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
2
tcp
smtp
SF
1,049
328
0
0
0
0
1
0
0
0
0
0
0
0
0
1
2
0
0
0
0
1
0
1
84
195
0.7
0.06
0.01
0.01
0
0
0
0
normal
88,830
0
udp
domain_u
SF
44
44
0
0
0
0
0
0
0
0
0
0
0
0
0
128
208
0
0
0
0
1
0
0.01
255
255
1
0
0.01
0
0
0
0
0
normal
61,223
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
63
63
1
0
0.02
0
0.02
0.02
0.54
0.54
normal
116,096
0
tcp
http
SF
332
887
0
0
0
0
1
0
0
0
0
0
0
0
0
6
6
0.17
0.17
0
0
1
0
0
255
255
1
0
0
0
0
0
0
0
normal
12,871
0
udp
domain_u
SF
46
135
0
0
0
0
0
0
0
0
0
0
0
0
0
94
174
0
0
0
0
0.99
0.02
0.01
255
254
1
0.01
0
0
0
0
0
0
normal
30,446
0
udp
private
SF
105
147
0
0
0
0
0
0
0
0
0
0
0
0
0
9
2
0
0
0
0
0.22
0.22
0
255
234
0.92
0.01
0.01
0
0
0
0
0
normal
107,666
0
tcp
ftp_data
SF
5,319
0
0
0
0
0
1
0
0
0
0
0
0
0
0
7
7
0
0
0
0
1
0
0
159
56
0.23
0.03
0.23
0.04
0
0
0
0
normal
22,609
0
tcp
finger
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
212
8
1
1
0
0
0.04
0.07
0
255
8
0.03
0.08
0
0
1
1
0
0
neptune
80,212
0
tcp
http
SF
331
1,846
0
0
0
0
1
0
0
0
0
0
0
0
0
6
6
0
0
0
0
1
0
0
48
255
1
0
0.02
0.02
0
0
0
0
normal
124,574
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
1
1
0
0
1
0
0
255
20
0.08
0.06
0
0
1
1
0
0
neptune
118,751
0
udp
private
SF
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
1
0
0
0
0
0.2
0.4
0
255
44
0.17
0.32
1
0
0
0
0
0
satan
6,122
0
udp
other
SF
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31
1
0
0
0
0
0.03
0.23
0
255
1
0
0.17
0.51
0
0
0
0.42
0
satan
113,656
0
tcp
ftp_data
SF
10,073
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15
15
0
0
0
0
1
0
0
192
69
0.36
0.03
0.36
0
0
0
0
0
normal
73,250
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
2
8
1
0
1
0.5
0
0
0
0
warezclient
27,419
0
tcp
other
SF
641
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
171
1
0.01
0.06
0.05
0
0.01
0
0
0
normal
57,983
0
tcp
http
SF
364
255
0
0
0
0
1
0
0
0
0
0
0
0
0
17
19
0
0
0
0
1
0
0.11
255
255
1
0
0
0
0
0
0
0
normal
105,653
0
tcp
finger
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
242
4
1
1
0
0
0.02
0.07
0
255
3
0.01
0.07
0
0
1
1
0
0
neptune
118,043
0
udp
domain_u
SF
45
78
0
0
0
0
0
0
0
0
0
0
0
0
0
160
160
0
0
0
0
1
0
0
255
254
1
0.01
0
0
0
0
0
0
normal
118,196
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
90
9
1
1
0
0
0.1
0.08
0
255
9
0.04
0.06
0
0
1
1
0
0
neptune
38,731
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
229
15
1
1
0
0
0.07
0.07
0
255
29
0.11
0.07
0
0
1
1
0
0
neptune
4,571
0
tcp
http
S1
259
11,513
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
1
1
0
0
1
0
0
255
248
0.97
0.01
0
0
0.02
0.02
0
0
normal
90,466
0
tcp
http
SF
223
1,816
0
0
0
0
1
0
0
0
0
0
0
0
0
5
9
0
0
0
0
1
0
0.44
5
255
1
0
0.2
0.06
0
0
0
0
normal
4,346
0
tcp
finger
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
249
7
1
1
0
0
0.03
0.07
0
255
7
0.03
0.07
0
0
1
1
0
0
neptune
101,625
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
251
2
1
1
0
0
0.01
0.06
0
255
19
0.07
0.08
0
0
1
1
0
0
neptune
92,187
5
tcp
other
SF
201
0
0
0
2
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
174
1
0.01
0.07
0.06
0
