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
216
1,448
0
0
0
0
1
0
0
0
0
0
0
0
0
6
22
0
0
0
0
1
0
0.18
54
255
1
0
0.02
0.04
0
0
0
0
normal
13,527
0
tcp
http
SF
219
14,593
0
0
0
0
1
0
0
0
0
0
0
0
0
4
4
0
0
0
0
1
0
0
15
255
1
0
0.07
0.06
0
0
0
0
normal
28,180
0
tcp
http
SF
276
569
0
0
0
0
1
0
0
0
0
0
0
0
0
7
7
0
0
0
0
1
0
0
7
255
1
0
0.14
0.03
0
0.01
0
0
normal
104,055
0
tcp
http
SF
188
1,274
0
0
0
0
1
0
0
0
0
0
0
0
0
18
22
0
0
0
0
1
0
0.09
255
255
1
0
0
0
0
0
0
0
normal
10,324
0
tcp
ftp_data
SF
10,272
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11
11
0
0
0
0
1
0
0
192
76
0.32
0.02
0.32
0.03
0.01
0
0
0
normal
102,506
0
udp
domain_u
SF
43
113
0
0
0
0
0
0
0
0
0
0
0
0
0
65
65
0
0
0
0
1
0
0
255
213
0.84
0.01
0
0
0
0
0
0
normal
37,071
0
tcp
smtp
SF
725
364
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
255
123
0.48
0.1
0
0
0.02
0.01
0
0
normal
49,153
0
udp
private
SF
105
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
255
233
0.91
0.01
0.01
0
0
0
0
0
normal
40,876
0
tcp
http
SF
234
280
0
0
0
0
1
0
0
0
0
0
0
0
0
5
5
0
0
0
0
1
0
0
197
255
1
0
0.01
0.01
0
0
0
0
normal
73,804
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
286
18
1
1
0
0
0.06
0.06
0
255
18
0.07
0.09
0
0
1
1
0
0
neptune
116,577
0
tcp
http
SF
203
2,572
0
0
0
0
1
0
0
0
0
0
0
0
0
25
25
0
0
0
0
1
0
0
255
255
1
0
0
0
0
0
0
0
normal
66,443
5,800
udp
other
SF
147
105
0
0
0
0
0
0
0
0
0
0
0
0
0
4
2
0
0
0
0
0.5
0.5
0
255
2
0.01
0.64
0.95
0
0
0
0
0
normal
26,894
0
tcp
ftp_data
SF
12
0
0
0
0
0
1
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
168
54
0.19
0.02
0.19
0.04
0
0
0
0
normal
100,164
0
tcp
systat
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
247
19
1
1
0
0
0.08
0.05
0
255
19
0.07
0.05
0
0
1
1
0
0
neptune
118,351
0
icmp
eco_i
SF
8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
0
0
0
0
1
0
1
1
243
1
0
1
0.5
0
0
0
0
ipsweep
125,492
0
icmp
ecr_i
SF
1,032
0
0
0
0
0
0
0
0
0
0
0
0
0
0
132
132
0
0
0
0
1
0
0
255
132
0.52
0.01
0.52
0
0
0
0
0
smurf
18,053
0
tcp
gopher
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
247
18
0
0
1
1
0.07
0.06
0
255
18
0.07
0.07
0
0
0
0
1
1
neptune
105,853
0
tcp
smtp
SF
870
336
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
142
192
0.8
0.02
0.01
0.01
0
0
0
0
normal
61,617
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
138
19
1
1
0
0
0.14
0.06
0
255
15
0.06
0.07
0
0
1
1
0
0
neptune
49,369
0
tcp
http
SF
222
193
0
0
0
0
1
0
0
0
0
0
0
0
0
32
32
0
0
0
0
1
0
0
255
255
1
0
0
0
0
0
0
0
normal
28,378
0
tcp
nnsp
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
96
1
1
1
0
0
0.01
0.07
0
255
1
0
0.07
0
0
1
1
0
0
neptune
13,464
0
udp
domain_u
SF
46
128
0
0
0
0
0
0
0
0
0
0
0
0
0
71
151
0
0
0
0
1
0
0.01
255
254
1
0.01
0
0
0
0
0
0
normal
1,423
0
tcp
smtp
SF
2,372
408
0
0
0
0
1
0
0
0
0
0
0
0
0
1
2
0
0
0
0
1
0
1
125
224
0.86
0.03
0.01
0.01
0
0
0
0
normal
60,824
1
tcp
smtp
SF
1,279
331
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
147
135
0.54
0.05
0.01
0.01
0.01
0
0
0
normal
111,420
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
0.02
0.76
0
0
0
