Datasets:
Mireu-Lab
/
NSL-KDD

Dataset card Data Studio Files
xet
Community
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
land
int64
0
1
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
num_outbound_cmds
int64
0
0
is_host_login
int64
0
1
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
class
stringclasses
2 values
0
tcp
ftp_data
SF
567
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
53
38
0.25
0.09
0.25
0.05
0
0
0
0
normal
0
tcp
hostnames
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
225
2
0
0
1
1
0.01
0.07
0
255
2
0.01
0.08
0
0
0
0
1
1
anomaly
0
tcp
telnet
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
66
16
0.97
1
0.03
0
0.24
0.09
0
255
52
0.2
0.04
0
0
1
1
0
0
anomaly
5,043
tcp
ftp_data
SF
5,131,424
0
0
0
0
4
0
1
0
0
0
0
0
0
0
0
0
0
1
7
0
0.14
0
0
1
0
0.29
7
42
1
0
1
0.14
0
0.02
0
0
anomaly
0
tcp
http
SF
320
420
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
255
1
0
0.01
0
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
35
0
0
0
0
1
0
1
1
61
1
0
1
0.51
0
0
0
0
anomaly
0
tcp
smtp
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2
0.5
0.5
0
0
1
0
0
160
101
0.4
0.05
0.01
0.02
0.01
0.02
0
0
normal
0
tcp
http
SF
204
1,229
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
54
255
1
0
0.02
0.04
0
0
0
0
normal
0
tcp
time
RSTR
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
255
1
0
0.16
0.15
0
0
0
0.15
1
anomaly
0
tcp
ftp_data
SF
10,389
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
255
81
0.32
0.02
0.31
0
0
0
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
139
13
1
1
0
0
0.09
0.06
0
255
13
0.05
0.07
0
0
1
1
0
0
anomaly
0
tcp
http
SF
344
573
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
28
60
0.04
0.03
0
0
1
0
0.08
255
255
1
0
0
0
0
0
0
0
normal
0
tcp
exec
RSTO
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
144
16
0
0
1
1
0.11
0.06
0
255
9
0.04
0.06
0
0
0
0
1
1
anomaly
0
tcp
netbios_dgm
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
241
19
1
1
0
0
0.08
0.05
0
255
19
0.07
0.07
0
0
1
1
0
0
anomaly
0
tcp
http
SF
243
821
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
15
19
0
0
0
0
1
0
0.11
107
255
1
0
0.01
0.01
0
0
0
0
normal
0
icmp
ecr_i
SF
1,032
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
213
213
0
0
0
0
1
0
0
255
255
1
0
1
0
0
0
0
0
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
45
0
0
0
0
1
0
1
1
11
1
0
1
0.55
0
0
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
36
1
0.17
0
0.83
1
0.03
1
0
255
1
0
0.47
0
0
0.02
0
0.13
1
anomaly
0
udp
private
SF
105
146
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
2
0
0
0
0
0.67
0.67
0
255
239
0.94
0.01
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
254
17
1
1
0
0
0.07
0.05
0
255
17
0.07
0.06
0
0
1
1
0
0
anomaly
1
tcp
smtp
SF
1,080
327
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
202
154
0.58
0.02
0
0.01
0
0
0
0
normal
0
tcp
telnet
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
295
7
1
1
0
0
0.02
0.05
0
255
7
0.03
0.05
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
171
3
1
1
0
0
0.02
0.07
0
255
14
0.05
0.07
0
0
1
1
0
0
anomaly
0
tcp
Z39_50
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
179
2
1
1
0
0
0.01
0.06
0
255
5
0.02
0.07
0
0
1
1
0
0
anomaly
0
tcp
smtp
SF
657
326
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2
1
0
0
0
0
0.5
1
0
255
11
0.04
0.6
0
0
0
0.09
0
0
normal
0
tcp
http_443
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
101
7
1
1
0
0
0.07
0.06
0
255
3
0.01
0.07
0
0
1
1
0
0
anomaly
0
tcp
http
SF
284
765
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
9
9
0
0
0
0
1
0
0
255
255
1
0
0.01
0
0
0
0
0
normal
0
tcp
http
SF
261
15,455
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
22
22
0
0
0
0
1
0
0
255
255
1
0
0
0
0
0
0
0
normal
0
tcp
http
SF
317
315
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
255
255
1
0
0
0
0
0
0
0
normal
0
udp
domain_u
SF
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8
8
0
0
0
0
1
0
0
255
36
0.14
0.03
0.14
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