0.02
0
0
0
normal
98,270
22
tcp
ftp
SF
293
903
0
0
5
0
1
0
0
0
0
0
0
0
1
1
1
0
0
0
0
1
0
0
1
1
1
0
1
0
0
0
0
0
normal
110,078
0
tcp
ftp
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
236
8
1
1
0
0
0.03
0.06
0
255
8
0.03
0.07
0
0
1
1
0
0
neptune
125,311
0
tcp
http
SF
314
1,100
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
0
0
0
0
0
normal
42,907
0
tcp
http
SF
324
1,668
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
10
13
1
0
0.1
0.15
0
0.15
0
0.08
normal
5,555
0
udp
domain_u
SF
45
135
0
0
0
0
0
0
0
0
0
0
0
0
0
296
295
0
0
0
0
1
0.01
0
255
223
0.87
0.01
0
0
0
0
0
0
normal
42,418
0
tcp
http
SF
237
3,318
0
0
0
0
1
0
0
0
0
0
0
0
0
6
6
0
0
0
0
1
0
0
64
255
1
0
0.02
0.04
0
0
0
0
normal
52,494
0
tcp
finger
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
61
15
1
1
0
0
0.25
0.07
0
255
56
0.22
0.03
0.02
0
1
1
0
0
neptune
14,068
0
tcp
http
SF
147
16,394
0
0
0
0
1
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
2
255
1
0
0.5
0.02
0
0
0
0
normal
30,873
0
tcp
auth
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
236
22
1
1
0
0
0.09
0.05
0
255
22
0.09
0.05
0
0
1
1
0
0
neptune
98,928
0
tcp
http
SF
282
3,081
0
0
0
0
1
0
0
0
0
0
0
0
0
16
16
0
0
0
0
1
0
0
74
255
1
0
0.01
0.02
0
0
0
0
normal
7,651
0
tcp
http
SF
306
1,075
0
0
0
0
1
0
0
0
0
0
0
0
0
5
5
0
0
0
0
1
0
0
22
16
0.73
0.14
0.05
0
0.05
0
0
0
normal
34,428
0
icmp
ecr_i
SF
1,032
0
0
0
0
0
0
0
0
0
0
0
0
0
0
222
222
0
0
0
0
1
0
0
255
255
1
0
1
0
0
0
0
0
smurf
97,482
0
tcp
http
SF
158
449
0
0
0
0
1
0
0
0
0
0
0
0
0
1
9
0
0
0
0
1
0
0.22
57
255
1
0
0.02
0.02
0
0
0
0
normal
94,335
0
tcp
http
SF
352
337
0
0
0
0
1
0
0
0
0
0
0
0
0
1
18
0
0
0
0
1
0
0.11
7
255
1
0
0.14
0.04
0
0
0
0
normal
83,117
0
udp
domain_u
SF
44
76
0
0
0
0
0
0
0
0
0
0
0
0
0
172
172
0
0
0
0
1
0
0
255
195
0.76
0.01
0
0
0
0
0
0
normal
91,639
0
tcp
smtp
SF
979
340
0
0
0
0
1
0
0
0
0
0
0
0
0
1
2
0
0
0
0
1
0
1
202
140
0.54
0.02
0
0.01
0
0
0
0
normal
12,166
0
tcp
courier
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
141
19
1
1
0
0
0.13
0.06
0
255
2
0.01
0.07
0
0
1
1
0
0
neptune
79,603
0
tcp
ftp_data
SF
607
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
145
124
0.32
0.03
0.32
0.02
0
0
0.01
0
normal
59,478
0
tcp
http
SF
332
284
0
0
0
0
1
0
0
0
0
0
0
0
0
9
9
0
0
0
0
1
0
0
255
252
0.99
0.01
0
0
0
0
0
0
normal
47,629
27
tcp
ftp
SF
947
2,720
0
0
19
0
1
0
0
0
0
0
0
0
1
1
1
0
0
0
0
1
0
0
20
5
0.25
0.15
0.05
0
0
0
0
0
normal
30,913
0
tcp
http
SF
219
788
0
0
0
0
1
0
0
0
0
0
0
0
0
4
4
0
0
0
0
1
0
0
46
255
1
0
0.02
0.05
0
0
0
0
normal
25,336
0
tcp
http
SF
244
515
0
0
0
0
1
0
0
0
0
0
0
0
0
17
52
0
0
0
0
1
0
0.08
255
255
1
0
0.01
0
0
0
0
0
normal
110,055
0
udp
other
SF
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37
4
0
0
0
0
0.11
0.11
0
255
4
0.02
0.07
1
0
0
0
0
0
satan
4,388
0
tcp
finger
SF
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
24
6
0.08
0.12
0.04
0.33
0
0
0
0
normal
29,203
1
tcp
smtp
SF
838
337
0
0
0
0
1
0
0
0
0
0
0
0
0
1
2
0
0
0
0
1
0
1
121
200
0.68
0.02
0.01
0.01
0
0
0
0
normal
37,603
0
tcp
smtp
SF
789
331
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
48
115
0.4
0.06
