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
icmp
ecr_i
SF
1,032
0
0
0
0
0
0
0
0
0
0
0
0
0
0
186
186
0
0
0
0
1
0
0
255
186
0.73
0.01
0.73
0
0
0
0
0
smurf
59,784
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
209
207
0.99
0.01
0
0
0
0
0
0
normal
27,200
0
tcp
http
SF
235
2,239
0
0
0
0
1
0
0
0
0
0
0
0
0
3
3
0
0
0
0
1
0
0
255
250
0.98
0.01
0
0
0
0
0
0
normal
25,866
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
218
4
1
1
0
0
0.02
0.07
0
255
4
0.02
0.09
0
0
1
1
0
0
neptune
8,007
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
139
11
0
0
1
1
0.08
0.06
0
164
11
0.07
0.07
0.01
0
0
0
1
1
neptune
2,796
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
89
3
0
0
1
1
0.03
0.07
0
255
3
0.01
0.06
0
0
0
0
1
1
neptune
8,182
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18
1
1
1
0
0
0.06
0.33
0
255
13
0.05
0.09
0
0
1
1
0
0
neptune
67,208
0
tcp
http
SF
207
3,018
0
0
0
0
1
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
2
255
1
0
0.5
0.05
0
0
0
0
normal
15,052
25
tcp
ftp
SF
335
1,063
0
0
6
0
1
0
0
0
0
0
0
0
1
1
1
0
0
0
0
1
0
0
79
6
0.06
0.9
0.01
0.33
0
0
0.82
0.33
normal
34,394
0
tcp
http
SF
225
1,362
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
0
0
0
normal
46,855
13,087
tcp
telnet
SF
120
14,731
0
0
0
0
1
2
0
0
2
0
0
0
0
1
1
0
0
0
0
1
0
0
43
6
0.14
0.09
0.02
0
0
0
0
0
normal
105,334
0
tcp
systat
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
120
6
1
1
0
0
0.05
0.07
0
255
6
0.02
0.07
0
0
1
1
0
0
neptune
70,719
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
129
19
1
1
0
0
0.15
0.05
0
255
11
0.04
0.07
0
0
1
1
0
0
neptune
121,150
0
tcp
http
SF
207
363
0
0
0
0
1
0
0
0
0
0
0
0
0
63
64
0
0
0
0
1
0
0.03
64
255
1
0
0.02
0.04
0
0
0
0
normal
18,583
0
tcp
bgp
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
131
23
1
1
0
0
0.18
0.05
0
255
23
0.09
0.05
0
0
1
1
0
0
neptune
115,569
0
tcp
http
SF
305
969
0
0
0
0
1
0
0
0
0
0
0
0
0
4
4
0
0
0
0
1
0
0
16
255
1
0
0.06
0.06
0
0
0
0
normal
75,561
0
tcp
mtp
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
232
11
0
0
1
1
0.05
0.07
0
255
11
0.04
0.07
0
0
0
0
1
1
neptune
15,850
0
tcp
mtp
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
55,841
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
159
4
1
1
0
0
0.03
0.06
0
255
14
0.05
0.08
0
0
1
1
0
0
neptune
75,049
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
209
12
1
1
0
0
0.06
0.06
0
255
19
0.07
0.06
0
0
1
1
0
0
neptune
109,525
0
tcp
http
SF
295
1,292
0
0
0
0
1
0
0
0
0
0
0
0
0
67
68
0
0
0
0
1
0
0.03
134
255
1
0
0.01
0.03
0
0
0
0
normal
41,833
0
tcp
http
SF
217
2,431
0
0
0
0
1
0
0
0
0
0
0
0
0
3
4
0
0
0
0
1
0
0.5
52
255
1
0
0.02
0.02
0
0
0.1
0.04
normal
51,423
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
35
10
0.29
0.06
0.29
0
0
0
0
0
normal
69,521
0
tcp
bgp
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
294
6
1
1
0
0
0.02
0.05
0
255
8
0.03
0.07
0
0
1
1
0
0
neptune
124
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
142
8
1
1
0
