Datasets:
wassim249
/
VC-IDS

Dataset card Data Studio Files
xet
 Community
1
duration
int64
0
42.9k
protocol_type
stringclasses
3 values
service
stringclasses
70 values
flag
stringclasses
11 values
src_bytes
int64
0
1.38B
dst_bytes
int64
0
1.31B
wrong_fragment
int64
0
3
urgent
int64
0
3
hot
int64
0
77
num_failed_logins
int64
0
5
logged_in
int64
0
1
num_compromised
int64
0
7.48k
root_shell
int64
0
1
su_attempted
int64
0
2
num_root
int64
0
7.47k
num_file_creations
int64
0
43
num_shells
int64
0
2
num_access_files
int64
0
9
is_guest_login
int64
0
1
count
int64
0
511
srv_count
int64
0
511
serror_rate
float64
0
1
srv_serror_rate
float64
0
1
rerror_rate
float64
0
1
srv_rerror_rate
float64
0
1
same_srv_rate
float64
0
1
diff_srv_rate
float64
0
1
srv_diff_host_rate
float64
0
1
dst_host_count
int64
0
255
dst_host_srv_count
int64
0
255
dst_host_same_srv_rate
float64
0
1
dst_host_diff_srv_rate
float64
0
1
dst_host_same_src_port_rate
float64
0
1
dst_host_srv_diff_host_rate
float64
0
1
dst_host_serror_rate
float64
0
1
dst_host_srv_serror_rate
float64
0
1
dst_host_rerror_rate
float64
0
1
dst_host_srv_rerror_rate
float64
0
1
label
stringclasses
23 values
__index_level_0__
int64
0
126k
0
tcp
http
SF
263
1,179
0
0
0
0
1
0
0
0
0
0
0
0
0
12
12
0
0
0
0
1
0
0
41
255
1
0
0.02
0.05
0
0
0
0
normal
125,019
0
tcp
netbios_ssn
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
242
4
0
0
1
1
0.02
0.07
0
255
4
0.02
0.07
0
0
0
0
1
1
neptune
37,146
0
tcp
http
SF
228
349
0
0
0
0
1
0
0
0
0
0
0
0
0
5
6
0
0
0
0
1
0
0.33
69
255
1
0
0.01
0.05
0
0
0
0
normal
62,586
0
tcp
http
SF
301
3,660
0
0
0
0
1
0
0
0
0
0
0
0
0
22
23
0
0
0
0
1
0
0.09
255
255
1
0
0
0
0
0
0
0
normal
5,778
0
tcp
http
SF
228
429
0
0
0
0
1
0
0
0
0
0
0
0
0
1
12
0
0
0
0
1
0
0.17
2
255
1
0
0.5
0.03
0
0
0
0.01
normal
33,615
0
icmp
ecr_i
SF
1,032
0
0
0
0
0
0
0
0
0
0
0
0
0
0
510
510
0
0
0
0
1
0
0
255
238
0.93
0.02
0.93
0
0
0
0
0
smurf
76,589
0
tcp
time
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
279
20
1
1
0
0
0.07
0.05
0
255
20
0.08
0.07
0
0
1
1
0
0
neptune
102,347
0
tcp
nnsp
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
117
20
1
1
0
0
0.17
0.05
0
255
19
0.07
0.07
0
0
1
1
0
0
neptune
122,742
0
tcp
http
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
271
11
0
0
1
1
0.04
0.06
0
255
11
0.04
0.07
0
0
0
0
1
1
neptune
66,051
0
tcp
auth
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
201
7
1
1
0
0
0.03
0.06
0
255
7
0.03
0.07
0
0
1
1
0
0
neptune
54,442
0
tcp
auth
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
224
1
1
1
0
0
0
0.07
0
255
1
0
0.07
0
0
1
1
0
0
neptune
6,723
0
tcp
http
SF
232
1,075
0
0
0
0
1
0
0
0
0
0
0
0
0
7
7
0
0
0
0
1
0
0
255
254
1
0.01
0
0
0
0
0
0
normal
43,139
0
tcp
efs
