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
uucp
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
142
19
1
1
0
0
0.13
0.06
0
255
1
0
0.06
0
0
1
1
0
0
neptune
97,484
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
108
1
0.01
0.56
0.56
0
0.06
0
0.54
1
portsweep
67,536
0
tcp
http
SF
239
1,345
0
0
0
0
1
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
77
255
1
0
0.01
0.03
0
0
0.01
0.01
normal
36,515
0
icmp
ecr_i
SF
520
0
0
0
0
0
0
0
0
0
0
0
0
0
0
457
457
0
0
0
0
1
0
0
223
223
1
0
1
0
0
0
0
0
smurf
14,989
2
tcp
smtp
SF
1,012
329
0
0
0
0
1
0
0
0
0
0
0
0
0
1
2
0
0
0
0
1
0
1
151
105
0.7
0.04
0.01
0
0
0
0
0
normal
90,504
0
tcp
supdup
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
294
22
1
1
0
0
0.07
0.05
0
255
22
0.09
0.05
0
0
1
1
0
0
neptune
99,023
0
tcp
http
SF
243
475
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
54,936
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
240
0.94
0.01
0.94
0
0
0
0
0
smurf
41,711
0
tcp
http
SF
314
1,256
0
0
0
0
1
0
0
0
0
0
0
0
0
3
7
0
0
0
0
1
0
0.57
123
255
1
0
0.01
0.01
0
0
0
0
normal
119,223
0
tcp
gopher
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
208
17
1
1
0
0
0.08
0.06
0
255
15
0.06
0.07
0
0
1
1
0
0
neptune
119,537
1,190
udp
other
SF
147
105
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
255
3
0.01
0.73
0.9
0
0
0
0
0
normal
81,508
26,688
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
0.74
1
0
0
0
1
1
portsweep
71,576
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
114
14
1
1
0
0
0.12
0.05
0
255
12
0.05
0.07
0
0
1
1
0
0
neptune
92,053
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
126
18
1
1
0
0
0.14
0.06
0
255
3
0.01
0.07
0
0
1
1
0
0
neptune
81,862
1
tcp
smtp
SF
3,130
328
0
0
0
0
1
0
0
0
0
0
0
0
0
1
2
0
0
0
0
1
0
1
95
166
0.43
0.05
0.01
0.01
0
0
0.03
0.03
normal
51,036
0
tcp
http
SF
54,540
8,314
0
0
2
0
1
1
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
255
255
1
0
0
0
0
0
0.05
0.05
back
82,513
0
tcp
http
SF
306
511
0
0
0
0
1
0
0
0
0
0
0
0
0
5
14
0
0
0
0.07
1
0
0.43
255
255
1
0
0
0
0
0
0
0
normal
44,596
0
tcp
http
SF
231
897
0
0
0
0
1
0
0
0
0
0
0
0
0
11
11
0
0
0
0
1
0
0
62
255
1
0
0.02
0.01
0
0
0
0
normal
113,325
0
tcp
auth
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
255
5
1
1
0
0
0.02
0.07
0
255
5
0.02
0.07
0
0
1
1
0
0
neptune
33,472
0
tcp
ftp_data
SF
7,196
0
0
0
0
0
1
0
0
0
0
0
0
0
0
10
10
0
0
0
0
1
0
0
72
73
0.22
0.04
0.22
0.03
0
0.19
0
0
normal
88,813
0
icmp
urp_i
SF
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11
2
0
0
0
0
0.18
0.18
0
255
5
0.02
0.01
0.02
0
0
0
0
0
normal
104,075
31
tcp
telnet
SF
142
1,278
0
0
0
0
1
0
0
0
0
1
0
0
0
1
1
0
0
0
0
1
0
0
5
3
0.6
0.6
0.2
0
0
0
0
0
loadmodule
91,937
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
51
1
0.02
0
0.9
1
0.02
1
0
255
1
0
0.23
0
0
0
0
0.19
1
satan
76,067
0
tcp
domain
SF
32
4,993
0
0
0
0
1
0
0
0
0
0
0
0
0
5
1
0
0
0
0
0.2
0.4
0
255
1
0
0.01
0
0
0
0
0
0
normal
53,279
0
tcp
http
SF
206
4,427
0
0
0
0
1
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
64
255
1