2
1
0
0
1
1
0.5
1
0
255
1
0
0.6
0.56
0
0.01
0
0.57
1
anomaly
0
tcp
private
RSTR
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
255
1
0
0.64
0.64
0
0
0
0.64
1
anomaly
0
udp
domain_u
SF
44
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
195
197
0
0
0
0
1
0
0.01
255
234
0.92
0.01
0.01
0
0
0
0
0
normal
0
tcp
http
SF
215
584
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
4
9
0
0
0
0
1
0
0.56
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
260
9
1
1
0
0
0.03
0.07
0
255
7
0.03
0.07
0
0
1
1
0
0
anomaly
0
tcp
http
SF
332
2,844
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
14
14
0
0
0
0
1
0
0
142
255
1
0
0.01
0.03
0
0
0
0
normal
1
tcp
smtp
SF
978
334
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
3
0
0
0
0
1
0
1
128
164
0.75
0.03
0.01
0.02
0
0
0
0
normal
0
tcp
http
SF
296
5,670
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
10
10
0
0
0
0
1
0
0
69
255
1
0
0.01
0.02
0
0
0
0
normal
0
tcp
telnet
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
125
13
1
1
0
0
0.1
0.06
0
255
8
0.03
0.07
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
10
0
0
1
1
0.07
0.06
0
255
6
0.02
0.09
0
0
0
0
1
1
anomaly
0
tcp
http
SF
214
9,986
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
10
11
0
0
0
0
1
0
0.18
66
255
1
0
0.02
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
251
7
1
1
0
0
0.03
0.07
0
255
2
0.01
0.07
0
0
1
1
0
0
anomaly
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
42
23
0.55
0.05
0.55
0
0
0
0
0
normal
0
tcp
http
SF
226
1,301
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
5
5
0
0
0
0
1
0
0
14
255
1
0
0.07
0.03
0
0
0
0
normal
0
tcp
bgp
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
211
17
1
1
0
0
0.08
0.07
0
255
12
0.05
0.08
0
0
1
1
0
0
anomaly
0
icmp
urp_i
SF
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
8
0
0
0
0
0.4
0.1
0
255
16
0.06
0.01
0.06
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
208
2
1
1
0
0
0.01
0.07
0
255
5
0.02
0.07
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
8
38
1
0
0.12
0.18
0
0
1
1
normal
0
tcp
discard
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
268
19
1
1
0
0
0.07
0.06
0
255
19
0.07
0.07
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
1
1
0
0
1
1
1
0
0
37
2
0.03
1
0.03
1
0
0
0.86
1
anomaly
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1
0
0
1
1
0.5
1
0
255
1
0
0.53
0.51
0
0
0
0.51
1
anomaly
0
tcp
http
SF
294
3,327
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
19
0
0
0
0
1
0
0.16
57
255
1
0
0.02
0.04
0
0
0
0
normal
0
tcp
supdup
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
286
3
1
1
0
0
0.01
0.05
0
255
3
0.01
0.05
0
0
1
1
0
0
anomaly
0
tcp
http
SF
220
1,249
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
159
255
1
0
0.01
0.03
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
425
1
0.08
0
0.91
1
0
1
0
255
1
0
1
0
0
0.08
0
0.92
1
anomaly
0
tcp
http
SF
196
3,282
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
8
9
0
0
0
0
1
0
0.22
255
255
1
0
0
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
272
30
1
0.43
0
0
0.05
0.06
0.1
255
13
0.05
0.08
0
0
1
1
0
0
anomaly
0
tcp
http
SF
327
4,482
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
4
8
0
0
0
0
1
0
0.25
58
255
1
0
0.02
0.02
0
0
0
0
normal
0
tcp
uucp_path
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
241
3
0
0
1
1
0.01
0.07
0
255
3
0.01
0.07
0
0
0
0
1
1
anomaly
0
tcp
ftp_data
SF
319
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
6
2
0.33
0.5
0.33
0
0
0
0
0
normal
0
tcp
smtp
SF
1,087
302
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
246
64
0.24
0.29
0
0.03
0
0
0.26
0
normal
0
tcp
http
SF
210
3,754
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
18
18
0
0
0
0
1
0
0
62
255
1
0
0.02
0.02
0
0.01
0
0
normal
0
tcp
sql_net
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
125
19
1
1
0
0
0.15
0.06
0
255
18
0.07
0.07
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
12
255
1
0
0.08
0.15
0
0
1
0.79
normal
0
tcp
http
SF
234
6,282
