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
smtp
SF
2,157
387
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
255
132
0.52
0.01
0
0
0.74
0.76
0
0
normal
7,908
17,924
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
0.73
1
0
0
0
1
1
portsweep
103,002
0
tcp
other
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
509
1
0.16
0
0.84
1
0
1
0
255
1
0
1
0
0
0.06
0
0.94
1
satan
28,277
63
tcp
smtp
SF
12,313
1,408
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
110
88
0.8
0.03
0.01
0
0
0
0
0
normal
119,857
4,440
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
87,165
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
420
1
0
0
1
1
0
0.52
0
255
1
0
0.52
1
0
0
0
1
1
portsweep
115,202
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
204
11
1
1
0
0
0.05
0.07
0
255
11
0.04
0.07
0
0
1
1
0
0
neptune
116,603
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
171
14
1
1
0
0
0.08
0.06
0
255
14
0.05
0.07
0
0
1
1
0
0
neptune
125,856
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
214
1
0
1
0.04
0
0
1
0.44
normal
63,479
0
udp
domain_u
SF
45
73
0
0
0
0
0
0
0
0
0
0
0
0
0
309
309
0
0
0
0
1
0
0
255
219
0.86
0.01
0
0
0
0
0
0
normal
89,003
0
tcp
http
SF
233
1,842
0
0
0
0
1
0
0
0
0
0
0
0
0
11
11
0
0
0
0
1
0
0
11
255
1
0
0.09
0.04
0
0
0
0
normal
109,699
0
icmp
eco_i
SF
8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
30
0
0
0
0
1
0
1
2
176
1
0
1
0.5
0
0
0
0
ipsweep
20,592
0
udp
other
SF
516
4
0
0
0
0
0
0
0
0
0
0
0
0
0
209
209
0
0
0
0
1
0
0
209
209
1
0
1
0
0
0
0
0
normal
25,609
0
udp
domain_u
SF
45
129
0
0
0
0
0
0
0
0
0
0
0
0
0
70
142
0
0
0
0
1
0
0.01
255
255
1
0
0
0
0
0
0
0
normal
10,231
9
udp
domain_u
SF
92
39
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
29
29
1
0
1
0
0
0
0
0
normal
121,651
0
tcp
http
SF
325
277
0
0
0
0
1
0
0
0
0
0
0
0
0
7
7
0
0
0
0
1
0
0
255
239
0.94
0.02
0
0
0
0
0
0
normal
113,046
0
icmp
eco_i
SF
8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
9
0
0
0
0
1
0
1
1
21
1
0
1
0.52
0
0
0
0
ipsweep
120,582
0
udp
domain_u
SF
44
70
0
0
0
0
0
0
0
0
0
0
0
0
0
257
257
0
0
0
0
1
0
0
255
254
1
0.01
0
0
0
0
0
0
normal
51,461
0
tcp
http
SF
305
14,638
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
47,133
0
udp
domain_u
SF
33
33
0
0
0
0
0
0
0
0
0
0
0
0
0
2
4
0
0
0
0
1
0
0.5
255
250
0.98
0.01
0
0
0
0
0
0
normal
21,373
0
tcp
http
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
3
0
0
1
0.33
1
0
0.67
1
255
1
0
1
0.11
0
0
1
1
normal
77,465
0
tcp
http
SF
243
821
0
0
0
0
1
0
0
0
0
0
0
0
0
6
15
0
0
0
0
1
0
0.2
255
255
1
0
0
0
0
0
0
0
normal
86,912
0
tcp
ftp_data
SF
854
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
190
71
0.22
0.02
0.22
0.03
0
0
0
0
normal
74,551
0
tcp
http
SF
328
9,262
0
0
0
0
1
0
0
0
0
0
0
0
0
8
10
0
0
0
0
1
0
0.2
229
255
1
0
0
0.01
0
0
0
0
normal
74,532
0
icmp
eco_i
SF
8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
34
0
0
0
0
1
0
1
2
46
1
0
1
0.52
0
0
0
0
ipsweep
49,653
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
207
9
1
1
0
0
0.04
0.05
0
255
20
0.08
0.07
0
0
1
1
0
0
neptune