0
0.02
0.05
0
0
0
0
normal
112,964
0
tcp
systat
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
266
15
0
0
1
1
0.06
0.07
0
255
15
0.06
0.08
0
0
0
0
1
1
neptune
93,167
0
tcp
smtp
SF
1,285
328
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
233
180
0.7
0.02
0
0.01
0
0.01
0
0
normal
25,197
0
tcp
nnsp
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
108
3
1
1
0
0
0.03
0.07
0
255
3
0.01
0.06
0
0
1
1
0
0
neptune
93,355
0
tcp
http
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17
9
1
1
0
0
0.53
0.24
0
255
69
0.27
0.02
0
0
1
1
0
0
neptune
101,207
0
tcp
ftp_data
SF
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
255
57
0.22
0.4
0.22
0
0.4
0
0
0
normal
47,547
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
258
3
1
1
0
0
0.01
0.06
0
255
17
0.07
0.07
0
0
1
1
0
0
neptune
16,092
0
tcp
vmnet
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
200
20
1
1
0
0
0.1
0.07
0
255
20
0.08
0.08
0
0
1
1
0
0
neptune
60,391
0
tcp
uucp
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
123
18
1
1
0
0
0.15
0.07
0
255
18
0.07
0.06
0
0
1
1
0
0
neptune
67,261
0
tcp
http
SF
181
9,287
0
0
0
0
1
0
0
0
0
0
0
0
0
6
18
0
0.06
0
0
1
0
0.17
157
255
1
0
0.01
0.02
0.01
0.01
0.01
0
normal
103,170
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
468
1
0.06
1
0.93
0
0
1
0
255
1
0
1
0
0
0.1
1
0.9
0
satan
17,950
0
tcp
http
SF
349
253
0
0
0
0
1
0
0
0
0
0
0
0
0
11
12
0
0
0
0
1
0
0.17
255
255
1
0
0
0
0
0
0
0
normal
9,528
0
tcp
auth
SF
10
37
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
118
3
0.03
0.04
0.01
0
0
0
0
0
normal
34,310
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
145
23
1
1
0
0
0.16
0.04
0
255
23
0.09
0.04
0
0
1
1
0
0
neptune
38,648
0
tcp
http
SF
213
1,395
0
0
0
0
1
0
0
0
0
0
0
0
0
24
52
0
0
0
0
1
0
0.15
107
255
1
0
0.01
0.02
0
0
0
0
normal
79,703
0
tcp
http
SF
296
2,442
0
0
0
0
1
0
0
0
0
0
0
0
0
7
24
0
0
0
0
1
0
0.17
255
255
1
0
0
0
0
0
0
0
normal
109,558
0
tcp
supdup
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
267
9
1
1
0
0
0.03
0.05
0
255
9
0.04
0.05
0
0
1
1
0
0
neptune
40,801
0
tcp
http
SF
308
4,930
0
0
0
0
1
0
0
0
0
0
0
0
0
12
12
0
0
0
0
1
0
0
255
255
1
0
0
0
0
0
0
0
normal
101,279
1
tcp
smtp
SF
1,085
345
0
0
0
0
1
0
0
0
0
0
0
0
0
1
3
0
0
0
0
1
0
1
196
119
0.61
0.03
0.01
0
0
0
0.01
0.01
normal
40,732
0
tcp
efs
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
93
14
0
0
1
1
0.15
0.06
0
255
14
0.05
0.06
0
0
0
0
1
1
neptune
102,084
0
udp
private
SF
207
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
2
2
1
0
1
0
0
0
0
0
nmap
30,375
0
tcp
finger
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
10
1
1
0
0
0.31
0.12
0
255
40
0.16
0.05
0.02
0
1
1
0
0
neptune
76,287
0
tcp
http
SF
210
481
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
47,784
0
tcp
http
SF
221
14,561
0
0
0
0
1
0
0
0
0
0
0
0
0
20
20
0.05
0.05
0
0
1
0
0
255
255
1
0
0
0
0
0
0
0
normal
5,484
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
18
15
0.83
0.11
0.06
0
0
0
0
0
normal
87,705
0
tcp
http
SF
240
1,590
0
0
0
0
1
0
0
0
0
0
0
0
0
7
8
0
0
