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
234
17,358
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
94,781
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
228
5
0.02
0.03
0.02
0
0
0
0
0
normal
63,461
0
tcp
vmnet
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
204
19
1
1
0
0
0.09
0.05
0
255
19
0.07
0.05
0
0
1
1
0
0
neptune
121,099
0
tcp
courier
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18
3
1
1
0
0
0.17
0.17
0
255
3
0.01
0.07
0
0
1
1
0
0
neptune
110,253
0
tcp
http
SF
306
1,380
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
0.02
0
0
0
0
0
0
normal
80,332
0
tcp
http
SF
201
492
0
0
0
0
1
0
0
0
0
0
0
0
0
25
49
0
0
0
0
1
0
0.08
255
255
1
0
0
0
0
0
0
0
normal
62,631
0
tcp
http
SF
226
397
0
0
0
0
1
0
0
0
0
0
0
0
0
11
11
0
0
0
0
1
0
0
255
255
1
0
0
0
0
0
0
0
normal
82,424
13,408
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
0.68
1
0
0
0
1
1
portsweep
103,257
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
310
1
0.07
0
0.89
1
0
1
0
255
1
0
1
0
0
0.08
0
0.89
1
satan
77,812
0
tcp
domain
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
285
7
1
1
0
0
0.02
0.06
0
255
6
0.02
0.06
0
0
1
1
0
0
neptune
78,897
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
270
19
1
1
0
0
0.07
0.06
0
255
3
0.01
0.07
0
0
1
1
0
0
neptune
80,069
4
tcp
ftp_data
SF
832
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
255
69
0.27
0.08
0.32
0
0.01
0.01
0
0
warezclient
52,879
0
tcp
efs
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
97
5
1
1
0
0
0.05
0.07
0
255
5
0.02
0.06
0
0
1
1
0
0
neptune
99,462
0
tcp
ftp_data
SF
5,319
0
0
0
0
0
1
0
0
0
0
0
0
0
0
9
9
0
0
0
0
1
0
0
255
81
0.32
0.02
0.32
0
0
0
0.03
0
normal
23,045
0
tcp
http
SF
276
402
0
0
0
0
1
0
0
0
0
0
0
0
0
28
29
0
0
0
0
1
0
0.07
74
255
1
0
0.01
0.02
0
0
0
0
normal
36,201
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
145
16
1
1
0
0
0.11
0.06
0
255
10
0.04
0.08
0
0
1
1
0
0
neptune
96,095
0
tcp
http
SF
222
292
0
0
0
0
1
0
0
0
0
0
0
0
0
11
13
0
0
0
0
1
0
0.15
11
255
1
0
0.09
0.07
0
0
0
0
normal
41,041
0
udp
domain_u
SF
35
35
0
0
0
0
0
0
0
0
0
0
0
0
0
10
12
0
0
0
0
1
0
0.25
255
207
0.81
0.01
0.33
0
0
0
0
0
normal
79,754
0
tcp
http
SF
327
320
0
0
0
0
1
0
0
0
0
0
0
0
0
9
19
0
0
0
0
1
0
0.16
255
255
1
0
0
0
0
0
0
0
normal
119,903
0
tcp
smtp
SF
906
332
0
0
0
0
1
0
0
0
0
0
0
0
0
2
2
0
0
0
0
0.5
1
1
245
161
0.66
0.02
0
0
0.01
0.01
0
0
normal
41,877
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
230
11
1
1
0
0
0.05
0.06
0
255
1
0
0.08
0
0
1
1
0
0
neptune
102,862
0
tcp
http
SF
205
181
0
0
0
0
1
0
0
0
0
0
0
0
0
8
8
0
0
0
0
1
0
0
8
172
1
0
0.12
0.01
0
0
0
0
normal
125,064
0
tcp
klogin
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
127
20
1
1
0
0
0.16
0.06
0
255
20
0.08
0.06
0
0
1
1
0
0
neptune
113,505
0
tcp
http
SF
230
11,744
0
0
0
0
1
0
0
0
0
0
0
0
0
1
3
0
0
0
0
1
0
0.67
3
255
1
0
0.33
0.02
0
0
0
0
normal
90,365
1
tcp
smtp
SF
1,407
388
0
0
0
0
1
0
0
0
0
0
0
0
0
1
2
0
0
0
0
1
0
1
255
6
0.02
0.06
0
0
0
0
0.98
0
normal
47,598
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
