Datasets:
wassim249
/
VC-IDS

Dataset card Data Studio Files 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
319
1,719
0
0
0
0
1
0
0
0
0
0
0
0
0
9
9
0
0
0
0
1
0
0
255
255
1
0
0
0
0.01
0.01
0
0
normal
64,329
0
tcp
http
SF
180
13,176
0
0
0
0
1
0
0
0
0
0
0
0
0
1
7
0
0
0
0
1
0
0.29
109
255
1
0
0.01
0.02
0
0
0
0
normal
94,909
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
133
5
1
1
0
0
0.04
0.06
0
255
5
0.02
0.07
0
0
1
1
0
0
neptune
84,156
0
tcp
http
SF
339
383
0
0
0
0
1
0
0
0
0
0
0
0
0
11
11
0
0
0
0
1
0
0
69
255
1
0
0.01
0.03
0
0
0
0
normal
111,203
0
tcp
http
SF
296
1,472
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
34
34
1
0
0.03
0
0
0
0
0
normal
120,518
0
tcp
smtp
SF
738
334
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
55
105
0.45
0.09
0.02
0.02
0
0
0
0
normal
107,231
0
udp
domain_u
SF
44
44
0
0
0
0
0
0
0
0
0
0
0
0
0
138
218
0
0
0
0
1
0
0.01
255
255
1
0
0.01
0
0
0
0
0
normal
11,507
0
tcp
ftp_data
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37
9
1
1
0
0
0.24
0.11
0
255
49
0.19
0.04
0.01
0
1
1
0
0
neptune
25,907
0
tcp
http
SF
54,540
8,314
0
0
2
0
1
1
0
0
0
0
0
0
0
2
4
0
0.25
0
0
1
0
0.5
42
42
1
0
0.02
0
0.02
0.02
0.02
0.02
back
73,642
0
tcp
finger
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
272
7
1
1
0
0
0.03
0.06
0
255
7
0.03
0.07
0
0
1
1
0
0
neptune
115,662
0
tcp
http
SF
282
9,497
0
0
0
0
1
0
0
0
0
0
0
0
0
26
35
0
0
0
0
1
0
0.09
26
255
1
0
0.04
0.02
0
0
0
0
normal
51,803
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
219
17
1
1
0
0
0.08
0.06
0
255
4
0.02
0.08
0
0
1
1
0
0
neptune
82,548
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
40
4
0.1
0.05
0.03
0
0
0
0
0
normal
12,430
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
223
10
1
1
0
0
0.04
0.07
0
255
9
0.04
0.05
0
0
1
1
0
0
neptune
192
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
28
0.11
0.18
0.11
0
0
0
0
0
smurf
41,640
4,545
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
0.86
1
0
0
0
0
0
normal
63,042
0
tcp
http
SF
228
2,148
0
0
0
0
1
0
0
0
0
0
0
0
0
10
11
0
0
0
0
1
0
0.18
165
255
1
0
0.01
0.02
0
0
0
0
normal
46,026
0
tcp
exec
RSTO
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
117
4
0
0
1
1
0.03
0.07
0
255
4
0.02
0.07
0
0
0
0
1
1
neptune
80,929
0
icmp
ecr_i
SF
1,032
0
0
0
0
0
0
0
0
0
0
0
0
0
0
82
82
0
0
0
0
1
0
0
255
255
1
0
1
0
0
0
0
0
smurf
105,981
0
tcp
http
SF
211
6,418
0
0
0
0
1
0
0
0
0
0
0
0
0
7
7
0
0
0
0
1
0
0
16
255
1
0
0.06
0.05
0
0
0
0
normal
63,988
0
tcp
http
SF
191
1,924
0
0
0
0
1
0
0
0
0
0
0
0
0
8
8
0
0
0
0
1
0
0
72
255
1
0
0.01
0.04
0
0
0
0.01
normal
86,906
0
udp
domain_u
SF
43
75
0
0
0
0
0
0
0
0
0
0
0
0
0
216
216
0
0
0
0
1
0
0
255
255
1
0
0.01
0
0
0
0
0
normal
33,932
0
tcp
whois
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
296
20
1
1
0
0
0.07
0.06
0
255
20
0.08
0.08
0
0
1
1
0
0
neptune
58,020
0
tcp
bgp
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
52
3
1
1
0
0
0.06
0.08
0
255
6
0.02
0.07
0
0
1
1
0
0
neptune
59,257
0
udp
domain_u
SF
44
44
0
0
0
0
0
0
0
0
0
0
0
0
0
126
128
0
0
0
0
1
0
0.02
255
