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
282
2,573
0
0
0
0
1
0
0
0
0
0
0
0
0
9
12
0
0
0
0
1
0
0.33
45
122
1
0
0.02
0.05
0
0
0
0.01
normal
30,263
0
tcp
http
SF
202
303
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
0.04
0
0
0
0
normal
42,406
0
tcp
http
SF
258
1,341
0
0
0
0
1
0
0
0
0
0
0
0
0
32
34
0
0
0
0
1
0
0.09
88
255
1
0
0.01
0.02
0
0
0
0
normal
10,656
0
tcp
http
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
24
0
0
0.92
0.92
1
0
0
58
255
1
0
0.02
0.16
0
0
0.95
0.99
normal
91,090
0
tcp
ftp_data
SF
2,056
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
5
0
0
0
0
1
0
0
255
102
0.4
0.02
0.4
0
0
0
0
0
normal
67,492
0
tcp
smtp
SF
2,500
335
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
255
95
0.37
0.03
0
0
0
0
0
0
normal
69,326
0
udp
domain_u
SF
45
78
0
0
0
0
0
0
0
0
0
0
0
0
0
121
122
0
0
0
0
0.99
0.02
0.02
255
241
0.95
0.01
0
0
0
0
0
0
normal
94,657
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
286
18
0
0
1
1
0.06
0.06
0
255
18
0.07
0.06
0
0
0
0
1
1
neptune
90,433
0
tcp
ldap
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
90
3
1
1
0
0
0.03
0.07
0
255
5
0.02
0.07
0
0
1
1
0
0
neptune
124,201
0
tcp
http
SF
214
307
0
0
0
0
1
0
0
0
0
0
0
0
0
5
5
0
0
0
0
1
0
0
225
255
1
0
0
0.01
0
0
0
0
normal
113,905
0
tcp
finger
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
49
14
1
1
0
0
0.29
0.08
0
255
65
0.25
0.03
0.01
0
1
1
0
0
neptune
69,643
0
tcp
smtp
SF
1,086
330
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
42
27
0.64
0.12
0.02
0
0
0
0
0
normal
109,452
37,874
tcp
private
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
0.5
1
0
0
0
1
1
portsweep
1,494
0
tcp
http
SF
321
1,680
0
0
0
0
1
0
0
0
0
0
0
0
0
8
9
0
0
0
0
1
0
0.22
58
255
1
0
0.02
0.03
0
0
0
0
normal
97,223
0
tcp
nnsp
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
83
16
0
0
1
1
0.19
0.07
0
255
16
0.06
0.07
0
0
0
0
1
1
neptune
88,102
0
tcp
mtp
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
290
23
1
1
0
0
0.08
0.05
0
255
23
0.09
0.05
0
0
1
1
0
0
neptune
125,891
0
tcp
iso_tsap
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
275
13
1
1
0
0
0.05
0.05
0
255
13
0.05
0.05
0
0
1
1
0
0
neptune
113,001
0
tcp
ftp_data
SF
383
0
0
0
0
0
1
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
237
81
0.34
0.02
0.34
0
0
0
0
0
normal
48,287
0
icmp
urp_i
SF
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35
5
0
0
0
0
0.14
0.06
0
255
23
0.09
0.01
0.09
0
0
0
0
0
normal
71,133
8,277
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
0.65
1
0
0
0
1
1
portsweep
62,181
0
tcp
http
SF
171
6,172
0
0
0
0
1
0
0
0
0
0
0
0
0
6
6
0
0
0
0
1
0
0
29
255
1
0
0.03
0.04
0
0
0
0
normal
125,029
0
tcp
http
SF
201
1,623
0
0
0
0
1
0
0
0
0
0
0
0
0
25
25
0
0
0
0
1
0
0
80
255
1
0
0.01
0.01
0
0
0
0
normal
81,551
9,883
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
55,119
0
udp
domain_u
SF
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
0
0
0
0
1
0
1
219
9
0.04
0.06
0.04
0.22
0.02
0
0
0
normal
58,506
0
tcp
systat
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
268
5
0
0
1
1
0.02
0.06
0
255
5
0.02
0.07
0