207
1
1
1
0
0
0
0.06
0
255
1
0
0.07
0
0
1
1
0
0
neptune
33,919
10
tcp
smtp
SF
1,086
327
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
255
121
0.47
0.02
0
0
0
0
0.03
0.02
normal
57,716
0
tcp
http
SF
244
622
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
140
255
1
0
0.01
0.03
0.01
0.01
0
0
normal
65,212
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
154
3
1
1
0
0
0.02
0.07
0
255
3
0.01
0.06
0
0
1
1
0
0
neptune
62,451
0
tcp
smtp
SF
846
325
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
1
83
1
0
1
0.02
0
0
0
0
normal
21,024
4
tcp
smtp
SF
2,972
332
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
87
169
0.67
0.06
0.01
0.01
0
0
0
0
normal
98,992
0
tcp
netbios_ssn
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
283
1
1
1
0
0
0
0.06
0
255
15
0.06
0.07
0
0
1
1
0
0
neptune
118,627
0
tcp
http
SF
297
2,006
0
0
0
0
1
0
0
0
0
0
0
0
0
12
12
0
0
0
0
1
0
0
6
255
1
0
0.17
0.04
0
0
0
0
normal
115,670
0
tcp
http
SF
153
8,386
0
0
0
0
1
0
0
0
0
0
0
0
0
5
5
0
0
0
0
1
0
0
255
255
1
0
0
0
0
0
0
0
normal
96,249
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
282
17
1
1
0
0
0.06
0.06
0
255
4
0.02
0.08
0
0
1
1
0
0
neptune
19,472
0
icmp
eco_i
SF
8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
51
0
0
0
0
1
0
1
4
228
1
0
1
0.25
0
0
0
0
nmap
44,981
0
tcp
smtp
SF
612
330
0
0
0
0
1
0
0
0
0
0
0
0
0
1
4
0
0
0
0
1
0
1
89
37
0.42
0.04
0.01
0
0
0
0
0
normal
115,119
0
tcp
iso_tsap
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
233
17
1
1
0
0
0.07
0.06
0
255
17
0.07
0.08
0
0
1
1
0
0
neptune
59,773
0
tcp
imap4
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
262
5
0
0
1
1
0.02
0.06
0
255
5
0.02
0.09
0
0
0
0
1
1
neptune
86,526
0
tcp
klogin
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
45
9
1
1
0
0
0.2
0.07
0
255
9
0.04
0.05
0
0
1
1
0
0
neptune
107,108
1
tcp
smtp
SF
3,128
371
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
29
118
0.79
0.1
0.03
0.02
0
0
0
0
normal
38,424
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
205
9
1
1
0
0
0.04
0.06
0
255
16
0.06
0.06
0
0
1
1
0
0
neptune
97,954
0
tcp
supdup
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
122
13
1
1
0
0
0.11
0.06
0
255
11
0.04
0.08
0
0
1
1
0
0
neptune
122,603
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
40
101
0.2
0.08
0.2
0.02
0.03
0
0
0
normal
56,476
0
udp
domain_u
SF
43
113
0
0
0
0
0
0
0
0
0
0
0
0
0
148
150
0
0
0
0
1
0
0.01
255
229
0.9
0.01
0
0
0
0
0
0
normal
104,866
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
129
11
1
1
0
0
0.09
0.08
0
255
6
0.02
0.08
0
0
1
1
0
0
neptune
42,807
0
tcp
http
SF
242
5,559
0
0
0
0
1
0
0
0
0
0
0
0
0
12
12
0
0
0
0
1
0
0
44
255
1
0
0.02
0.05
0
0
0
0
normal
101,301
0
udp
domain_u
SF
45
138
0
0
0
0
0
0
0
0
0
0
0
0
0
284
284
0
0
0
0
1
0
0
255
251
0.98
0.01
0
0
0
0
0
0
normal
91,867
0
tcp
http
SF
205
13,831
0
0
0
0
1
0
0
0
0
0
0
0
0
2
6
0
0
0
0
1
0
0.5
3
255
1
0
0.33
0.04
0
0
0
0
normal
22,402
0
tcp
uucp
RSTO
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
147
18
0
0
1
1
0.12
0.05
0
255
18
0.07
0.06
0
0
0
0
1
1
neptune