230
0.9
0.01
0
0
0
0
0
0
normal
83,667
0
tcp
http
SF
247
6,534
0
0
0
0
1
0
0
0
0
0
0
0
0
7
17
0
0
0
0
1
0
0.18
255
255
1
0
0
0
0
0
0
0
normal
41,763
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
111
20
1
1
0
0
0.18
0.05
0
255
19
0.07
0.07
0
0
1
1
0
0
neptune
112,860
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
8
35
1
0
1
0.11
0
0
0
0
warezclient
85,202
0
tcp
other
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
511
1
0.08
0
0.92
1
0
1
0
255
1
0
1
0
0
0.07
0
0.93
1
satan
6,834
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
37
2
0.03
1
0.03
1
0
0
0.92
1
ipsweep
47,346
0
tcp
http
SF
285
1,337
0
0
0
0
1
0
0
0
0
0
0
0
0
9
9
0
0
0
0
1
0
0
9
255
1
0
0.11
0.02
0
0
0
0
normal
63,046
0
udp
domain_u
SF
43
43
0
0
0
0
0
0
0
0
0
0
0
0
0
64
144
0
0
0
0
1
0
0.01
255
255
1
0
0.01
0
0
0
0
0
normal
73,280
0
tcp
ftp_data
SF
190
0
0
0
0
0
1
0
0
0
1
0
0
0
0
2
2
0
0
0
0
1
0
0
255
2
0.01
0.43
0.01
0
0
0
0
0
normal
96,459
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
101
1
0.01
0.9
0.92
0
0.92
1
0
0
nmap
54,482
0
tcp
auth
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
272
12
0
0
1
1
0.04
0.06
0
255
12
0.05
0.07
0
0
0
0
1
1
neptune
99,895
0
tcp
auth
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
237
3
1
1
0
0
0.01
0.06
0
255
3
0.01
0.07
0
0
1
1
0
0
neptune
95,937
0
tcp
vmnet
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
205
6
1
1
0
0
0.03
0.07
0
255
6
0.02
0.08
0
0
1
1
0
0
neptune
75,402
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
414
1
0
0
1
1
0
0.52
0
255
1
0
0.52
1
0
0
0
1
1
portsweep
83,909
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
123
2
1
1
0
0
0.02
0.08
0
255
2
0.01
0.08
0
0
1
1
0
0
neptune
19,842
0
icmp
urp_i
SF
183
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
5
0
0
0
0
1
0
0
255
39
0.15
0.01
0.17
0
0
0
0
0
normal
92,916
5,036
tcp
ftp_data
SF
5,133,876
0
0
0
2
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
11
43
0.91
0.18
1
0.12
0
0
0
0
warezclient
3,686
0
tcp
http
SF
211
11,379
0
0
0
0
1
0
0
0
0
0
0
0
0
5
5
0
0
0
0
1
0
0
26
255
1
0
0.04
0.06
0
0
0
0
normal
62,072
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
181
4
1
1
0
0
0.02
0.06
0
255
16
0.06
0.06
0
0
1
1
0
0
neptune
86,078
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
136
5
1
1
0
0
0.04
0.06
0
82
15
0.18
0.13
0.01
0
1
1
0
0
neptune
120,607
0
tcp
http
SF
271
2,699
0
0
0
0
1
0
0
0
0
0
0
0
0
2
3
0
0
0
0
1
0
0.67
8
255
1
0
0.12
0.05
0
0
0
0
normal
100,448
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
10
239
1
0
0.1
0.11
0
0
1
1
normal
47,635
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
131
1
1
1
0
0
0.01
0.06
0
255
15
0.06
0.07
0
0
1
1
0
0
neptune
120,557
0
tcp
http
SF
284
6,513
0
0
0
0
1
0
0
0
0
0
0
0
0
1
2
0
0
0
0
1
0
1
68
255
1
0
0.01
0.05
0
0.01
0
0
normal
86,691
0
udp
domain_u
SF
45
135
0
0
0
0
0
0
0
0
0
0
0
0
0
67
147
0
0
0
0
1
0
0.01
255
254
1
0.01
0
0
0
0
0
0
normal
97,525
0
tcp
http
SF
238
942
0
0
0
0
1
0
0
0
0
0
0
0
0
12
13
0
0
0
0
1
0
0.15
28
48
1
0
0.04
0.08
0.04
0.02
0
0
normal
104,436
22,067
