Datasets:
skadewdl3
/
nsl-kdd

Dataset card Viewer Files Community
1
duration
int64
0
42.7k
protocol_type
stringclasses
3 values
service
stringlengths
3
11
flag
stringclasses
11 values
src_bytes
int64
0
382M
dst_bytes
int64
0
5.15M
land
int64
0
1
wrong_fragment
int64
0
3
urgent
int64
0
1
hot
int64
0
77
num_failed_logins
int64
0
3
logged_in
int64
0
1
num_compromised
int64
0
558
root_shell
int64
0
1
su_attempted
int64
0
2
num_root
int64
0
629
num_file_creations
int64
0
29
num_shells
int64
0
1
num_access_files
int64
0
5
num_outbound_cmds
int64
0
0
is_host_login
int64
0
0
is_guest_login
int64
0
1
count
int64
1
511
srv_count
int64
1
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
⌀
class
stringclasses
2 values
0
tcp
imap4
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
240
18
1
1
0
0
0.08
0.05
0
255
18
0.07
0.05
0
0
1
1
0
0
anomaly
0
tcp
http
SF
215
871
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
6
6
0
0
0
0
1
0
0
32
255
1
0
0.03
0.04
0
0
0
0
normal
0
icmp
eco_i
SF
8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
40
0
0
0
0
1
0
1
3
199
1
0
1
0.25
0
0
0
0
anomaly
0
tcp
http
SF
147
4,843
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
4
4
0
0
0
0
1
0
0
93
255
1
0
0.01
0.04
0
0
0
0
normal
0
tcp
http
SF
218
1,078
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
9
10
0
0
0
0
1
0
0.2
10
255
1
0
0.1
0.05
0
0
0
0
normal
0
tcp
time
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9
5
1
1
0
0
0.56
0.33
0
255
11
0.04
0.08
0
0
1
1
0
0
anomaly
0
tcp
auth
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
232
3
1
1
0
0
0.01
0.07
0
255
3
0.01
0.07
0
0
1
1
0
0
anomaly
0
tcp
http
SF
231
15,618
0
0
0
0
0
1
0
0
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
0
tcp
netbios_dgm
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
249
25
1
1
0
0
0.1
0.05
0
255
25
0.1
0.06
0
0
1
1
0
0
anomaly
0
tcp
telnet
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
51
12
1
1
0
0
0.24
0.08
0
255
21
0.08
0.06
0
0
1
1
0
0
anomaly
0
tcp
imap4
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
265
12
1
1
0
0
0.05
0.06
0
255
15
0.06
0.07
0
0
1
1
0
0
anomaly
0
tcp
ssh
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
132
17
1
1
0
0
0.13
0.06
0
255
29
0.11
0.07
0
0
1
1
0
0
anomaly
0
udp
other
SF
147
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
1
0
0
0
0
0.33
0.67
0
255
1
0
0.65
0.96
0
0
0
0
0
normal
0
tcp
http
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
172
7
1
1
0
0
0.04
0.06
0
255
7
0.03
0.05
0
0
1
1
0
0
anomaly
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
139
3
0
0
1
1
0.02
0.06
0
255
3
0.01
0.07
0
0
0
0
1
1
anomaly
0
tcp
http
SF
250
2,647
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
7
7
0
0
0
0
1
0
0
30
255
1
0
0.03
0.01
0
0
0
0
normal
0
icmp
eco_i
SF
30
0
0
0
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
3
0.01
0.01
0.05
0
0
0
0
0
normal
0
tcp
http
RSTR
49,640
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2
2
0
0
0.5
0.5
1
0
0
255
255
1
0
0
0
0.01
0.01
0.05
0.05
anomaly
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
1
1
1
0
0
35
2
0.03
1
0.03
1
0
0
0.89
1
anomaly
0
tcp
http
SF
215
2,698
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
27
54
0
0
0
0
1
0
0.07
255
255
1
0
0
0
0
0
0
0
normal
0
tcp
http
S1
279
13,574
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2