79,513
0
tcp
http
SF
279
11,100
0
0
0
0
1
0
0
0
0
0
0
0
0
8
9
0
0
0
0
1
0
0.22
30
255
1
0
0.03
0.03
0
0
0
0
normal
53,363
0
tcp
http
SF
260
1,288
0
0
0
0
1
0
0
0
0
0
0
0
0
26
26
0
0
0
0
1
0
0
255
255
1
0
0
0
0
0
0
0
normal
63,122
0
tcp
ftp_data
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21
4
1
1
0
0
0.19
0.19
0
255
43
0.17
0.05
0.01
0
1
1
0
0
neptune
122,619
0
tcp
http
SF
292
1,307
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
202
255
1
0
0
0.01
0
0
0
0
normal
53,569
0
icmp
eco_i
SF
8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
21
0
0
0
0
1
0
1
2
23
1
0
1
0.52
0
0
0
0
ipsweep
73,730
16
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
255
235
0.92
0.01
0.02
0
0
0
0
0
normal
18,497
2
tcp
smtp
SF
1,817
334
0
0
0
0
1
0
0
0
0
0
0
0
0
1
3
0
0
0
0
1
0
1
186
186
0.67
0.02
0.01
0.01
0
0
0
0
normal
38,822
0
tcp
remote_job
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
281
11
0
0
1
1
0.04
0.06
0
255
11
0.04
0.07
0
0
0
0
1
1
neptune
1,190
0
tcp
time
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
118
13
1
1
0
0
0.11
0.07
0
255
13
0.05
0.06
0
0
1
1
0
0
neptune
58,431
0
udp
domain_u
SF
46
142
0
0
0
0
0
0
0
0
0
0
0
0
0
91
171
0
0
0
0
1
0
0.01
255
253
0.99
0.01
0
0
0
0
0
0
normal
4,782
1
tcp
smtp
SF
1,525
400
0
0
0
0
1
0
0
0
0
0
0
0
0
1
2
0
0
0
0
1
0
1
217
118
0.54
0.01
0
0
0
0
0
0
normal
13,963
0
udp
domain_u
SF
29
89
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
255
251
0.98
0.01
0
0
0
0
0
0
normal
39,573
0
tcp
http
SF
217
2,445
0
0
0
0
1
0
0
0
0
0
0
0
0
14
14
0
0
0
0
1
0
0
42
255
1
0
0.02
0.01
0
0
0
0
normal
74,347
0
tcp
http
SF
218
345
0
0
0
0
1
0
0
0
0
0
0
0
0
2
2
0.5
0.5
0
0
1
0
0
255
255
1
0
0.01
0
0
0
0
0
normal
60,189
0
tcp
nnsp
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
119
14
1
1
0
0
0.12
0.06
0
255
14
0.05
0.05
0
0
1
1
0
0
neptune
91,847
0
tcp
http
SF
213
7,765
0
0
0
0
1
0
0
0
0
0
0
0
0
27
27
0
0
0
0
1
0
0
27
255
1
0
0.04
0.04
0
0
0
0.01
normal
87,857
0
icmp
eco_i
SF
8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
15
0
0
0
0
1
0
1
2
255
1
0
1
0.5
0
0
0
0
ipsweep
59,226
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
176
1
1
1
0
0
0.01
0.06
0
255
1
0
0.06
0
0
1
1
0
0
neptune
21,969
0
icmp
eco_i
SF
8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
40
0
0
0
0
1
0
1
1
39
1
0
1
0.51
0
0
0
0
ipsweep
18,162
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
9
46
1
0
0.11
0.24
0
0
1
1
normal
112,401
0
tcp
vmnet
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
173
1
0
0
1
1
0.01
0.06
0
255
1
0
0.08
0
0
0
0
1
1
neptune
16,393
0
tcp
http
SF
304
1,463
0
0
0
0
1
0
0
0
0
0
0
0
0
14
14
0
0
0
0
1
0
0
75
255
1
0
0.01
0.01
0
0
0
0
normal
54,548
0
tcp
netbios_ssn
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
61
3
1
1
0
0
0.05
0.08
0
255
2
0.01
0.07
0
0
1
1
0
0
neptune
31,930
0
tcp
http
SF
195
2,946
0
0
0
0
1
0
0
0
0
0
0
0
0
7
7
0
0
0
0
1
0
0
19
255
1
0
0.05
0.04
0.05
0
0
0
normal
83,530
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17
17
1
1
0
0
1
0
0
255
18
0.07
0.07
0
0
1
1
0
0
neptune
58,594
0
icmp