0
0
0
1
1
neptune
81,326
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
8
251
1
0
0.12
0.14
0
0
1
0.96
normal
18,978
0
tcp
telnet
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9
2
1
1
0
0
0.22
0.22
0
255
45
0.18
0.04
0
0
1
1
0
0
neptune
114,532
0
tcp
http_443
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
110
19
0
0
1
1
0.17
0.07
0
255
19
0.07
0.07
0
0
0
0
1
1
neptune
95,036
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
149
19
1
1
0
0
0.13
0.06
0
255
16
0.06
0.06
0
0
1
1
0
0
neptune
93,015
0
udp
domain_u
SF
42
108
0
0
0
0
0
0
0
0
0
0
0
0
0
141
221
0
0
0
0
1
0
0.01
255
255
1
0
0
0
0
0
0
0
normal
24,403
0
icmp
eco_i
SF
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
1
237
1
0
1
1
0
0
0
0
ipsweep
101,122
0
icmp
eco_i
SF
8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
46
0
0
0
0
1
0
1
1
3
1
0
1
0.67
0
0
0
0
ipsweep
81,780
0
tcp
telnet
RSTO
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
263
8
0
0
1
1
0.03
0.06
0
255
8
0.03
0.07
0
0
0
0
1
1
neptune
66,871
0
tcp
http
SF
212
1,227
0
0
0
0
1
0
0
0
0
0
0
0
0
3
4
0
0
0
0
1
0
0.5
81
81
1
0
0.01
0
0
0
0
0
normal
96,672
0
tcp
http
SF
267
540
0
0
0
0
1
0
0
0
0
0
0
0
0
20
23
0
0
0
0
1
0
0.17
90
250
1
0
0.01
0.1
0
0
0.14
0.34
normal
110,465
0
udp
other
SF
147
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
1
0
0
0
0
0.2
0.6
0
255
1
0
0.67
1
0
0
0
0
0
normal
37,086
0
tcp
name
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
289
22
1
1
0
0
0.08
0.05
0
255
22
0.09
0.05
0
0
1
1
0
0
neptune
42,144
0
udp
domain_u
SF
45
129
0
0
0
0
0
0
0
0
0
0
0
0
0
80
160
0
0
0
0
1
0
0.01
255
254
1
0.01
0
0
0
0
0
0
normal
89,191
0
tcp
http
SF
346
353
0
0
0
0
1
0
0
0
0
0
0
0
0
4
4
0
0
0
0
1
0
0
128
255
1
0
0.01
0.03
0
0
0
0
normal
118,463
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
0.05
0
255
13
0.05
0.05
0
0
1
1
0
0
neptune
52,168
0
tcp
private
RSTR
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
1
1
1
0
0
80
1
0.01
0.41
0.4
0
0.08
0
0.38
1
portsweep
22,084
0
tcp
login
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
146
17
1
1
0
0
0.12
0.06
0
255
17
0.07
0.06
0
0
1
1
0
0
neptune
9,796
0
tcp
http
SF
202
674
0
0
0
0
1
0
0
0
0
0
0
0
0
7
7
0
0
0
0
1
0
0
92
255
1
0
0.01
0.03
0
0
0
0
normal
2,069
3
tcp
smtp
SF
1,834
365
0
0
0
0
1
0
0
0
0
0
0
0
0
1
2
0
0
0
0
1
0
1
118
142
0.75
0.03
0.01
0.01
0
0
0
0
normal
80,750
0
tcp
ftp_data
SF
10,406
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
163
113
0.33
0.03
0.33
0.02
0
0
0
0
normal
68,328
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
144
13
1
1
0
0
0.09
0.05
0
255
13
0.05
0.04
0
0
1
1
0
0
neptune
77,024
0
tcp
vmnet
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
222
10
1
1
0
0
0.05
0.07
0
255
10
0.04
0.09
0
0
1
1
0
0
neptune
48,554
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
148
20
1
1
0
0
0.14
0.05
0
255
3
0.01
0.07
0
0
1
1
0
0
neptune
17,832
0
tcp
http
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
8
0.5
0.25
0
0
1
0
0.5
15
255
1
0
0.13
0.03
0.07
0.01
0
0
normal
52,551
0
tcp
nnsp
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
127
15
1
1