2
0.5
0.5
0
0
1
0
0
13
255
1
0
0.08
0.05
0.08
0
0
0
normal
0
tcp
http
SF
242
8,723
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
99
255
1
0
0.01
0.03
0
0
0
0
normal
0
tcp
ftp_data
SF
5,891
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
17
31
0
0
0
0
1
0
0.06
133
67
0.36
0.02
0.36
0.03
0
0
0
0
normal
0
tcp
http
SF
304
313
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
4
26
0
0
0
0
1
0
0.19
25
255
1
0
0.04
0.03
0
0
0
0
normal
0
udp
domain_u
SF
46
138
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
316
316
0
0
0
0
1
0
0
255
251
0.98
0.01
0
0
0
0
0
0
normal
0
tcp
ftp_data
SF
172
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
12
12
0
0
0
0
1
0
0
255
131
0.51
0.03
0.52
0
0
0.01
0
0
normal
0
tcp
uucp
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
102
2
1
1
0
0
0.02
0.07
0
255
2
0.01
0.06
0
0
1
1
0
0
anomaly
0
tcp
http
REJ
0
0
0
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
181
1
0
0.5
0.07
0
0
1
1
normal
0
tcp
http
SF
188
5,556
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
228
255
1
0
0
0.01
0
0
0
0
normal
0
tcp
http
SF
236
3,222
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
7
7
0
0
0
0
1
0
0
255
248
0.97
0.01
0
0
0
0
0.01
0.01
normal
0
udp
private
SF
105
146
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
73
69
0.95
0.03
0.01
0
0
0
0
0
normal
0
udp
domain_u
SF
42
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9
15
0
0
0
0
1
0
0.2
255
250
0.98
0.01
0.01
0
0
0
0
0
normal
0
tcp
time
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
298
17
1
1
0
0
0.06
0.05
0
255
3
0.01
0.09
0
0
1
1
0
0
anomaly
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
262
11
1
1
0
0
0.04
0.06
0
255
17
0.07
0.06
0
0
1
1
0
0
anomaly
0
tcp
ldap
S0
0
0
0
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
16
0.06
0.08
0
0
1
1
0
0
anomaly
0
tcp
ftp_data
SF
29
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
13
65
0.38
0.31
0.38
0.03
0
0.05
0
0
normal
0
tcp
ftp_data
SF
749
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
157
46
0.29
0.45
0.29
0
0
0
0.43
0.02
normal
0
tcp
daytime
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
202
1
1
1
0
0
0
0.07
0
255
1
0
0.09
0
0
1
1
0
0
anomaly
0
tcp
http
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
1
1
1
0
0
66
255
1
0
0.02
0.15
0
0
0.58
0.85
normal
0
tcp
http
SF
308
566
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
8
44
0
0
0
0
1
0
0.07
187
255
1
0
0.01
0.01
0
0
0
0
normal
0
udp
ntp_u
SF
48
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
255
27
0.11
0.01
0.11
0
0
0
0
0
normal
0
tcp
ftp_data
SF
6,932
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
106
46
0.15
0.06
0.15
0.04
0
0
0
0
normal
0
tcp
http
SF
287
25,044
0
0
0
0
0
1
0
0
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
0
udp
domain_u
SF
44
134
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
66
144
0
0
0
0
1
0
0.01
242
122
0.5
0.02
0
0
0
0
0
0
normal
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
86
1
0
0
1
1
0.01
0.08
0
255
1
0
0.09
0
0
0
0
1
1
anomaly
0
udp
private
SF
105
147
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
98
97
0.99
0.02
0.01
0
0
0
0
0
normal
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
233
19
1
1
0
0
0.08
0.06
0
255
19
0.07
0.05
0
0
1
1
0
0
anomaly
0
tcp
http
SF
261
250