0.18
0
smurf
62,996
0
tcp
netbios_ns
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
207
4
1
1
0
0
0.02
0.06
0
255
20
0.08
0.06
0
0
1
1
0
0
neptune
62,848
0
tcp
http
SF
207
50,694
0
0
0
0
1
0
0
0
0
0
0
0
0
7
7
0
0
0
0
1
0
0
7
255
1
0
0.14
0.05
0
0
0
0
normal
11,076
0
udp
domain_u
SF
44
44
0
0
0
0
0
0
0
0
0
0
0
0
0
184
184
0
0
0
0
1
0
0
255
254
1
0.01
0
0
0
0
0
0
normal
96,235
0
udp
domain_u
SF
44
76
0
0
0
0
0
0
0
0
0
0
0
0
0
313
313
0
0
0
0
1
0
0
255
254
1
0.01
0
0
0
0
0
0
normal
109,345
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
210
20
1
1
0
0
0.1
0.06
0
255
1
0
0.06
0
0
1
1
0
0
neptune
35,079
0
udp
private
SF
28
0
3
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
255
101
0.4
0.61
0.4
0
0.09
0
0.52
0
teardrop
24,737
0
tcp
ftp_data
SF
305
0
0
0
0
0
1
0
0
0
2
0
0
0
0
2
2
0
0
0
0
1
0
0
255
2
0.01
0.02
0.01
0
0
0
0
0
normal
25,091
0
tcp
uucp
RSTO
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
115
10
0
0
1
1
0.09
0.07
0
255
10
0.04
0.06
0
0
0
0
1
1
neptune
55,644
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
217
13
1
1
0
0
0.06
0.07
0
255
14
0.05
0.07
0
0
1
1
0
0
neptune
15,736
0
udp
domain_u
SF
45
45
0
0
0
0
0
0
0
0
0
0
0
0
0
122
122
0
0
0
0
1
0
0
255
255
1
0
0
0
0
0
0
0
normal
28,544
0
tcp
http
SF
293
2,457
0
0
0
0
1
0
0
0
0
0
0
0
0
23
25
0
0
0
0
1
0
0.12
255
255
1
0
0
0
0
0
0
0
normal
46,263
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
144
14
1
1
0
0
0.1
0.06
0
255
8
0.03
0.08
0
0
1
1
0
0
neptune
23,651
0
tcp
pop_3
SF
80
5,046
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
40
1
0.03
0.12
0.03
0
0
0
0
0
normal
63,621
3,466
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
0.49
0.68
0
0
0
0
0
normal
122,575
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
104
14
1
1
0
0
0.13
0.06
0
255
34
0.13
0.07
0
0
1
1
0
0
neptune
111,429
0
udp
domain_u
SF
45
73
0
0
0
0
0
0
0
0
0
0
0
0
0
216
215
0
0
0
0
1
0.01
0
255
240
0.94
0.02
0
0
0
0
0
0
normal
79,879
0
tcp
http
SF
259
1,288
0
0
0
0
1
0
0
0
0
0
0
0
0
43
43
0.02
0.02
0
0
1
0
0
255
255
1
0
0
0
0
0
0
0
normal
108,275
0
udp
domain_u
SF
44
116
0
0
0
0
0
0
0
0
0
0
0
0
0
219
220
0
0
0
0
1
0
0.01
255
176
0.69
0.01
0
0
0
0
0
0
normal
42,292
0
tcp
supdup
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
15
0.06
0.07
0
0
1
1
0
0
neptune
47,590
0
tcp
http
SF
291
18,022
0
0
0
0
1
0
0
0
0
0
0
0
0
9
9
0
0
0
0
1
0
0
9
228
1
0
0.11
0.03
0
0
0
0
normal
74,134
0
tcp
domain
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
273
7
1
1
0
0
0.03
0.06
0
255
7
0.03
0.08
0
0
1
1
0
0
neptune
11,263
0
tcp
finger
SF
8
220
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
132
4
0.02
0.05
0.01
0.5
0
0
0
0
normal
28,235
0
udp
domain_u
SF
45
137
0
0
0
0
0
0
0
0
0
0
0
0
0
278
277
0
0
0
0
1
0.01
0
255
251
0.98
0.01
0
0
0
0
0
0
normal
79,452
0
tcp
http
SF
273
10,405
0
0
0
0
1
0
0
0
0
0
0
0
0
12
12
0
0
0
0
1
0
0
12
255
1
0
0.08
0.03
0
0
0
0
normal
114,829
1
tcp
smtp
SF
1,207
333
0
0
0
0
1
0
0
0
0
0
0
0
0
1
3
0
0
0
0
1
0
1
197
159
0.7
0.02
0.01
0.01
0
0
0
0
normal
12,973
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