0
0
1
0
0.25
117
255
1
0
0.01
0.02
0
0
0
0
normal
50,527
0
tcp
login
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
140
11
1
1
0
0
0.08
0.06
0
255
10
0.04
0.06
0
0
1
1
0
0
neptune
69,158
0
tcp
http
SF
233
1,919
0
0
0
0
1
0
0
0
0
0
0
0
0
26
31
0
0
0
0.03
1
0
0.16
255
255
1
0
0
0
0
0
0
0
normal
5,093
13
tcp
smtp
SF
1,464
345
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
133
197
0.75
0.03
0.01
0.01
0
0
0
0
normal
63,869
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
34
30
0.88
0.06
0.03
0
0
0
0
0
normal
103,590
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
217
4
1
1
0
0
0.02
0.07
0
255
6
0.02
0.08
0
0
1
1
0
0
neptune
91,565
21,701
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
0.73
1
0
0
0
1
1
portsweep
4,943
7,774
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
0.85
1
0
0
0
0
0
normal
105,823
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
110
3
1
1
0
0
0.03
0.06
0
255
18
0.07
0.06
0
0
1
1
0
0
neptune
106,906
0
tcp
http
SF
0
924
0
0
0
0
0
0
0
0
0
0
0
0
0
17
17
0
0
0
0
1
0
0
194
255
1
0
0.01
0.01
0
0
0
0
normal
48,614
0
tcp
finger
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
249
20
1
1
0
0
0.08
0.06
0
255
20
0.08
0.06
0
0
1
1
0
0
neptune
60,550
0
tcp
iso_tsap
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
298
1
1
1
0
0
0
0.06
0
255
1
0
0.07
0
0
1
1
0
0
neptune
49,138
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
104
13
1
1
0
0
0.12
0.08
0
255
13
0.05
0.06
0
0
1
1
0
0
neptune
80,624
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
119
8
1
1
0
0
0.07
0.07
0
228
8
0.04
0.07
0
0
1
1
0
0
neptune
11,865
0
udp
private
SF
105
147
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
11
11
1
0
0.09
0
0
0
0
0
normal
75,904
0
tcp
courier
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
101
8
1
1
0
0
0.08
0.05
0
255
8
0.03
0.05
0
0
1
1
0
0
neptune
5,396
0
udp
domain_u
SF
45
134
0
0
0
0
0
0
0
0
0
0
0
0
0
73
153
0
0
0
0
1
0
0.01
255
247
0.97
0.01
0
0
0
0
0
0
normal
11,758
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
234
4
1
1
0
0
0.02
0.05
0
255
4
0.02
0.06
0
0
1
1
0
0
neptune
93,021
0
tcp
http
SF
216
1,819
0
0
0
0
1
0
0
0
0
0
0
0
0
29
30
0
0
0
0
1
0
0.07
255
255
1
0
0
0
0
0
0
0
normal
107,648
0
tcp
http
SF
306
3,222
0
0
0
0
1
0
0
0
0
0
0
0
0
3
3
0
0
0
0
1
0
0
255
236
0.93
0.01
0
0
0
0
0
0
normal
35,384
0
tcp
http
SF
299
5,854
0
0
0
0
1
0
0
0
0
0
0
0
0
4
41
0
0
0
0
1
0
0.05
23
228
1
0
0.04
0.01
0
0.01
0
0.01
normal
110,416
0
tcp
http
SF
306
2,996
0
0
0
0
1
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
116
255
1
0
0.01
0.01
0
0
0
0
normal
107,194
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
0.04
0
0.01
1
0.02
normal
87,298
0
icmp
eco_i
SF
8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
23
0
0
0
0
1
0
1
3
11
1
0
1
0.27
0
0
0
0
nmap
124,838
1
tcp
ftp
SF
1,174
2,447
0
0
28
0
1
0
0
0
0
0
0
0
1
1
1
0
0
0
0
1
0
0
255
125
0.49
0.02
0
0
0
0
0
0
warezclient
100,456
11
tcp
http
SF
54,540
8,314
0
0
2
0
1
1
0
0
0
0
0
0
0
5
5
0
0
0
0
1
0
0
21
21
1
0
0.05
0
0
0
0.38
0.38