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
136
17
1
1
0
0
0.12
0.05
0
255
7
0.03
0.07
0
0
1
1
0
0
neptune
113,639
0
tcp
courier
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
111
15
1
1
0
0
0.14
0.05
0
255
15
0.06
0.06
0
0
1
1
0
0
neptune
6,810
0
tcp
smtp
SF
119
235
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
99
78
0.22
0.72
0.01
0.03
0
0
0.67
0
normal
116,357
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
263
15
1
1
0
0
0.06
0.05
0
255
15
0.06
0.06
0
0
1
1
0
0
neptune
43,584
0
udp
domain_u
SF
43
133
0
0
0
0
0
0
0
0
0
0
0
0
0
22
22
0
0
0
0
1
0
0
55
24
0.44
0.04
0.02
0
0
0
0
0
normal
12,865
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
133
5
1
1
0
0
0.04
0.06
0
255
5
0.02
0.08
0
0
1
1
0
0
neptune
103,082
9,004
tcp
IRC
RSTO
1,137
5,834
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
1
1
1
0
0
94
5
0.05
0.02
0.01
0
0
0
0.05
1
normal
94,434
0
tcp
ftp_data
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
68
11
1
1
0
0
0.16
0.06
0
255
31
0.12
0.06
0.02
0
1
1
0
0
neptune
102,853
0
tcp
http
SF
221
4,213
0
0
0
0
1
0
0
0
0
0
0
0
0
5
6
0
0
0
0
1
0
0.33
255
255
1
0
0
0
0
0
0
0
normal
14,332
0
tcp
private
SH
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
1
1
1
0
0
0.33
1
0
11
1
0.09
0.64
0.36
0
0.36
1
0
0
nmap
38,691
6,075
udp
other
SF
147
105
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
255
1
0
0.77
0.98
0
0
0
0
0
normal
49,565
0
tcp
auth
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
249
2
1
1
0
0
0.01
0.07
0
255
2
0.01
0.08
0
0
1
1
0
0
neptune
32,997
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
149
24
1
1
0
0
0.16
0.04
0
255
24
0.09
0.04
0
0
1
1
0
0
neptune
29,366
5
tcp
smtp
SF
1,950
481
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
203
83
0.16
0.01
0
0.02
0
0
0.84
0
normal
125,718
0
tcp
http
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
0
0
1
1
1
0
1
1
255
1
0
1
0.14
0
0
1
0.94
normal
19,712
0
tcp
ssh
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
254
14
0
0
1
1
0.06
0.06
0
255
14
0.05
0.07
0
0
0
0
1
1
neptune
112,220
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
147
17
0
0
1
1
0.12
0.06
0
72
17
0.24
0.08
0.01
0
0
0
1
1
neptune
22,203
0
tcp
time
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2
0.5
0.5
0
0
1
0
0
10
10
1
0
0.2
0
0.1
0.1
0
0
normal
22,958
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
254
6
1
1
0
0
0.02
0.07
0
255
6
0.02
0.08
0
0
1
1
0
0
neptune
104,304
0
tcp
other
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
511
1
0.15
0
0.85
1
0
1
0
255
1
0
1
0
0
0.14
0
0.86
1
satan
57,362
0
udp
domain_u
SF
43
127
0
0
0
0
0
0
0
0
0
0
0
0
0
60
140
0
0
0
0
1
0
0.01
255
254
1
0.01
0
0
0
0
0
0
normal
66,009
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