0
0.06
0.08
0
255
8
0.03
0.07
0
0
1
1
0
0
neptune
105,458
0
tcp
http
SF
228
1,260
0
0
0
0
1
0
0
0
0
0
0
0
0
6
6
0
0
0
0
1
0
0
57
255
1
0
0.02
0.04
0
0
0
0
normal
120,375
0
tcp
http
SF
184
15,646
0
0
0
0
1
0
0
0
0
0
0
0
0
9
9
0
0
0
0
1
0
0
255
253
0.99
0.01
0
0
0
0
0
0
normal
10,973
0
tcp
http
SF
213
170
0
0
0
0
1
0
0
0
0
0
0
0
0
4
7
0
0
0
0
1
0
0.29
98
255
1
0
0.01
0.03
0
0
0
0
normal
31,020
0
tcp
http
SF
217
1,850
0
0
0
0
1
0
0
0
0
0
0
0
0
9
9
0
0
0
0
1
0
0
19
255
1
0
0.05
0.06
0
0
0
0
normal
3,547
0
tcp
ftp_data
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
59
14
1
1
0
0
0.24
0.07
0
255
64
0.25
0.02
0
0
1
1
0
0
neptune
122,039
0
tcp
ftp_data
SF
12
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
255
49
0.19
0.03
0.19
0
0
0
0
0
normal
44,033
0
tcp
nnsp
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
7
0.03
0.07
0
0
1
1
0
0
neptune
47,002
0
tcp
http
SF
300
356
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
17,065
0
tcp
http
SF
344
284
0
0
0
0
1
0
0
0
0
0
0
0
0
14
15
0
0
0
0
1
0
0.13
255
255
1
0
0
0
0
0
0
0
normal
88,279
0
tcp
http
SF
319
8,591
0
0
0
0
1
0
0
0
0
0
0
0
0
11
11
0
0
0
0
1
0
0
41
255
1
0
0.02
0.07
0
0
0
0
normal
75,276
0
tcp
http
SF
298
4,903
0
0
0
0
1
0
0
0
0
0
0
0
0
8
8
0
0
0
0
1
0
0
29
255
1
0
0.03
0.04
0
0
0
0
normal
13,682
0
tcp
Z39_50
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
260
10
0
0
1
1
0.04
0.07
0
255
10
0.04
0.07
0
0
0
0
1
1
neptune
43,903
0
tcp
http
SF
303
1,312
0
0
0
0
1
0
0
0
0
0
0
0
0
4
5
0
0
0
0
1
0
0.4
255
255
1
0
0
0
0
0
0
0
normal
104,037
0
tcp
systat
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
251
21
1
1
0
0
0.08
0.05
0
255
21
0.08
0.05
0
0
1
1
0
0
neptune
99,985
0
tcp
http
SF
230
584
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
50
255
1
0
0.02
0.04
0
0
0
0
normal
40,952
0
tcp
name
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
139
19
1
1
0
0
0.14
0.05
0
255
1
0
0.08
0
0
1
1
0
0
neptune
67,756
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
258
12
0
0
1
1
0.05
0.05
0
255
12
0.05
0.06
0
0
0
0
1
1
neptune
99,847
0
tcp
http
SF
339
286
0
0
0
0
1
0
0
0
0
0
0
0
0
2
3
0
0
0
0.33
1
0
0.67
255
237
0.93
0.02
0
0
0
0
0
0
normal
80,261
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
44
1
0
1
1
0
0
0
0
ipsweep
64,323
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
255
1
0
0.59
1
0
0
0
1
1
portsweep
115,655
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
270
12
1
1
0
0
0.04
0.06
0
255
1
0
0.07
0
0
1
1
0
0
neptune
60,689
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
113
1
1
1
0
0
0.01
0.06
0
255
1
0
0.09
0
0
1
1
0
0
neptune
6,268
0
tcp
http
SF
226
1,025
0
0
0
0
1
0
0
0
0
0
0
0
0
1
4
0
0
0
0
1
0
0.5
16
255
1
0
0.06
0.02
0
0
0
0
normal
38,094
0
tcp
http
SF
167
2,688
0
0
0
0
1
0
0
0
0
0
0
0
0
15
15
0
0
0
0
1
0
0
41
255
1
0
0.02
0.05
0
0
0
0
normal
93,189
0
tcp
systat
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
262
19
1
1
0
0
0.07
0.06
0
255
19
0.07
0.06
0
0
1
1
0
0
neptune