0.02
0.02
0
0.17
0
0
normal
72,465
0
tcp
gopher
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
168
10
0
0
1
1
0.06
0.07
0
255
10
0.04
0.08
0
0
0
0
1
1
neptune
49,576
0
udp
domain_u
SF
42
42
0
0
0
0
0
0
0
0
0
0
0
0
0
13
20
0
0
0
0
1
0
0.15
255
245
0.96
0.01
0
0
0
0
0
0
normal
73,068
0
tcp
http
SF
298
450
0
0
0
0
1
0
0
0
0
0
0
0
0
16
16
0
0
0
0
1
0
0
91
255
1
0
0.01
0.03
0
0
0
0
normal
48,363
0
udp
domain_u
SF
43
75
0
0
0
0
0
0
0
0
0
0
0
0
0
206
206
0
0
0
0
1
0
0
255
250
0.98
0.01
0.01
0
0
0
0
0
normal
119,025
0
tcp
finger
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6
3
1
1
0
0
0.5
0.33
0
255
63
0.25
0.03
0
0
1
1
0
0
neptune
72,184
0
tcp
http
SF
336
5,140
0
0
0
0
1
0
0
0
0
0
0
0
0
14
14
0
0
0
0
1
0
0
255
255
1
0
0
0
0
0
0
0
normal
50,967
0
tcp
daytime
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
237
22
1
1
0
0
0.09
0.05
0
255
22
0.09
0.05
0
0
1
1
0
0
neptune
113,742
1,315
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
1
0
0.82
1
0
0
0
0
0
normal
117,144
0
udp
domain_u
SF
46
78
0
0
0
0
0
0
0
0
0
0
0
0
0
136
141
0
0
0
0
1
0
0.01
255
254
1
0.01
0
0
0
0
0
0
normal
89,159
0
udp
private
SF
100
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
36
6
0.17
0.06
0.17
0
0
0
0
0
nmap
83,928
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
3
165
1
0
0.33
0.24
0
0
1
1
normal
82,635
1
tcp
private
RSTR
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
48
2
0
0
1
1
0.04
0.54
0
218
2
0.01
0.12
0.22
0
0.01
0
0.44
1
portsweep
122,764
0
tcp
time
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
298
9
1
1
0
0
0.03
0.06
0
255
9
0.04
0.06
0
0
1
1
0
0
neptune
61,575
0
udp
other
SF
516
4
0
0
0
0
0
0
0
0
0
0
0
0
0
480
480
0
0
0
0
1
0
0
255
255
1
0
1
0
0
0
0
0
normal
89,602
0
tcp
gopher
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
109
16
0
0
1
1
0.15
0.06
0
255
16
0.06
0.08
0
0
0
0
1
1
neptune
62,869
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
117
18
1
1
0
0
0.15
0.07
0
255
6
0.02
0.07
0
0
1
1
0
0
neptune
3,603
0
tcp
ftp_data
SF
567
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
148
48
0.2
0.04
0.2
0.04
0.01
0
0
0
normal
112,002
0
tcp
finger
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26
13
1
1
0
0
0.5
0.08
0
186
56
0.28
0.02
0.01
0.04
1
0.95
0
0
neptune
13,030
0
tcp
ftp_data
SF
167
0
0
0
0
0
1
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
85
15
0.08
0.07
0.08
0.13
0.01
0
0.08
0
normal
64,115
0
tcp
http
SF
206
20,502
0
0
0
0
1
0
0
0
0
0
0
0
0
7
32
0
0
0
0
1
0
0.12
37
255
1
0
0.03
0.01
0
0
0
0
normal
96,653
0
tcp
http
SF
235
406
0
0
0
0
1
0
0
0
0
0
0
0
0
9
10
0
0
0
0
1
0
0.2
167
255
1
0
0.01
0.01
0
0
0
0
normal
17,539
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
178
8
1
1
0
0
0.04
0.06
0
255
20
0.08
0.06
0
0
1
1
0
0
neptune
57,246
0
icmp
ecr_i
SF
1,032
0
0
0
0
0
0
0
0
0
0
0
0
0
0
511
511
0
0
0
0
1
0
0
255
194
0.76
0.03
0.76
0
0
0
0
0
smurf
51,177
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1
0
0
1
1
0.5
1
0
255
1
0
0.87
0.86
0
0
0
0.86
1
portsweep
9,926
0
tcp
gopher
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
208
4
0
0
1
1
0.02
0.07
0
255
4