57,930
0
tcp
sql_net
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
229
17
0
0
1
1
0.07
0.07
0
255
17
0.07
0.08
0
0
0
0
1
1
neptune
80,150
0
tcp
ftp_data
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
53
11
0.96
1
0.04
0
0.21
0.11
0
255
38
0.15
0.04
0
0
1
1
0
0
neptune
14,429
0
tcp
smtp
SF
768
333
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
183
174
0.66
0.04
0.01
0.01
0.01
0.01
0
0
normal
54,836
0
tcp
name
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
198
20
1
1
0
0
0.1
0.06
0
255
20
0.08
0.07
0
0
1
1
0
0
neptune
113,666
0
tcp
smtp
SF
1,714
329
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
1
1
1
0
1
0
0
0
0
0
normal
19,654
0
udp
other
SF
516
4
0
0
0
0
0
0
0
0
0
0
0
0
0
397
397
0
0
0
0
1
0
0
255
255
1
0
1
0
0
0
0
0
normal
35,760
0
tcp
netstat
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
132
3
1
1
0
0
0.02
0.06
0
255
2
0.01
0.07
0
0
1
1
0
0
neptune
108,705
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
2
255
1
0
0.5
0.07
0
0
1
0.84
normal
81,442
0
tcp
http
SF
309
314
0
0
0
0
1
0
0
0
0
0
0
0
0
29
45
0
0
0
0
1
0
0.07
255
255
1
0
0
0
0
0
0
0
normal
110,393
0
tcp
systat
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
254
9
0
0
1
1
0.04
0.07
0
255
9
0.04
0.08
0
0
0
0
1
1
neptune
88,083
0
tcp
http
SF
302
19,046
0
0
0
0
1
0
0
0
0
0
0
0
0
4
4
0
0
0
0
1
0
0
4
255
1
0
0.25
0.03
0
0.01
0
0
normal
51,468
0
tcp
http
SF
289
1,719
0
0
0
0
1
0
0
0
0
0
0
0
0
26
28
0
0
0
0
1
0
0.11
255
255
1
0
0
0
0
0
0
0
normal
22,961
4
tcp
smtp
SF
971
330
0
0
0
0
1
0
0
0
0
0
0
0
0
1
2
0
0
0
0
1
0
1
176
144
0.82
0.02
0.01
0
0.01
0.01
0
0
normal
58,994
0
tcp
http
SF
273
4,834
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
6
9
1
0
0.17
0.22
0
0
0
0
normal
22,832
0
tcp
http
SF
234
8,837
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
43
255
1
0
0.02
0.02
0
0
0
0
normal
116,851
0
udp
private
SF
105
146
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
43
39
0.91
0.05
0.02
0
0
0
0
0
normal
62,783
0
tcp
http
SF
295
27,221
0
0
0
0
1
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
10
255
1
0
0.1
0.04
0
0
0
0
normal
45,381
0
tcp
http
SF
309
435
0
0
0
0
1
0
0
0
0
0
0
0
0
16
16
0.12
0.12
0
0
1
0
0
62
255
1
0
0.02
0.03
0.02
0
0
0
normal
117,823
0
tcp
ftp_data
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1
1
1
0
0
0.5
1
0
255
70
0.27
0.02
0
0
1
1
0
0
neptune
59,005
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
42
123
1
0
0.02
0.04
0
0
0.93
0.66
normal
14,461
0
tcp
http
SF
192
2,442
0
0
0
0
1
0
0
0
0
0
0
0
0
1
2
0
0
0
0
1
0
1
6
255
1
0
0.17
0.05
0
0
0
0
normal
105,068
0
tcp
http
SF
312
1,611
0
0
0
0
1
0
0
0
0
0
0
0
0
17
17
0
0
0
0
1
0
0
78
255
1
0
0.01
0.04
0
0
0
0
normal
87,761
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
280
15
1
1
0
0
0.05
0.06
0
255
18
0.07
0.06
0
0
1
1
0
0
neptune
105,977
0
tcp
bgp
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
277
1
0
0
1
1
0
0.53
0
255
1
0
0.52
1
0
0
0
1
1
portsweep
81,455
0
tcp
http
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
240
5
1
0.8
0
0.2
0.02
0.06