back
107,827
0
tcp
http
SF
160
4,031
0
0
0
0
1
0
0
0
0
0
0
0
0
6
6
0
0
0
0
1
0
0
20
255
1
0
0.05
0.01
0
0
0
0
normal
69,320
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
151
14
1
1
0
0
0.09
0.06
0
255
14
0.05
0.07
0
0
1
1
0
0
neptune
17,111
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
7
2
0.14
1
0.14
1
0
0
0.57
1
ipsweep
107,817
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
509
1
0.02
0
0.97
1
0
1
0
255
1
0
1
0
0
0.02
0
0.96
1
satan
51,102
0
tcp
ftp_data
SF
26
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
255
72
0.28
0.07
0.34
0
0
0.01
0
0
normal
71,975
0
tcp
http
SF
233
2,780
0
0
0
0
1
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
15
255
1
0
0.07
0.05
0
0
0
0
normal
120,958
0
tcp
smtp
SF
1,556
480
0
0
0
0
1
0
0
0
0
0
0
0
0
1
4
0
0
0
0
1
0
1
255
32
0.13
0.02
0
0
0
0
0.86
0
normal
17,109
0
tcp
other
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
407
1
0.09
0
0.91
1
0
1
0
255
1
0
1
0
0
0.11
0
0.89
1
satan
44,695
1
tcp
smtp
SF
1,090
337
0
0
0
0
1
0
0
0
0
0
0
0
0
1
5
0
0
0
0
1
0
0.8
33
175
0.33
0.12
0.03
0.02
0
0
0
0
normal
118,330
0
tcp
http
SF
176
925
0
0
0
0
1
0
0
0
0
0
0
0
0
24
25
0
0
0
0
1
0
0.08
45
255
1
0
0.02
0.02
0
0
0
0
normal
22,735
0
tcp
http
SF
333
1,300
0
0
0
0
1
0
0
0
0
0
0
0
0
13
17
0
0
0
0
1
0
0.18
16
255
1
0
0.06
0.05
0
0
0
0
normal
5,039
0
icmp
eco_i
SF
8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
37
0
0
0
0
1
0
1
2
28
1
0
1
0.5
0
0
0
0
ipsweep
17,283
0
udp
domain_u
SF
42
123
0
0
0
0
0
0
0
0
0
0
0
0
0
85
132
0
0
0
0
1
0
0.02
255
253
0.99
0.01
0
0
0
0
0
0
normal
105,010
0
tcp
smtp
SF
904
335
0
0
0
0
1
0
0
0
0
0
0
0
0
1
2
0
0
0
0
1
0
1
156
134
0.51
0.03
0.01
0.01
0.01
0
0
0
normal
32,666
0
tcp
ftp_data
SF
194
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
190
30
0.14
0.02
0.14
0.07
0
0
0
0
normal
90,368
0
tcp
http
SF
185
1,233
0
0
0
0
1
0
0
0
0
0
0
0
0
16
21
0
0
0
0
1
0
0.14
255
255
1
0
0
0
0
0
0
0
normal
25,671
0
tcp
private
SH
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
0
0
1
0
0
233
1
0
0.96
0.97
0
0.97
1
0
0
nmap
85,731
0
tcp
smtp
SF
1,917
390
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
133
120
0.58
0.04
0.02
0.02
0.01
0
0
0
normal
107,866
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
243
11
1
1
0
0
0.05
0.06
0
255
2
0.01
0.07
0
0
1
1
0
0
neptune
45,348
0
tcp
http
SF
212
259
0
0
0
0
1
0
0
0
0
0
0
0
0
21
21
0
0
0
0
1
0
0
255
255
1
0
0
0
0
0
0
0
normal
56,209
0
tcp
http
SF
270
6,824
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
4
255
1
0
0.25
0.03
0
0
0
0
normal
35,116
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
220
6
1
1
0
0
0.03
0.07
0
255
5
0.02
0.08
0
0
1
1
0
0
neptune
33,368
0
tcp
http
SF
313
2,033
0
0
0
0
1
0
0
0
0
0
0
0
0
5
6
0
0
0
0
1
0
0.33
53
255
1
0
0.02
0.03
0
0
0
0
normal
16,205
0
tcp
ftp_data
SF
10,073
0
0
0
0
0
1
0
0
0
0
0
0
0
0
13
14
0
0
0
0
1
0
0.14
43
98
0.77
0.07
0.77
0.02
0
0
0
0
normal
46,369
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
274
4
1
1
0
0
0.01
0.06
0
255
15
0.06
0.07
0
0
1
1
0
0
neptune
115,412