eco_i
SF
8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
18
0
0
0
0
1
0
1
3
43
1
0
1
0.26
0
0
0
0
nmap
5,893
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
125
255
1
0
0.01
0.15
0
0
0.22
0.6
normal
24,378
0
udp
domain_u
SF
45
155
0
0
0
0
0
0
0
0
0
0
0
0
0
171
171
0
0
0
0
1
0
0
255
255
1
0
0
0
0
0
0
0
normal
79,787
0
tcp
http
SF
199
11,010
0
0
0
0
1
0
0
0
0
0
0
0
0
1
34
0
0
0
0
1
0
0.06
4
255
1
0
0.25
0.05
0
0
0
0
normal
124,084
0
udp
domain_u
SF
45
89
0
0
0
0
0
0
0
0
0
0
0
0
0
139
139
0
0
0
0
1
0
0
255
185
0.73
0.01
0
0
0
0
0
0
normal
65,804
40
tcp
telnet
SF
124
11,095
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
75
4
0.01
0.04
0.01
0.5
0
0.25
0
0
normal
8,745
0
tcp
time
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
256
1
1
1
0
0
0
0.05
0
255
1
0
0.07
0
0
1
1
0
0
neptune
29,747
0
tcp
http
SF
54,540
8,314
0
0
2
0
1
1
0
0
0
0
0
0
0
7
7
0
0
0
0
1
0
0
255
255
1
0
0
0
0
0
0.06
0.06
back
96,137
0
icmp
urp_i
SF
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44
9
0
0
0
0
0.2
0.05
0
255
13
0.05
0.01
0.05
0
0
0
0
0
normal
113,409
1
tcp
smtp
SF
1,184
280
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
255
36
0.14
0.53
0
0
0
0
0
0
normal
3,420
0
tcp
smtp
SF
1,236
335
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
131
53
0.4
0.04
0.01
0
0
0
0
0
normal
84,304
0
icmp
eco_i
SF
8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
39
0
0
0
0
1
0
1
2
58
1
0
1
0.5
0
0
0
0
ipsweep
59,754
14
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
255
246
0.96
0.01
0.02
0
0
0
0
0
normal
65,116
0
tcp
courier
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
109
12
1
1
0
0
0.11
0.06
0
255
3
0.01
0.06
0
0
1
1
0
0
neptune
31,524
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
1
255
1
0
1
0.5
0
0
0
0
ipsweep
102,949
0
udp
domain_u
SF
136
43
0
0
0
0
0
0
0
0
0
0
0
0
0
279
278
0
0
0
0
1
0.01
0
168
135
0.8
0.01
0.36
0
0
0
0
0
normal
83,627
0
icmp
eco_i
SF
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
15
91
1
0
1
0.43
0
0
0
0
normal
98,965
0
tcp
netbios_dgm
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
252
24
1
1
0
0
0.1
0.05
0
255
24
0.09
0.05
0
0
1
1
0
0
neptune
4,097
0
tcp
http
SF
217
11,880
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
15
255
1
0
0.07
0.02
0
0
0
0
normal
113,618
0
udp
domain_u
SF
45
134
0
0
0
0
0
0
0
0
0
0
0
0
0
137
217
0
0
0
0
1
0
0.01
255
255
1
0
0
0
0
0
0
0
normal
74,761
0
tcp
http
SF
240
293
0
0
0
0
1
0
0
0
0
0
0
0
0
19
20
0
0
0
0
1
0
0.1
255
255
1
0
0
0
0
0
0.03
0.03
normal
50,256
0
tcp
other
SF
4,892
0
0
0
0
0
1
0
0
0
0
0
0
0
0
12
1
0
0
0
0
0.08
0.33
0
81
1
0.01
0.07
0.22
0
0
0
0
0
normal
88,695
0
tcp
ftp_data
S2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
1
0.5
0
0
1
0
1
99
85
0.23
0.13
0.01
0.02
0.03
0.05
0
0
normal
16,214
0
tcp
uucp_path
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
276
14
1
1
0
0
0.05
0.06
0
255
2
0.01
0.08
0
0
1
1
0
0
neptune
85,988
0
tcp
bgp
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
233
4
1
1
0
0
0.02
0.06
0
255
4
0.02
0.06
0
0
1
1
0
0
neptune
62,976