206
13
1
1
0
0
0.06
0.06
0
255
1
0
0.09
0
0
1
1
0
0
neptune
28,775
0
tcp
ftp_data
SF
334
0
0
0
0
0
1
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
6
34
1
0
1
0.12
0
0
0
0
warezclient
121,179
0
tcp
http
SF
311
8,292
0
0
0
0
1
0
0
0
0
0
0
0
0
5
5
0
0
0
0
1
0
0
5
255
1
0
0.2
0.01
0
0
0
0
normal
30,935
0
tcp
systat
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
265
14
0
0
1
1
0.05
0.07
0
255
14
0.05
0.08
0
0
0
0
1
1
neptune
73,649
0
tcp
other
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
510
1
0.14
0
0.86
1
0
1
0
255
1
0
1
0.01
0
0.11
0
0.89
1
satan
53,118
0
tcp
http
SF
288
352
0
0
0
0
1
0
0
0
0
0
0
0
0
14
14
0
0
0
0
1
0
0
14
255
1
0
0.07
0.03
0
0
0
0
normal
89,374
0
tcp
csnet_ns
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
120
11
1
1
0
0
0.09
0.06
0
255
6
0.02
0.07
0
0
1
1
0
0
neptune
14,521
0
udp
domain_u
SF
45
126
0
0
0
0
0
0
0
0
0
0
0
0
0
46
99
0
0
0
0
1
0
0.02
255
254
1
0.01
0
0
0
0
0
0
normal
57,028
0
tcp
http
SF
311
944
0
0
0
0
1
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
18
255
1
0
0.06
0.04
0
0
0
0
normal
43,924
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
140
18
1
1
0
0
0.13
0.06
0
43
18
0.42
0.09
0.02
0
1
1
0
0
neptune
92,993
0
tcp
netbios_dgm
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
224
8
1
1
0
0
0.04
0.06
0
255
1
0
0.07
0
0
1
1
0
0
neptune
108,263
0
tcp
http
SF
333
748
0
0
0
0
1
0
0
0
0
0
0
0
0
6
6
0
0
0
0
1
0
0
122
255
1
0
0.01
0.03
0
0
0
0
normal
85,993
0
tcp
http
SF
426
526
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
21
255
1
0
0.05
0.06
0.05
0.01
0
0.01
normal
86,424
0
tcp
http
SF
230
2,090
0
0
0
0
1
0
0
0
0
0
0
0
0
2
6
0
0
0
0
1
0
0.33
37
255
1
0
0.03
0.03
0
0
0
0
normal
43,209
0
udp
domain_u
SF
43
138
0
0
0
0
0
0
0
0
0
0
0
0
0
18
233
0
0
0
0
1
0
0.01
76
200
0.8
0.03
0.8
0.01
0
0
0.14
0
normal
71,132
0
udp
domain_u
SF
46
143
0
0
0
0
0
0
0
0
0
0
0
0
0
269
269
0
0
0
0
1
0
0
255
251
0.98
0.01
0
0
0
0
0
0
normal
70,449
0
tcp
http
SF
288
726
0
0
0
0
1
0
0
0
0
0
0
0
0
4
4
0
0
0
0
1
0
0
14
255
1
0
0.07
0.02
0
0.01
0
0
normal
24,161
0
tcp
finger
SF
13
229
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
57
16
0.11
0.07
0.02
0.19
0
0
0
0
normal
42,532
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
143
13
1
1
0
0
0.09
0.06
0
255
6
0.02
0.06
0
0
1
1
0
0
neptune
1,772
0
tcp
http
SF
287
264
0
0
0
0
1
0
0
0
0
0
0
0
0
16
52
0
0
0
0
1
0
0.08
70
255
1
0
0.01
0.01
0
0
0
0
normal
36,259
928
udp
other
SF
146
105
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
255
3
0.01
0.48
0.85
0
0
0
0
0
normal
78,416
0
tcp
netbios_dgm
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
217
6
1
1
0
0
0.03
0.06
0
255
19
0.07
0.07
0
0
1
1
0
0
neptune
5,031