0.4
255
7
0.03
0.07
0
0
1
1
0
0
neptune
44,164
0
tcp
http
SF
234
17,623
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
34,251
0
tcp
ftp_data
SF
748
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
162
39
0.14
0.02
0.14
0.05
0
0.03
0
0
normal
109,453
0
udp
ntp_u
SF
48
48
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
57
9
0.16
0.07
0.16
0
0
0
0
0
normal
58,749
0
udp
domain_u
SF
45
131
0
0
0
0
0
0
0
0
0
0
0
0
0
48
110
0
0
0
0
1
0
0.02
255
191
0.75
0.01
0
0
0
0
0
0
normal
100,548
0
tcp
netbios_dgm
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
196
6
1
1
0
0
0.03
0.07
0
255
6
0.02
0.07
0
0
1
1
0
0
neptune
76,164
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
194
1
0
0
1
1
0.01
0.08
0
255
1
0
0.07
0
0
0
0
1
1
neptune
20,518
0
tcp
ftp_data
SF
334
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
1
17
1
0
1
0.24
0
0
0
0
warezclient
550
0
tcp
http
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21
12
1
0.92
0
0.08
0.52
0.1
0.17
181
51
0.28
0.02
0.01
0
1
1
0
0
neptune
27,774
0
tcp
http
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7
7
0
0
0.43
0.43
1
0
0
20
100
1
0
0.05
0.2
0
0
0.8
0.96
normal
53,830
0
udp
domain_u
SF
43
43
0
0
0
0
0
0
0
0
0
0
0
0
0
80
80
0
0
0
0
1
0
0
255
194
0.76
0.01
0.01
0
0
0
0
0
normal
34,702
0
tcp
http
SF
232
1,617
0
0
0
0
1
0
0
0
0
0
0
0
0
12
22
0
0
0
0
1
0
0.09
55
255
1
0
0.02
0.04
0
0
0
0
normal
101,693
0
udp
other
SF
516
4
0
0
0
0
0
0
0
0
0
0
0
0
0
176
176
0
0
0
0
1
0
0
176
176
1
0
1
0
0
0
0
0
normal
75,970
0
tcp
http
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
281
9
1
1
0
0
0.03
0.06
0
255
9
0.04
0.07
0
0
1
1
0
0
neptune
65,470
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
6
255
1
0
0.17
0.09
0
0
1
0.74
normal
38,256
0
tcp
ctf
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
212
24
1
1
0
0
0.11
0.05
0
255
24
0.09
0.05
0
0
1
1
0
0
neptune
49,872
0
tcp
http
SF
330
6,010
0
0
0
0
1
0
0
0
0
0
0
0
0
20
20
0
0
0
0
1
0
0
20
255
1
0
0.05
0.05
0
0.01
0
0
normal
93,311
12,672
tcp
other
RSTR
16,980,502
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
1
1
1
0
0
255
1
0
0.65
1
0
0
0
1
1
portsweep
82,355
0
tcp
http
SF
215
1,416
0
0
0
0
1
0
0
0
0
0
0
0
0
18
36
0
0
0
0
1
0
0.11
19
255
1
0
0.05
0.04
0
0
0.05
0.04
normal
78,085
0
icmp
ecr_i
SF
520
0
0
0
0
0
0
0
0
0
0
0
0
0
0
280
280
0
0
0
0
1
0
0
255
255
1
0
1
0
0
0
0
0
smurf
62,512
22,270
udp
other
SF
146
105
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
0.84
1
0
0
0
0
0
normal
121,326
8
tcp
smtp
SF
838
342
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
140
142
0.46
0.02
0.01
0.01
0
0
0
0
normal
57,947
0
tcp
finger
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37
18
1
1
0
0
0.49
0.05
0
255
18
0.07
0.07
0
0
1
1
0
0
neptune
47,645
5
tcp
pop_3
SF
35
130
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
86
5
0.02
0.08
0.01
0.4
0
0
0
0
normal
115,810
0
icmp
ecr_i
SF
1,032
0
0
0
0
0
0
0
0
0
0
0
0
0
0
71
71
0
0
0
0
1
0
0
255
71
0.28
0.02
0.28
0
0
0
0
0
smurf
104,532
0
tcp
smtp
SF
2,393
385
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