51,511
0
udp
domain_u
SF
44
118
0
0
0
0
0
0
0
0
0
0
0
0
0
111
112
0
0
0
0
1
0
0.02
255
254
1
0.01
0
0
0
0
0
0
normal
53,521
0
tcp
http
SF
297
2,156
0
0
0
0
1
0
0
0
0
0
0
0
0
15
23
0
0
0
0
1
0
0.09
22
158
1
0
0.05
0.08
0
0.01
0
0
normal
29,785
0
tcp
sunrpc
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
274
18
1
1
0
0
0.07
0.06
0
255
8
0.03
0.06
0
0
1
1
0
0
neptune
110,250
0
tcp
http
SF
145
25,213
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
22
255
1
0
0.05
0.04
0
0
0
0
normal
58,016
0
tcp
http
SF
201
1,390
0
0
0
0
1
0
0
0
0
0
0
0
0
3
5
0
0
0
0
1
0
0.6
98
255
1
0
0.01
0.02
0
0
0
0
normal
112,741
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
10
0.04
0.06
0.01
0
1
1
0
0
neptune
80,504
0
tcp
http
SF
294
313
0
0
0
0
1
0
0
0
0
0
0
0
0
28
28
0
0
0
0
1
0
0
255
255
1
0
0
0
0
0
0
0
normal
74,398
0
tcp
http
SF
262
270
0
0
0
0
1
0
0
0
0
0
0
0
0
6
6
0
0
0
0
1
0
0
255
229
0.9
0.01
0
0
0
0
0
0
normal
49,273
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
126
15
1
1
0
0
0.12
0.06
0
255
5
0.02
0.07
0
0
1
1
0
0
neptune
125,840
0
tcp
http
SF
297
3,073
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
12,379
0
tcp
ftp_data
SF
8,325
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16
16
0
0
0
0
1
0
0
187
68
0.36
0.03
0.36
0
0
0
0
0
normal
62,412
0
tcp
auth
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
280
11
1
1
0
0
0.04
0.06
0
255
11
0.04
0.06
0
0
1
1
0
0
neptune
82,052
0
tcp
time
RSTO
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
120
5
0
0
1
1
0.04
0.07
0
255
5
0.02
0.07
0
0
0
0
1
1
neptune
104,325
0
tcp
http
SF
193
759
0
0
0
0
1
0
0
0
0
0
0
0
0
1
3
0
0
0
0
1
0
0.67
123
255
1
0
0.01
0.02
0.01
0.01
0
0
normal
49,559
0
tcp
http
SF
157
443
0
0
0
0
1
0
0
0
0
0
0
0
0
5
20
0
0
0
0
1
0
0.15
33
36
1
0
0.03
0.06
0
0
0
0
normal
36,071
0
tcp
http
SF
323
8,919
0
0
0
0
1
0
0
0
0
0
0
0
0
4
4
0
0
0
0
1
0
0
14
255
1
0
0.07
0.02
0
0
0
0
normal
75,462
0
udp
domain_u
SF
45
130
0
0
0
0
0
0
0
0
0
0
0
0
0
56
206
0
0
0
0
1
0
0.02
196
196
0.8
0.02
0.71
0.01
0
0
0.07
0
normal
94,688
0
tcp
imap4
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
231
13
1
1
0
0
0.06
0.06
0
255
12
0.05
0.08
0
0
1
1
0
0
neptune
30,959
0
udp
private
SF
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11
11
0
0
0
0
1
0
0
255
11
0.04
0.51
0.54
0
0.03
0
0.44
0
satan
34,918
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
99
46
0.46
0.03
0.46
0
0
0
0
0
normal
122,450
0
tcp
ftp_data
SF
61,298
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7
7
0
0
0
0
1
0
0
234
53
0.18
0.02
0.18
0.04
0
0
0.06
0
normal
35,775
0
tcp
http
SF
239
3,817
0
0
0
0
1
0
0
0
0
0
0
0
0
12
12
0
0
0
0
1
0
0
57
255
1
0
0.02
0.01
0
0
0
0
normal
76,272
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
230
1
0.11
0
0.88
1
0
1
0
255
1
0
0.96
0
0
0.1
0
0.81
1
satan
31,614
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
28
1
0
1
0.11
0
0
0
0
warezclient
28,800
0
icmp
urp_i
SF
183
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1