0
0
0.12
0.06
0
255
6
0.02
0.07
0
0
1
1
0
0
neptune
12,568
0
icmp
urp_i
SF
181
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
2
0
0
0
0
0.5
0.75
0
255
23
0.09
0.01
0.11
0
0
0
0
0
normal
118,628
0
tcp
other
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
363
1
0.06
0
0.91
1
0
1
0
255
1
0
1
0
0
0.08
0
0.9
1
satan
12,693
0
tcp
http
SF
310
8,222
0
0
0
0
1
0
0
0
0
0
0
0
0
1
3
0
0
0
0
1
0
1
59
255
1
0
0.02
0.03
0
0.01
0
0
normal
30,078
0
tcp
http
SF
293
128
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
71,727
0
icmp
urp_i
SF
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10
4
0
0
0
0
0.4
0.2
0
255
21
0.08
0.01
0.08
0
0
0
0
0
normal
92,905
2
tcp
smtp
SF
2,371
335
0
0
0
0
1
0
0
0
0
0
0
0
0
1
3
0
0
0
0
1
0
1
125
163
0.74
0.03
0.01
0.02
0
0
0
0
normal
30,163
0
tcp
smtp
SF
621
333
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
102
66
0.6
0.03
0.01
0.03
0
0
0
0
normal
31,268
0
tcp
http
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11
11
0
0
0.64
0.64
1
0
0
29
109
1
0
0.03
0.18
0
0
0.86
0.96
normal
10,686
0
tcp
mtp
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
1
1
0
0
0
1
1
portsweep
82,987
0
tcp
http
SF
217
940
0
0
0
0
1
0
0
0
0
0
0
0
0
10
14
0
0
0
0
1
0
0.21
255
255
1
0
0
0
0
0
0
0
normal
107,710
0
tcp
http
SF
240
6,271
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
27
255
1
0
0.04
0.04
0
0
0
0
normal
117,974
0
tcp
http
SF
292
2,591
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
0.03
0
0
0
0
normal
72,183
0
tcp
http
SF
234
3,692
0
0
0
0
1
0
0
0
0
0
0
0
0
45
48
0
0
0
0
1
0
0.04
101
255
1
0
0.01
0.03
0
0
0
0
normal
32,990
4
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
176
144
0.82
0.03
0.01
0
0
0
0.82
1
normal
24,574
0
tcp
other
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
326
1
0.06
0
0.9
1
0
1
0
255
1
0
1
0
0
0.08
0
0.89
1
satan
118,619
0
tcp
ftp_data
SF
501,760
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
13
0
0
0
0
1
0
0.15
255
30
0.12
0.07
0.12
0
0.81
0
0
0
normal
112,568
0
tcp
bgp
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
216
21
1
1
0
0
0.1
0.06
0
255
21
0.08
0.07
0
0
1
1
0
0
neptune
87,717
0
tcp
finger
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25
6
1
1
0
0
0.24
0.16
0
255
63
0.25
0.02
0.02
0
1
1
0
0
neptune
64,598
0
tcp
http
SF
340
4,701
0
0
0
0
1
0
0
0
0
0
0
0
0
4
7
0
0
0
0
1
0
0.29
73
255
1
0
0.01
0.04
0
0
0
0
normal
52,509
0
tcp
other
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
249
12
1
1
0
0
0.05
0.06
0
255
12
0.05
0.08
0
0
1
1
0
0
neptune
119,208
0
udp
domain_u
SF
43
107
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2
0
0
0
0
0.5
1
1
255
234
0.92
0.01
0
0
0
0
0.02
0
normal
108,041
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
289
7
1
1
0
0
0.02
0.06
0
255
8
0.03
0.08
0
0
1
1
0
0
neptune
105,325
0
tcp
ftp_data
SF
9
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
2
0
0
0
0
1
0
1
7
46
0.29
0.29
0.29
0.07
0
0.02
0
0
normal
116,349
0
icmp
ecr_i
SF
1,032
0
0
0
0
0
0
0
0
0
0
0
0
0
0
162
162
0
0
0
0
1
0
0
255
162
0.64
0.01
0.64
0
0
0
0
0
smurf
61,595
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