0.02
0.07
0
0
0
0
1
1
neptune
32,689
0
tcp
finger
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27
14
1
1
0
0
0.52
0.07
0
255
72
0.28
0.02
0.01
0
1
1
0
0
neptune
19,951
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
173
14
1
1
0
0
0.08
0.05
0
212
14
0.07
0.07
0
0
0.93
1
0
0
neptune
46,752
0
tcp
Z39_50
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33
10
1
1
0
0
0.3
0.18
0
255
16
0.06
0.09
0
0
1
1
0
0
neptune
125,103
0
tcp
http_443
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
220
24
1
1
0
0
0.11
0.05
0
255
24
0.09
0.05
0
0
1
1
0
0
neptune
22,783
27
tcp
ftp
SF
678
2,077
0
0
14
0
1
0
0
0
0
0
0
0
1
1
1
0
0
0
0
1
0
0
161
34
0.21
0.04
0.01
0
0
0
0.01
0.03
normal
70,018
0
tcp
http
SF
280
370
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
255
255
1
0
0
0
0
0
0
0
normal
49,731
1
tcp
smtp
SF
2,225
364
0
0
0
0
1
0
0
0
0
0
0
0
0
1
3
0
0
0
0
1
0
1
21
242
0.86
0.1
0.05
0.01
0
0
0
0
normal
9,665
0
tcp
ftp_data
SF
1,699
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
4
0
0
0
0
1
0
0
78
128
0.69
0.05
0.69
0.02
0
0
0
0
normal
71,765
0
tcp
finger
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
58
15
1
1
0
0
0.26
0.07
0
255
40
0.16
0.05
0.01
0
1
1
0
0
neptune
106,996
0
udp
domain_u
SF
42
42
0
0
0
0
0
0
0
0
0
0
0
0
0
4
14
0
0
0
0
1
0
0.14
255
248
0.97
0.01
0
0
0
0
0
0
normal
54,940
0
tcp
http
SF
301
2,507
0
0
0
0
1
0
0
0
0
0
0
0
0
6
6
0
0
0
0
1
0
0
31
23
0.74
0.1
0.03
0
0
0
0
0
normal
29,117
0
tcp
smtp
SF
854
331
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
18
187
0.94
0.11
0.06
0.03
0
0
0
0
normal
29,835
9,594
tcp
IRC
RSTR
1,557
7,742
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
1
1
1
0
0
42
13
0.31
0.07
0.02
0
0
0
0.31
1
normal
65,805
0
tcp
http
SF
202
1,743
0
0
0
0
1
0
0
0
0
0
0
0
0
11
11
0
0
0
0
1
0
0
255
255
1
0
0
0
0
0
0
0
normal
98,308
0
udp
domain_u
SF
46
134
0
0
0
0
0
0
0
0
0
0
0
0
0
79
159
0
0
0
0
1
0
0.01
255
255
1
0
0
0
0
0
0
0
normal
60,034
0
tcp
http
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7
6
0.71
0.83
0.29
0.17
0.71
0.43
0.33
255
46
0.18
0.04
0
0
1
1
0
0
neptune
13,854
0
tcp
smtp
SF
1,087
387
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
255
25
0.1
0.02
0
0
0.9
0
0
0
normal
48,149
0
tcp
Z39_50
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
111
6
1
1
0
0
0.05
0.07
0
255
6
0.02
0.08
0
0
1
1
0
0
neptune
9,630
4,888
tcp
other
RSTR
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2
0
0
1
1
1
0
0
255
2
0.01
0.74
1
0
0
0
1
1
portsweep
97,146
0
tcp
netbios_dgm
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
101
1
1
1
0
0
0.01
0.06
0
255
1
0
0.07
0
0
1
1
0
0
neptune
30,158
0
tcp
uucp
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
11
0.04
0.05
0
0
1
1
0
0
neptune
37,989
1
tcp
smtp
SF
1,327
283
0
0
0
0
1
0
0
0
0
0
0
0
0
1
2
0
0
0
0
1
0
1
74
154
0.53
0.09
0.01
0.01
0
0
0
0
normal
90,856
0
tcp
http
SF
303
746
0
0
0
0
1
0
0
0
0
0
0
0
0
14
14
0
0
0
0
1
0
0
20
255
1
0
0.05
0.03
0
0
0
0
normal
79,931
0
tcp
netbios_ssn
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
263
3
1
1
0
0
0.01
0.06
0
255
3
0.01
0.06
0
0
1
1
0
0
neptune
112,671