0
0
0
0
0.5
1
0
255
37
0.15
0.01
0.16
0
0
0
0
0
normal
96,451
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
3
131
1
0
1
0.25
0
0
0
0
ipsweep
109,354
0
udp
domain_u
SF
44
136
0
0
0
0
0
0
0
0
0
0
0
0
0
72
153
0
0
0
0
1
0
0.01
255
216
0.85
0.02
0
0
0
0
0
0
normal
81,477
0
tcp
http
SF
251
4,482
0
0
0
0
1
0
0
0
0
0
0
0
0
12
12
0
0
0
0
1
0
0
68
255
1
0
0.01
0.05
0
0
0
0
normal
115,658
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
101
1
0
0
1
1
0.01
0.07
0
225
1
0
0.06
0
0
0
0
1
1
neptune
97,815
0
tcp
http
SF
225
7,355
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
33,460
0
udp
domain_u
SF
45
130
0
0
0
0
0
0
0
0
0
0
0
0
0
173
173
0
0
0
0
1
0
0
98
59
0.6
0.03
0.01
0
0
0
0
0
normal
35,067
0
tcp
http
SF
270
10,702
0
0
0
0
1
0
0
0
0
0
0
0
0
4
4
0
0
0
0
1
0
0
189
255
1
0
0.01
0.02
0
0
0
0
normal
72,602
0
icmp
eco_i
SF
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1
0
0
0
0
0.5
1
0
255
15
0.06
0.01
0.28
0
0
0
0
0
normal
98,741
5
udp
private
SF
105
147
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
0.5
0
0
0
0
0
normal
78,701
0
tcp
http
SF
253
960
0
0
0
0
1
0
0
0
0
0
0
0
0
35
45
0
0
0
0
1
0
0.09
255
255
1
0
0
0
0
0
0
0
normal
55,646
0
tcp
http
SF
212
7,703
0
0
0
0
1
0
0
0
0
0
0
0
0
9
9
0
0
0
0
1
0
0
43
255
1
0
0.02
0.05
0
0
0
0
normal
21,982
0
tcp
http
SF
298
2,833
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
84,060
0
tcp
http
SF
231
2,137
0
0
0
0
1
0
0
0
0
0
0
0
0
2
20
0
0.05
0
0.05
1
0
0.35
142
255
1
0
0.01
0.02
0
0
0
0
normal
52,176
0
tcp
ftp_data
SF
491
0
0
0
0
0
1
0
0
0
5
0
0
0
0
2
2
0
0
0
0
1
0
0
60
95
0.5
0.05
0.5
0.02
0
0
0.03
0
normal
71,104
0
tcp
auth
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
267
4
0
0
1
1
0.01
0.06
0
255
4
0.02
0.07
0
0
0
0
1
1
neptune
121,879
0
tcp
http
SF
243
17,313
0
0
0
0
1
0
0
0
0
0
0
0
0
9
9
0
0
0
0
1
0
0
23
255
1
0
0.04
0.03
0
0
0
0
normal
124,596
0
udp
domain_u
SF
44
110
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
233
224
0.96
0.01
0
0
0
0
0
0
normal
48,268
0
tcp
auth
SF
10
36
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
251
14
0.06
0.02
0
0
0
0
0.05
0
normal
38,789
0
udp
domain_u
SF
45
116
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
0
0
0
0
1
0
0
255
254
1
0.01
0
0
0
0
0
0
normal
73,360
0
tcp
http
SF
313
4,544
0
0
0
0
1
0
0
0
0
0
0
0
0
4
5
0
0
0
0
1
0
0.4
56
255
1
0
0.02
0.02
0
0
0
0
normal
60,674
0
tcp
courier
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
9
1
1
0
0
0.38
0.12
0
255
9
0.04
0.07
0
0
1
1
0
0
neptune
101,642
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
166
72
0.43
0.04
0.43
0
0.01
0
0.38
0
smurf
87,999
0
udp
domain_u
SF
46
139
0
0
0
0
0
0
0
0
0
0
0
0
0
314
314
0
0
0
0
1
0
0
255
251
0.98
0.01
0
0
0
0
0
0
normal
51,120
0
udp
domain_u
SF
46
46
0
0
0
0
0
0
0
0
0
0
0
0
0
132
212
0
0
0
0
1
0
0.01
255
255
1
0
0.01
0
0
0
0
0
normal
86,661
1
tcp
smtp
SF
740
328
0
0
0
0
1
0
0
0
0
0
0
0
0
1
3
0
0
0
0
1
0
1
163
191
0.77
0.02
0.01
0.01
0
0
0
0
normal
33,624