173
3
1
1
0
0
0.02
0.07
0
255
18
0.07
0.06
0
0
1
1
0
0
neptune
109,926
0
tcp
http
SF
273
3,468
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
90,510
0
tcp
http_443
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
110
11
1
1
0
0
0.1
0.05
0
255
2
0.01
0.07
0
0
1
1
0
0
neptune
34,561
0
tcp
time
RSTO
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
203
1
0
0
1
1
0
0.07
0
255
1
0
0.07
0
0
0
0
1
1
neptune
45,490
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
116
17
1
1
0
0
0.15
0.05
0
172
17
0.1
0.06
0.01
0
1
1
0
0
neptune
47,005
0
tcp
http
SF
227
23,473
0
0
0
0
1
0
0
0
0
0
0
0
0
7
7
0
0
0
0
1
0
0
91
255
1
0
0.01
0.03
0
0
0
0
normal
17,829
0
tcp
http
SF
303
25,087
0
0
0
0
1
0
0
0
0
0
0
0
0
7
7
0
0
0
0
1
0
0
25
255
1
0
0.04
0.09
0
0
0
0
normal
52,794
1
tcp
private
RSTR
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
306
2
0
0
1
1
0.01
0.5
0
255
2
0.01
0.5
1
0
0
0
1
1
portsweep
63,752
0
tcp
http
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
57
20
1
1
0
0
0.35
0.07
0
255
67
0.26
0.02
0
0
1
1
0
0
neptune
108,361
0
tcp
ftp_data
SF
7,162
0
0
0
0
0
1
0
0
0
0
0
0
0
0
7
7
0
0
0
0
1
0
0
196
90
0.44
0.02
0.44
0.02
0
0
0
0
normal
47,735
0
tcp
Z39_50
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
140
13
0
0
1
1
0.09
0.06
0
255
3
0.01
0.07
0
0
0
0
1
1
neptune
53,589
0
tcp
http
SF
330
1,053
0
0
0
0
1
0
0
0
0
0
0
0
0
20
20
0
0
0
0
1
0
0
255
255
1
0
0
0
0
0
0
0
normal
28,443
0
tcp
smtp
SF
929
331
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
255
9
0.04
0.66
0
0
0
0
0
0
normal
95,516
0
tcp
http
SF
226
53,306
0
0
0
0
1
0
0
0
0
0
0
0
0
12
13
0
0
0
0
1
0
0.15
55
255
1
0
0.02
0.03
0.02
0
0
0
normal
125,751
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
37
0.15
0.08
0.15
0
0.07
0
0
0
smurf
10,360
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
255
1
0
0.33
0.08
0
0
1
0.29
normal
28,385
0
tcp
http
SF
218
2,658
0
0
0
0
1
0
0
0
0
0
0
0
0
34
34
0
0
0
0
1
0
0
255
255
1
0
0
0
0
0
0
0
normal
78,331
0
tcp
login
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2
1
1
0
0
1
0
0
255
2
0.01
0.07
0
0
1
1
0
0
neptune
112,131
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
117
16
1
1
0
0
0.14
0.06
0
255
5
0.02
0.06
0
0
1
1
0
0
neptune
19,494
0
tcp
smtp
SF
5,248
334
0
0
0
0
1
0
0
0
0
0
0
0
0
1
2
0
0
0
0
1
0
1
142
151
0.48
0.04
0.01
0.01
0
0
0
0
normal
91,809
0
tcp
http
SF
373
753
0
0
0
0
1
0
0
0
0
0
0
0
0
10
10
0
0
0
0
1
0
0
198
255
1
0
0.01
0.01
0
0
0.06
0.05
normal
73,977
0
udp
domain_u
SF
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
0
0
0
0
1
0
1
244
34
0.1
0.02
0.1
0.06
0
0
0
0
normal
70,162
0
tcp
pop_3
SF
94
7,466
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
78
1
0.01
0.06
0.01
0
0
0
0
0
normal
5,533
0
icmp
ecr_i
SF
1,032
0
0
0
0
0
0
0
0
0
0
0
0
0
0
370
370
0
0
0
0
1
0
0
255
255
1
0
1
0
0
0
0
0
smurf
61,545
0
tcp
ftp_data
SF
7,233
0
0
0
0
0
1
0
0
0
0
0
0
0
0
10
10
0
0
0
0
1
0
0
54
103
0.37
0.09
0.37
0.02
0
0
0
0
normal
17,705
0
udp
domain_u
SF
43
69
0
0
0
0
0
0
0
0
0
0
0
0
0
118
118
0
0
0
0
1
0
0
255
224
0.88
0.01
0
0
0
0
0
0
normal
4,465