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
27,082
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
145
16
0
0
1
1
0.11
0.06
0
120
16
0.13
0.07
0.01
0
0
0
1
1
neptune
90,399
0
icmp
urp_i
SF
182
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6
6
0
0
0
0
1
0
0
255
17
0.07
0.01
0.09
0
0
0
0
0
normal
6,324
0
tcp
smtp
SF
1,089
326
0
0
0
0
1
0
0
0
0
0
0
0
0
1
2
0
0
0
0
1
0
1
242
118
0.48
0.02
0
0.02
0.01
0.02
0
0
normal
26,786
0
tcp
telnet
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
71
11
1
1
0
0
0.15
0.06
0
255
11
0.04
0.06
0
0
1
1
0
0
neptune
95,940
0
tcp
http
SF
306
1,793
0
0
0
0
1
0
0
0
0
0
0
0
0
2
4
0.5
0.5
0
0
1
0
0.5
255
255
1
0
0
0
0
0
0
0
normal
119,749
0
udp
private
SF
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14
3
0
0
0
0
0.21
0.14
0
255
30
0.12
0.5
0.55
0
0.03
0
0.42
0
satan
26,078
1
tcp
smtp
SF
1,807
454
0
0
0
0
1
0
0
0
0
0
0
0
0
1
3
0
0
0
0
1
0
1
145
148
0.66
0.02
0.01
0.01
0
0
0
0
normal
24,163
0
tcp
finger
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
298
19
1
1
0
0
0.06
0.05
0
255
19
0.07
0.07
0
0
1
1
0
0
neptune
35,543
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
181
1
0
1
0.18
0
0
1
1
normal
63,534
0
icmp
eco_i
SF
8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
35
0
0
0
0
1
0
1
2
250
1
0
1
0.25
0
0
0
0
nmap
101,699
0
udp
domain_u
SF
43
43
0
0
0
0
0
0
0
0
0
0
0
0
0
158
240
0
0
0
0
1
0
0.02
255
255
1
0
0.01
0
0
0
0
0
normal
124,372
0
tcp
exec
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
113
1
1
1
0
0
0.01
0.07
0
255
1
0
0.08
0
0
1
1
0
0
neptune
94,163
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
138
9
0
0
1
1
0.07
0.06
0
113
9
0.08
0.07
0.01
0
0
0
1
1
neptune
13,833
0
tcp
http
SF
157
6,281
0
0
0
0
1
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
86
255
1
0
0.01
0.02
0
0
0
0
normal
84,943
1
tcp
smtp
SF
1,845
366
0
0
0
0
1
0
0
0
0
0
0
0
0
1
2
0
0
0
0
1
0
1
226
156
0.69
0.02
0
0
0
0
0
0
normal
38,981
0
tcp
http
SF
238
439
0
0
0
0
1
0
0
0
0
0
0
0
0
1
5
0
0
0
0
1
0
0.6
21
255
1
0
0.05
0.02
0
0
0
0
normal
86,760
0
tcp
http
SF
303
1,075
0
0
0
0
1
0
0
0
0
0
0
0
0
7
7
0
0
0
0
1
0
0
125
114
0.91
0.02
0.01
0
0
0
0
0
normal
49,154
0
tcp
http
SF
249
678
0
0
0
0
1
0
0
0
0
0
0
0
0
16
16
0
0
0
0
1
0
0
250
255
1
0
0
0.01
0
0
0
0
normal
15,347
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
154
19
1
1
0
0
0.12
0.05
0
255
4
0.02
0.08
0
0
1
1
0
0
neptune
63,706
0
udp
domain_u
SF
44
70
0
0
0
0
0
0
0
0
0
0
0
0
0
283
283
0
0
0
0
1
0
0
255
254
1
0.01
0
0
0
0
0
0
normal
60,098
0
tcp
Z39_50
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
119
16
1
1
0
0
0.13
0.06
0
255
2
0.01
0.07
0
0
1
1
0
0
neptune
121,739
0
tcp
http
SF
289
594
0
0
0
0
1
0
0
0
0
0
0
0
0
1
18
0
0
0
0
1
0
0.17
16
255
1
0
0.06
0.04
0
0
0
0
normal
65,948
1
tcp
private
RSTR
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
325
2
0
0
1
1
0.01
0.5
0
255
2
0.01
0.51
1
0
0
0
1
1
portsweep
108,407
0
tcp
ftp_data
SF
1,030
0
0
0
0
0
1
0
0
0
0
0
0
0
0
3
3
0
0
0
0
1
0
0
122
39
0.07
0.03
0.07
0.05
0
0
0.02
0
normal
104,636