2
80
Benign
8,081
17,576
tcp
null
0.000008
0
0
RSTOS0
0
R
2
80
0
0
Benign
41,812
666
tcp
null
3.210168
0
0
REJ
0
Sr
6
360
2
80
Malicious
123
123
udp
null
0.116435
96
96
SF
0
Dd
2
152
2
152
Benign
18,088
80
tcp
null
0.643376
0
0
RSTO
0
ShR
4
160
2
88
Benign
46,866
80
tcp
null
3.147458
0
0
S0
0
S
6
360
0
0
Malicious
11
0
icmp
null
0.000005
56
0
OTH
0
null
2
112
0
0
Benign
17,832
37,215
tcp
null
0.000197
0
0
S0
0
S
2
80
0
0
Malicious
123
123
udp
null
0.30683
96
96
SF
0
Dd
2
152
2
152
Benign
17,576
8,081
tcp
null
0.282825
0
0
REJ
0
Sr
2
80
2
80
Benign
41,816
666
tcp
null
3.198424
0
0
REJ
0
Sr
6
360
2
80
Malicious
17,576
8,081
tcp
null
0.189906
0
0
REJ
0
Sr
2
80
2
80
Benign
123
123
udp
null
0.005246
96
96
SF
0
Dd
2
152
2
152
Benign
18,088
8,080
tcp
null
0.3408
0
0
REJ
0
Sr
2
80
2
80
Benign
18,344
52,869
tcp
null
0.337573
0
0
REJ
0
Sr
2
80
2
80
Malicious
41,818
666
tcp
null
3.118976
0
0
S0
0
S
6
360
0
0
Malicious
3
1
icmp
null
0.000006
56
0
OTH
0
null
2
112
0
0
Benign
41,818
666
tcp
null
0.000006
0
0
S0
0
S
2
120
0
0
Malicious
18,344
52,869
tcp
null
0.381531
0
0
REJ
0
Sr
2
80
2
80
Malicious
17,576
8,081
tcp
null
0.059215
0
0
RSTO
0
ShR
4
160
2
88
Benign
56,840
8,081
tcp
null
3.144207
0
0
S0
0
S
6
360
0
0
Malicious
123
123
udp
null
0.114937
96
96
SF
0
Dd
2
152
2
152
Benign
41,818
666
tcp
null
0.000005
0
0
S0
0
S
2
120
0
0
Malicious
123
123
udp
null
0.145175
96
96
SF
0
Dd
2
152
2
152
Benign
123
123
udp
null
0.15091
96
96
SF
0
Dd
2
152
2
152
Benign
17,576
8,081
tcp
null
0.132682
0
0
REJ
0
Sr
2
80
2
80
Benign
3
0
icmp
null
0.000007
80
0
OTH
0
null
2
136
0
0
Benign
3
0
icmp
null
0.000006
80
0
OTH
0
null
2
136
0
0
Benign
18,344
52,869
tcp
null
2.023597
0
0
S0
0
S
4
160
0
0
Malicious
123
123
udp
null
0.214134
96
96
SF
0
Dd
2
152
2
152
Benign
46,439
53
udp
dns
5.005154
78
0
S0
0
D
2
134
0
0
Benign
55,174
53
udp
dns
0.002246
90
90
SF
0
Dd
2
146
2
146
Benign
40,788
53
udp
dns
5.005157
78
0
S0
0
D
2
134
0
0
Benign
56,655
53
udp
dns
0.001999
90
90
SF
0
Dd
2
146
2
146
Benign
52,983
53
udp
dns
5.001404
78
0
S0
0
D
2
134
0
0
Benign
37,651
53
udp
dns
5.001156
78
0
S0
0
D
2
134
0
0
Benign
59,986
53
udp
dns
0.028733
90
90
SF
0
Dd
2
146
2
146
Benign
57,311
53
udp
dns
0.002502
90
90
SF
0
Dd
2
146
2
146
Benign
47,530
53
udp
dns
5.005154
78
0
S0
0
D
2
134
0
0
Benign
40,594
53
udp
dns
0.005743
90
90
SF
0
Dd
2
146
2
146
Benign
60,797
53
udp
dns
5.005153
78
0
S0
0
D
2
134
0
0
Benign
58,326
53
udp
dns
0.011986
90
90
SF
0
Dd
2
146
2
146
Benign
36,131
53
udp
dns
5.005155
78
0
S0
0
D
2
134
0
0
Benign
35,291
53
udp
dns
0.030732
78
103
SF
0
Dd
2
134
1
131
Benign
51,079
53
udp
dns
0.002497
39
103
SF
0
Dd
1
67
1
131
Benign
40,645
53
udp
dns
null
null
null
S0
0
D
1
67
0
0
Benign
60,880
53
udp
dns
0.001757
45
45
SF
0
Dd
1
73
1
73
Benign
34,031
53
udp
dns
5.005153