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
240
255
1
0
0
0.01
0
0
0
0
normal
0
tcp
http
SF
54,540
8,314
0
0
0
2
0
1
1
0
0
0
0
0
0
0
0
0
3
3
0
0
0
0
1
0
0
91
91
1
0
0.01
0
0.01
0.01
0.01
0.01
anomaly
0
tcp
smtp
SF
851
479
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
255
37
0.15
0.02
0.01
0
0
0
0.83
0
normal
0
tcp
http
SF
325
818
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
8
8
0
0
0
0
1
0
0
67
255
1
0
0.01
0.04
0
0
0
0
normal
0
tcp
http
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2
0
0
1
1
1
0
0
44
53
1
0
0.02
0.04
0
0
0.39
0.49
normal
0
tcp
http
SF
207
3,018
0
0
0
0
0
1
0
0
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
0
tcp
http
SF
318
798
0
0
0
0
0
1
0
0
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
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
360
1
0.04
1
0.94
0
0
1
0
255
1
0
1
0
0
0.05
1
0.95
0
anomaly
0
tcp
finger
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
67
17
1
1
0
0
0.25
0.06
0
255
64
0.25
0.02
0.02
0
1
1
0
0
anomaly
0
tcp
http
SF
209
2,768
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
12
14
0
0
0
0
1
0
0.14
255
255
1
0
0
0
0
0
0
0
normal
0
udp
other
SF
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15
5
0
0
0
0
0.33
0.2
0
255
5
0.02
0.15
0.45
0
0
0
0.47
0
anomaly
0
tcp
whois
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
202
2
1
1
0
0
0.01
0.06
0
255
19
0.07
0.07
0
0
1
1
0
0
anomaly
0
tcp
daytime
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
270
6
1
1
0
0
0.02
0.06
0
255
6
0.02
0.07
0
0
1
1
0
0
anomaly
0
tcp
ldap
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
102
20
1
1
0
0
0.2
0.06
0
255
20
0.08
0.06
0
0
1
1
0
0
anomaly
0
tcp
vmnet
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
237
3
1
1
0
0
0.01
0.07
0
255
18
0.07
0.08
0
0
1
1
0
0
anomaly
0
tcp
http
SF
263
769
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
12
13
0
0
0
0
1
0
0.15
55
255
1
0
0.02
0.02
0
0
0
0
normal
0
icmp
urp_i
SF
87
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
18
0
0
0
0
0.05
0.1
0.11
255
1
0
0.01
0
0
0
0
0
0
normal
0
tcp
http
SF
250
1,800
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
7
7
0
0
0
0
1
0
0
255
244
0.96
0.02
0
0
0
0
0
0
normal
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
124
9
0.99
1
0
0
0.07
0.06
0
255
9
0.04
0.07
0
0
1
1
0
0
anomaly
0
tcp
http
SF
288
956
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
8
8
0
0
0
0
1
0
0
138
255
1
0
0.01
0.02
0
0
0
0
normal
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
178
2
1
1
0
0
0.01
0.07
0
217
2
0.01
0.08
0
0
0.94
1
0
0
anomaly
3,143
udp
other
SF
147
105
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
255
3
0.01
0.64
0.96
0
0
0
0
0
normal
0
tcp
http
SF
368
7,956
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
36
36
0
0
0
0
1
0
0
255
255
1
0
0
0
0
0
0
0
normal
0
tcp
ftp_data
SF
3,676
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10
10
0
0
0
0
1
0
0
123
91
0.46
0.02
0.46
0.02
0
0
0
0
normal
0
tcp
http
SF
383
345
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
19
20
0
0
0
0
1
0
0.1
82
231
1
0
0.01
0.18
0
0
0.07
0.67
normal
0
udp
private
SF
28
0
0
3
0
0
0
0
0
0
0
0
0
0
0
0
0
0
89
89
0
0
0
0
1
0
0
255
89
0.35
0.01
0.35
0
0
0
0
0
anomaly
2
tcp
smtp
SF
1,555
330
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
4
0
0
0
0
1