1
179
1
0
1
0.25
0
0
1
1
normal
5,576
0
tcp
smtp
SF
817
334
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
45
183
0.71
0.09
0.02
0.01
0
0
0
0
normal
61,561
0
tcp
http
SF
331
2,514
0
0
0
0
1
0
0
0
0
0
0
0
0
17
17
0
0
0
0
1
0
0
255
255
1
0
0
0
0
0
0
0
normal
78,409
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
127
4
1
1
0
0
0.03
0.06
0
255
3
0.01
0.08
0
0
1
1
0
0
neptune
90,320
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
96
1
0.01
0
0.93
1
0.01
1
0
221
1
0
0.47
0
0
0
0
0.42
1
satan
32,626
0
tcp
smtp
SF
1,123
339
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
255
146
0.57
0.04
0
0
0
0
0
0
normal
4,293
0
tcp
auth
SF
14
41
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
177
14
0.07
0.03
0.01
0.14
0.01
0
0
0
normal
54,925
0
tcp
iso_tsap
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
241
19
1
1
0
0
0.08
0.05
0
255
19
0.07
0.06
0
0
1
1
0
0
neptune
56,226
0
icmp
eco_i
SF
8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
26
0
0
0
0
1
0
1
3
143
1
0
1
0.25
0
0
0
0
nmap
118,027
0
tcp
iso_tsap
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
147
17
1
1
0
0
0.12
0.05
0
255
11
0.04
0.06
0
0
1
1
0
0
neptune
30,815
0
tcp
ftp_data
SF
6,601
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18
18
0
0
0
0
1
0
0
24
89
1
0
1
0.02
0
0
0
0
normal
35,818
0
tcp
vmnet
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
159
8
0
0
1
1
0.05
0.07
0
255
8
0.03
0.07
0
0
0
0
1
1
neptune
42,404
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
141
12
1
1
0
0
0.09
0.06
0
255
14
0.05
0.06
0
0
1
1
0
0
neptune
53,177
0
tcp
smtp
SF
3,425
334
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
74
53
0.72
0.07
0.01
0
0
0
0
0
normal
18,700
0
tcp
smtp
SF
957
331
0
0
0
0
1
0
0
0
0
0
0
0
0
1
2
0
0
0
0
1
0
1
147
20
0.14
0.52
0.01
0
0
0
0
0
normal
117,811
0
tcp
http
SF
231
6,322
0
0
0
0
1
0
0
0
0
0
0
0
0
6
6
0
0
0
0
1
0
0
11
255
1
0
0.09
0.04
0
0
0
0
normal
77,003
0
tcp
http
SF
265
279
0
0
0
0
1
0
0
0
0
0
0
0
0
21
22
0
0
0
0.05
1
0
0.09
255
235
0.92
0.02
0
0
0.01
0.01
0
0
normal
110,922
0
tcp
http
SF
164
30,881
0
0
1
0
1
1
0
0
0
0
0
0
0
5
5
0
0
0
0
1
0
0
255
255
1
0
0
0
0
0
0
0
normal
13,453
4,685
udp
other
SF
145
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
0.66
0.96
0
0
0
0
0
normal
21,616
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
102
3
1
1
0
0
0.03
0.06
0
255
3
0.01
0.06
0
0
1
1
0
0
neptune
52,614
0
tcp
whois
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
45
2
1
1
0
0
0.04
0.13
0
255
10
0.04
0.08
0
0
1
1
0
0
neptune
873
0
udp
domain_u
SF
46
135
0
0
0
0
0
0
0
0
0
0
0
0
0
65
146
0
0
0
0
1
0
0.01
255
255
1
0
0
0
0
0
0
0
normal
57,555
0
tcp
klogin
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
110
12
1
1
0
0
0.11
0.06
0
255
12
0.05
0.06
0
0
1
1
0
0
neptune
26,374
0
tcp
systat
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
271
13
1
1
0
0
0.05
0.07
0
255
8
0.03
0.08
0
0
1
1
0
0
neptune
27,548
0
icmp
eco_i
SF
8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
48
0
0
0
0
1
0
1
1
135
1
0
1
0.5
0
0
0
0
ipsweep
62,811