78
0
S0
0
D
2
134
0
0
Benign
34,984
53
udp
dns
0.001501
45
45
SF
0
Dd
1
73
1
73
Benign
47,994
53
udp
dns
0.000748
45
45
SF
0
Dd
1
73
1
73
Benign
32,777
53
udp
dns
5.00515
78
0
S0
0
D
2
134
0
0
Benign
43,196
53
udp
dns
0.000999
45
45
SF
0
Dd
1
73
1
73
Benign
51,104
53
udp
dns
0.000748
45
45
SF
0
Dd
1
73
1
73
Benign
59,325
53
udp
dns
5.010399
78
0
S0
0
D
2
134
0
0
Benign
50,434
53
udp
dns
0.000749
45
45
SF
0
Dd
1
73
1
73
Benign
123
123
udp
null
null
null
null
S0
0
D
1
76
0
0
Benign
50,394
53
udp
dns
0.000748
45
45
SF
0
Dd
1
73
1
73
Benign
35,075
53
udp
dns
5.001403
78
0
S0
0
D
2
134
0
0
Benign
43,659
53
udp
dns
0.000502
45
45
SF
0
Dd
1
73
1
73
Benign
50,035
53
udp
dns
0.001498
45
45
SF
0
Dd
1
73
1
73
Benign
37,268
53
udp
dns
5.005153
78
0
S0
0
D
2
134
0
0
Benign
33,353
53
udp
dns
0.002249
45
45
SF
0
Dd
1
73
1
73
Benign
57,845
53
udp
dns
0.405021
45
45
SF
0
Dd
1
73
1
73
Benign
44,091
53
udp
dns
5.005402
78
0
S0
0
D
2
134
0
0
Benign
58,473
53
udp
dns
0.000751
45
45
SF
0
Dd
1
73
1
73
Benign
42,562
53
udp
dns
0.000747
45
45
SF
0
Dd
1
73
1
73
Benign
32,911
53
udp
dns
5.005149
78
0
S0
0
D
2
134
0
0
Benign
34,889
53
udp
dns
0.001748
45
45
SF
0
Dd
1
73
1
73
Benign
49,435
53
udp
dns
0.127185
39
103
SF
0
Dd
1
67
1
131
Benign
55,520
53
udp
dns
0.000749
39
39
SF
0
Dd
1
67
1
67
Benign
39,218
53
udp
dns
0.002493
45
45
SF
0
Dd
1
73
1
73
Benign
39,516
53
udp
dns
5.005155
78
0
S0
0
D
2
134
0
0
Benign
50,085
53
udp
dns
0.0025
45
45
SF
0
Dd
1
73
1
73
Benign
54,362
53
udp
dns
null
null
null
S0
0
D
1
67
0
0
Benign
43,898
53
udp
dns
2.502827
78
0
S0
0
D
2
134
0
0
Benign
41,181
53
udp
dns
null
null
null
S0
0
D
1
67
0
0
Benign
38,363
53
udp
dns
null
null
null
S0
0
D
1
67
0
0
Benign
53,228
53
udp
dns
null
null
null
S0
0
D
1
67
0
0
Benign
38,086
443
tcp
null
3.154212
0
0
S0
0
S
3
180
0
0
Malicious
34,287
53
udp
dns
1.617577
39
55
SF
0
Dd
1
67
1
83
Benign
38,086
443
tcp
null
null
null
null
S0
0
S
1
60
0
0
Malicious
52,574
53
udp
dns
0.079702
45
45
SF
0
Dd
1
73
1
73
Benign
49,646
53
udp
dns
5.005151
78
0
S0
0
D
2
134
0
0
Benign
54,284
53
udp
dns
0.005496
45
45
SF
0
Dd
1
73
1
73
Benign
33,296
53
udp
dns
0.002996
45
45
SF
0
Dd
1
73
1
73
Benign
48,280
53
udp
dns
5.005152
78
0
S0
0
D
2
134
0
0
Benign
45,819
53
udp
dns
0.00075
45
45
SF
0
Dd
1
73
1
73
Benign
123
123
udp
null
52.848922
96
48
SF
0
Dd
2
152
1
76
Benign
38,619
53
udp
dns
null
null
null
S0
0
D
1
67
0
0
Benign
33,008
53
udp
dns
null
null
null
S0
0
D
1
67
0
0
Benign
43,932
53
udp
dns
2.502832
78
0
S0
0
D
2
134
0
0
Benign
54,322
53
udp
dns
null
null
null
S0
0
D
1
67
0
0
Benign
42,439
53
udp
dns
null
null
null
S0
0
D
1
67
0
0
Benign
52,529
53
udp
dns
null
null
null
S0
0
D
1
67
0
0
Benign
41,107
53
udp
dns
0.001248
45
45
SF
0
Dd
1
73
1
73
Benign
59,744
53
udp
dns
5.000653
78
0
S0
0
D
2
134
0
0
Benign