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
106
15
1
1
0
0
0.14
0.06
0
114
18
0.16
0.11
0.01
0
1
1
0
0
neptune
30,791
0
udp
domain_u
SF
45
45
0
0
0
0
0
0
0
0
0
0
0
0
0
252
252
0
0
0
0
1
0
0
255
233
0.91
0.01
0
0
0
0
0
0
normal
26,356
30
tcp
telnet
SF
482
354,790
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
193
64
0.33
0.02
0.01
0
0
0
0
0
normal
116,414
0
tcp
http
SF
270
7,321
0
0
0
0
1
0
0
0
0
0
0
0
0
5
16
0
0
0
0
1
0
0.25
172
255
1
0
0.01
0.02
0.01
0.01
0.01
0
normal
24,103
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
79
15
1
1
0
0
0.19
0.06
0
255
1
0
0.08
0
0
1
1
0
0
neptune
2,370
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
234
6
1
1
0
0
0.03
0.06
0
255
15
0.06
0.08
0
0
1
1
0
0
neptune
6,539
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
290
1
0.07
0
0.88
1
0
1
0
255
1
0
1
0
0
0.08
0
0.88
1
satan
27,796
0
tcp
bgp
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
297
24
1
1
0
0
0.08
0.05
0
255
24
0.09
0.05
0
0
1
1
0
0
neptune
4,189
0
tcp
http
SF
283
1,471
0
0
0
0
1
0
0
0
0
0
0
0
0
3
3
0
0
0
0
1
0
0
3
255
1
0
0.33
0.06
0
0
0
0
normal
66,515
0
tcp
other
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
212
3
1
1
0
0
0.01
0.06
0
255
3
0.01
0.07
0
0
1
1
0
0
neptune
41,139
0
tcp
rje
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
205
4
0
0
1
1
0.02
0.07
0
255
4
0.02
0.08
0
0
0
0
1
1
neptune
3,225
0
udp
private
SF
105
146
0
0
0
0
0
0
0
0
0
0
0
0
0
6
1
0
0
0
0
0.17
0.33
0
255
247
0.97
0.01
0
0
0
0
0
0
normal
44,620
1,981
udp
other
SF
146
105
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
255
2
0.01
0.79
0.96
0
0
0
0
0
normal
56,610
0
tcp
ftp_data
SF
1,199
0
0
0
0
0
1
0
0
0
0
0
0
0
0
6
6
0
0
0
0
1
0
0
5
72
1
0
1
0.04
0
0
0
0
normal
36,918
0
tcp
http
SF
262
13,096
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
255
244
0.96
0.01
0
0
0
0
0
0
normal
29,368
0
tcp
smtp
SF
129
237
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
126
17
0.13
0.56
0.01
0
0
0
0.53
0
normal
50,660
0
tcp
http
SF
323
306
0
0
0
0
1
0
0
0
0
0
0
0
0
5
6
0
0
0
0
1
0
0.33
75
255
1
0
0.01
0.04
0
0
0
0.01
normal
71,567
0
tcp
smtp
SF
2,206
331
0
0
0
0
1
0
0
0
0
1
0
0
0
1
2
0
0
0
0
1
0
1
255
7
0.03
0.65
0
0
0
0
0
0
normal
105,063
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100
1
1
1
0
0
0.01
0.07
0
255
7
0.03
0.06
0
0
1
1
0
0
neptune
38,001
0
tcp
sunrpc
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
244
21
1
1
0
0
0.09
0.06
0
255
21
0.08
0.07
0
0
1
1
0
0
neptune
96,795
0
tcp
http
SF
2,426
2,737
0
0
0
0
1
0
0
0
0
0
0
0
0
10
10
0
0
0
0
1
0
0
12
255
1
0
0.08
0.07
0
0
0
0
normal
867
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
504
1
0.06
0
0.93
1
0
1
0
255
1
0
1
0
0
0.08
0
0.91
1
satan
26,782
0
tcp
http
SF