255
81
0.32
0.05
0
0
0.33
0
0.02
0
normal
121,642
0
tcp
http_443
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
140
7
1
1
0
0
0.05
0.06
0
255
7
0.03
0.06
0
0
1
1
0
0
neptune
119,750
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
198
4
0.99
1
0
0
0.02
0.07
0
255
4
0.02
0.06
0
0
1
1
0
0
neptune
29,295
0
tcp
auth
SF
13
38
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
100
2
0.01
0.1
0.01
1
0.01
0
0
0
normal
86,953
0
udp
domain_u
SF
42
42
0
0
0
0
0
0
0
0
0
0
0
0
0
4
7
0
0
0
0
1
0
0.57
255
240
0.94
0.01
0
0
0
0
0
0
normal
9,102
0
tcp
smtp
SF
686
330
0
0
0
0
1
0
0
0
0
0
0
0
0
1
2
0
0
0
0
1
0
1
50
119
0.78
0.08
0.02
0.02
0
0
0
0
normal
112,508
0
tcp
http
SF
190
329
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
0.01
0.01
0
0
normal
56,948
0
tcp
smtp
SF
1,169
338
0
0
0
0
1
0
0
0
0
0
0
0
0
2
1
0
0
0
0
0.5
1
0
13
144
0.69
0.23
0.08
0.01
0
0
0
0
normal
34,400
0
tcp
http
SF
303
2,239
0
0
0
0
1
0
0
0
0
0
0
0
0
1
43
0
0
0
0
1
0
0.05
255
237
0.93
0.01
0
0
0
0
0
0
normal
120,915
0
tcp
klogin
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
137
5
1
1
0
0
0.04
0.06
0
255
12
0.05
0.07
0
0
1
1
0
0
neptune
42,175
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
105
2
1
1
0
0
0.02
0.08
0
255
20
0.08
0.06
0
0
1
1
0
0
neptune
74,619
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
163
18
1
1
0
0
0.11
0.05
0
255
18
0.07
0.05
0
0
1
1
0
0
neptune
95,860
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
134
18
1
1
0
0
0.13
0.07
0
255
19
0.07
0.07
0
0
1
1
0
0
neptune
38,935
0
udp
domain_u
SF
45
81
0
0
0
0
0
0
0
0
0
0
0
0
0
284
283
0
0
0
0
1
0.01
0
255
254
1
0.01
0
0
0
0
0
0
normal
63,361
0
udp
domain_u
SF
43
133
0
0
0
0
0
0
0
0
0
0
0
0
0
273
272
0
0
0
0
1
0.01
0
255
251
0.98
0.01
0
0
0
0
0
0
normal
56,240
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
162
5
1
1
0
0
0.03
0.06
0
255
19
0.07
0.07
0
0
1
1
0
0
neptune
125,093
0
icmp
ecr_i
SF
520
0
0
0
0
0
0
0
0
0
0
0
0
0
0
375
375
0
0
0
0
1
0
0
255
255
1
0
1
0
0
0
0
0
smurf
119,268
0
tcp
ftp_data
SF
9,178
0
0
0
0
0
1
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
9
8
0.89
0.22
0.89
0
0
0
0
0
normal
85,865
0
tcp
private
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
255
1
0
0.87
0.86
0
0
0
0.86
1
portsweep
105,851
0
tcp
ftp_data
SF
7,233
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8
8
0
0
0
0
1
0
0
47
32
0.3
0.09
0.3
0.06
0
0
0
0
normal
102,567
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
181
8
1
1
0
0
0.04
0.05
0
122
8
0.07
0.08
0.01
0
0.89
1
0.01
0
neptune
114,382
0
tcp
efs
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
132
4
1
1
0
0
0.03
0.06
0
255
4
0.02
0.06
0
0
1
1
0
0
neptune
124,753
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
244
15
1
1
0
0
0.06
0.06
0
255
6
0.02
0.07
0
0
1
1
0
0
neptune
54,217
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
213
1
0
1
0.25
0
0
0
0
ipsweep
21,353
0
tcp
hostnames
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
257
6
0
0
1
1
0.02
0.07
0
255
6
0.02
0.09
0
0
0
0
1
1
neptune
105,964