0
1
103
181
0.75
0.04
0.01
0.01
0
0
0
0
normal
0
tcp
http
SF
226
222
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
6
6
0
0
0
0
1
0
0
74
255
1
0
0.01
0.02
0
0
0
0
normal
2
tcp
smtp
SF
1,630
330
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
2
0
0
0
0
1
0
1
20
165
0.95
0.1
0.05
0.01
0
0
0
0.04
normal
0
tcp
bgp
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
256
1
0
0
1
1
0
0.07
0
255
1
0
0.07
0
0
0
0
1
1
anomaly
0
icmp
eco_i
SF
8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
2
42
1
0
1
0.5
0
0
0
0
anomaly
4
tcp
smtp
SF
1,608
334
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
81
146
0.75
0.04
0.01
0.01
0
0
0
0
normal
0
tcp
nnsp
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
107
9
0
0
1
1
0.08
0.07
0
255
9
0.04
0.06
0
0
0
0
1
1
anomaly
0
tcp
other
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
509
1
0.24
0
0.76
1
0
1
0
255
1
0
1
0
0
0.16
0
0.84
1
anomaly
0
tcp
http
SF
54,540
8,314
0
0
0
2
0
1
1
0
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
107
107
1
0
0.01
0
0
0
0.01
0.01
anomaly
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
199
5
1
1
0
0
0.03
0.06
0
255
5
0.02
0.05
0
0
1
1
0
0
anomaly
0
udp
private
SF
1
4
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25
8
0
0
0
0
0.32
0.12
0
255
8
0.03
0.71
0.31
0
0.16
0
0.53
0
anomaly
0
tcp
other
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
510
1
0.13
0
0.87
1
0
1
0
255
1
0
1
0
0
0.1
0
0.9
1
anomaly
0
tcp
http
SF
492
9,020
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
23
0
0.04
0
0
1
0
0.17
2
255
1
0
0.5
0.04
0
0.01
0
0
normal
0
tcp
http
SF
224
12,987
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
5
255
1
0
0.2
0.05
0
0
0
0
normal
0
icmp
eco_i
SF
8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
20
0
0
0
0
1
0
1
1
127
1
0
1
0.5
0
0
0
0
anomaly
0
tcp
ftp_data
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26
6
1
1
0
0
0.23
0.15
0
255
65
0.25
0.02
0.01
0
1
1
0
0
anomaly
0
tcp
mtp
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
254
4
1
1
0
0
0.02
0.06
0
255
4
0.02
0.07
0
0
1
1
0
0
anomaly
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
263
6
1
1
0
0
0.02
0.06
0
255
7
0.03
0.06
0
0
1
1
0
0
anomaly
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
138
15
1
1
0
0
0.11
0.06
0
255
14
0.05
0.08
0
0
1
1
0
0
anomaly
0
tcp
http
SF
234
7,203
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
34
255
1
0
0.03
0.04
0
0
0
0
normal
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
134
11
0
0
1
1
0.08
0.06
0
255
8
0.03
0.07
0
0
0
0
1
1
anomaly
149
udp
other
SF
146
105
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
255
3
0.01
0.61
0.89
0
0
0
0
0
normal
0
tcp
other
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
511
1
0.14
0
0.86
1
0
1
0
255
1
0
1
0
0
0.04
0
0.96
1
anomaly
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
250
10
1
1
0
0
0.04
0.06
0
255
11
0.04
0.06
0
0
1
1
0
0
anomaly
0
tcp
time
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
114
9
1
1
0
0
0.08
0.07
0
255
9
0.04
0.06
0
0
1
1
0
0
anomaly
0
tcp
klogin
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
126
22
1
1
0
0
0.17
0.06
0
255
22
0.09
0.05
0
0
1
1
0
0
anomaly
23
tcp
ftp
SF
306
1,043
0
0
0
6
0
1
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
0
1
0
0
113
15
0.13
0.06
0.01
0
0.01
0
0
0
normal