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
144
5
0
0
1
1
0.03
0.08
0
255
5
0.02
0.07
0
0
0
0
1
1
neptune
19,060
0
tcp
smtp
SF
698
327
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
197
144
0.57
0.03
0.01
0.01
0
0
0
0
normal
71,599
23
tcp
ftp
SF
237
771
0
0
4
0
1
0
0
0
0
0
0
0
1
1
2
0
0
0
0
1
0
1
35
9
0.26
0.11
0.03
0
0
0
0
0
normal
33,410
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
230
17
1
1
0
0
0.07
0.05
0
255
17
0.07
0.06
0
0
1
1
0
0
neptune
36,451
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
197
1
0.1
0
0.89
1
0.01
1
0
255
1
0
0.89
0
0
0.07
0
0.7
1
satan
15,981
0
udp
domain_u
SF
45
131
0
0
0
0
0
0
0
0
0
0
0
0
0
176
175
0
0
0
0
0.99
0.01
0
65
32
0.49
0.03
0.02
0
0
0
0
0
normal
97,508
0
tcp
ftp_data
SF
748
0
0
0
0
0
1
0
0
0
9
0
0
0
0
1
1
0
0
0
0
1
0
0
65
49
0.02
0.06
0.02
0.04
0
0.02
0
0
normal
65,566
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
183
0.72
0.03
0.72
0
0
0
0
0
smurf
5,685
0
udp
domain_u
SF
46
136
0
0
0
0
0
0
0
0
0
0
0
0
0
91
152
0
0
0
0
1
0
0.03
255
255
1
0
0
0
0
0
0
0
normal
4,715
0
tcp
ftp_data
SF
15,377
0
0
0
0
0
1
0
0
0
0
0
0
0
0
3
3
0
0
0
0
1
0
0
118
85
0.5
0.04
0.5
0.02
0
0
0
0
normal
20,676
0
tcp
name
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
274
20
1
1
0
0
0.07
0.07
0
255
7
0.03
0.05
0
0
1
1
0
0
neptune
120,464
0
tcp
smtp
SF
1,846
363
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
29
172
0.83
0.1
0.03
0.02
0
0
0
0
normal
110,307
1,365
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
0.84
1
0
0
0
0
0
normal
59,071
0
udp
domain_u
SF
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
5
0
0
0
0
1
0
0.4
82
9
0.07
0.07
0.07
0.22
0
0
0
0
normal
25,983
0
tcp
http
SF
233
379
0
0
0
0
1
0
0
0
0
0
0
0
0
3
3
0
0
0
0
1
0
0
255
255
1
0
0
0
0
0
0
0
normal
122,847
0
tcp
http
SF
286
622
0
0
0
0
1
0
0
0
0
0
0
0
0
26
28
0
0
0
0
1
0
0.07
179
255
1
0
0.01
0.01
0
0
0
0
normal
11,622
0
icmp
eco_i
SF
8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
26
0
0
0
0
1
0
1
1
59
1
0
1
0.51
0
0
0
0
ipsweep
104,522
0
tcp
http
SF
301
7,783
0
0
0
0
1
0
0
0
0
0
0
0
0
2
9
0
0
0
0
1
0
0.22
94
255
1
0
0.01
0.03
0
0
0
0
normal
55,892
0
tcp
auth
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
291
14
1
1
0
0
0.05
0.05
0
255
10
0.04
0.07
0
0
1
1
0
0
neptune
72,453
0
tcp
link
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
115
23
1
1
0
0
0.2
0.04
0
255
23
0.09
0.05
0
0
1
1
0
0
neptune
92,716
3
tcp
private
RSTR
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
335
2
0
0
1
1
0.01
0.52
0
255
2
0.01
0.52
1
0
0
0
1
1
portsweep
2,162
0
tcp
http
SF
215
838
0
0
0
0
1
0
0
0
0
0
0
0
0
7
8
0
0
0
0
1
0
0.25
134
255
1
0
0.01
0.07
0
0
0
0
normal
25,775
0
tcp
other
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
468
1
0.07
0
0.92
1
0
1
0
255
1
0
1
0
0
0.06
0
0.94
1
satan
77,215
0
tcp
ftp
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
247
18
1
1
0
0
0.07
0.06
0
255
18
0.07
0.08
0
0
1
1
0
0
neptune
59,640
0
tcp
sql_net
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
297
20
0
0
1
1
0.07
0.06
0
255
20
0.08
0.08
0
0
0
0
1
1
neptune
76,383