302
773
0
0
0
0
1
0
0
0
0
0
0
0
0
11
11
0
0
0
0
1
0
0
13
255
1
0
0.08
0.02
0
0
0
0
normal
11,203
0
tcp
finger
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
43
11
1
1
0
0
0.26
0.09
0
255
48
0.19
0.05
0
0
1
1
0
0
neptune
114,004
0
tcp
http
RSTR
36,256
5,840
0
0
1
0
1
0
0
0
0
0
0
0
0
2
2
0
0
0.5
0.5
1
0
0
255
255
1
0
0
0
0
0
0.04
0.04
back
24,345
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
277
4
1
1
0
0
0.01
0.06
0
255
20
0.08
0.07
0
0
1
1
0
0
neptune
81,618
0
udp
domain_u
SF
46
119
0
0
0
0
0
0
0
0
0
0
0
0
0
84
89
0
0
0
0
1
0
0.03
255
255
1
0
0
0
0
0
0
0
normal
93,152
0
udp
domain_u
SF
45
125
0
0
0
0
0
0
0
0
0
0
0
0
0
69
151
0
0
0
0
0.99
0.03
0.02
255
194
0.76
0.02
0
0
0
0
0
0
normal
65,917
0
udp
other
SF
516
4
0
0
0
0
0
0
0
0
0
0
0
0
0
380
380
0
0
0
0
1
0
0
255
255
1
0
1
0
0
0
0
0
normal
87,407
0
tcp
http
SF
243
1,072
0
0
0
0
1
0
0
0
0
0
0
0
0
4
4
0
0
0
0
1
0
0
255
255
1
0
0
0
0
0
0
0
normal
62,211
0
tcp
http
SF
369
238
0
0
0
0
1
0
0
0
0
0
0
0
0
1
2
0
0
0
0
1
0
1
7
253
1
0
0.14
0.21
0
0
0.43
0.91
normal
97,695
0
tcp
http
SF
256
12,984
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
34
255
1
0
0.03
0.04
0
0
0
0
normal
218
0
tcp
http
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
1
1
1
0
0
5
254
1
0
0.2
0.23
0
0.01
1
0.91
normal
37,451
0
tcp
ftp_data
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
64
13
1
1
0
0
0.2
0.09
0
255
13
0.05
0.09
0
0
1
1
0
0
neptune
19,217
0
tcp
smtp
SF
739
329
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
13
13
1
0
0.08
0
0
0
0
0
normal
81,530
0
tcp
http
SF
202
1,990
0
0
0
0
1
0
0
0
0
0
0
0
0
4
11
0
0
0
0
1
0
0.27
18
255
1
0
0.06
0.02
0
0
0
0
normal
114,098
0
tcp
http
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
1
1
1
0
0
48
255
1
0
0.02
0.29
0
0
1
1
normal
107,652
0
tcp
http
SF
206
2,110
0
0
0
0
1
0
0
0
0
0
0
0
0
19
21
0
0
0
0
1
0
0.14
19
255
1
0
0.05
0.02
0
0
0
0
normal
61,603
0
udp
domain_u
SF
45
135
0
0
0
0
0
0
0
0
0
0
0
0
0
262
262
0
0
0
0
1
0
0
255
251
0.98
0.01
0
0
0
0
0
0
normal
113,934
910
udp
other
SF
146
105
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
255
2
0.01
0.85
1
0
0
0
0
0
normal
91,630
0
tcp
http
SF
245
3,181
0
0
0
0
1
0
0
0
0
0
0
0
0
6
6
0
0
0
0
1
0
0
32
255
1
0
0.03
0.04
0
0
0
0
normal
109,362
0
udp
domain_u
SF
43
71
0
0
0
0
0
0
0
0
0
0
0
0
0
143
143
0
0
0
0
1
0
0
255
254
1
0.01
0
0
0
0
0
0
normal
48,539
0
tcp
http
SF
229
1,003
0
0
0
0
1
0
0
0
0
0
0
0
0
32
45
0
0
0
0
1
0
0.04
110
255
1
0
0.01
0.02
0
0
0
0
normal
24,037
0
udp
domain_u
SF
44
113
0
0
0
0
0
0
0
0
0
0
0
0
0
2
4
0
0
0
0
1
0
0.5
255
234
0.92
0.01
0
0
0
0
0.02
0
normal
119,489
0
tcp
http
SF
214
10,619
0
0
0
0
1
0
0
0
0
0
0
0
0
10
10
0
0
0
0
1
0
0
255
255
1
0
0.01
0
0
0
0
0
normal
124,342