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
106
255
1
0
0.01
0.03
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
18
0
0
0
0
1
0
1
2
255
1
0
1
0.5
0
0
0
0
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
1
1
0
0
0
0
1
0
0
251
251
1
0
0
0
0
0
0.02
0.02
anomaly
0
tcp
http
SF
237
1,461
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
3
3
0
0
0
0
1
0
0
59
255
1
0
0.02
0.02
0
0
0
0
normal
0
tcp
ftp_data
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
42
10
1
1
0
0
0.24
0.1
0
124
62
0.24
0.03
0.01
0.03
0.98
0.48
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
274
10
1
1
0
0
0.04
0.06
0
255
10
0.04
0.07
0
0
1
1
0
0
anomaly
0
tcp
http
SF
200
955
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
3
3
0
0
0
0
1
0
0
250
255
1
0
0
0.01
0
0
0
0
normal
0
tcp
http
SF
219
657
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
7
9
0
0
0
0
1
0
0.33
28
255
1
0
0.04
0.01
0
0
0
0
normal
0
tcp
http
SF
284
5,921
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
49
255
1
0
0.02
0.07
0
0
0
0
normal
0
tcp
nntp
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
196
12
1
1
0
0
0.06
0.07
0
255
12
0.05
0.08
0
0
1
1
0
0
anomaly
0
tcp
http
SF
325
426
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
5
5
0
0
0
0
1
0
0
187
255
1
0
0.01
0.01
0
0
0
0
normal
0
tcp
courier
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
111
6
1
1
0
0
0.05
0.07
0
255
6
0.02
0.07
0
0
1
1
0
0
anomaly
0
icmp
eco_i
SF
30
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
247
247
1
0
1
0
0
0
0
0
normal
0
tcp
http
SF
335
7,902
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
8
0
0
0
0
1
0
0.88
1
255
1
0
1
0.04
0
0
0
0
normal
0
udp
domain_u
SF
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
4
0
0
0
0
1
0
0.75
67
171
1
0
1
0.01
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
168
3
1
1
0
0
0.02
0.08
0
255
3
0.01
0.08
0
0
1
1
0
0
anomaly
0
udp
domain_u
SF
43
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
122
188
0
0
0
0
1
0
0.01
255
255
1
0
0.01
0
0
0
0
0
normal
0
tcp
courier
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
108
8
1
1
0
0
0.07
0.06
0
255
8
0.03
0.07
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
6
55
1
0
0.17
0.24
0
0
1
1
normal
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36
12
1
1
0
0
0.33
0.14
0
255
12
0.05
0.1
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
143
19
1
1
0
0
0.13
0.06
0
255
4
0.02
0.06
0
0
1
1
0
0
anomaly
0
tcp
http
SF
216
1,956
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
21
0
0
0
0
1
0
0.1
12
255
1
0
0.08
0.05
0
0
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
132
8
1
1
0
0
0.06
0.05
0
255
8
0.03
0.05
0
0
1
1
0
0
anomaly
0
udp
domain_u
SF
44
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
139
139
0
0
0
0
1
0
0
255
166
0.65
0.01
0
0
0
0
0
0
normal
0
tcp
http
SF
347
8,113
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
255
1
0
0
0
0.01
0.01
0.02
0.02
normal
1
tcp
smtp
SF
570
280
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
126
104
0.44
0.05
0.01
0.02
0.01
0.01
0.01
0
normal
0
tcp
http
SF
219
17,540
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
36
255
1
0
0.03
0.05
0
0
0
0
normal
0
udp
other
SF
146
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
1
0
255
1
0
0.53
0.88
0
0
0
0
0
normal
0
tcp
ftp
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
222
1
1
1
0
0
0
0.06
0
255
1
0
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
260
8
1
1
0
0
0.03
0.05
0
120
8
0.07
0.08
0.01
0
0.98
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
237
15
1
1
0
0
0.06
0.07
0
255
1
0
0.08
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
132
15
1
1
0
0
0.11
0.06
0
255
16
0.06
0.05
0
0
1
1
0
0
anomaly
31,401
tcp
private
RSTR
1
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
255
2
0.01
0.82
1
0
0
0
1
1
anomaly
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
57
11
1
1
0
0
0.19
0.11
0
255
11
0.04
0.07
0
0
1
1
0
0
anomaly
0
icmp
eco_i
SF
18
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
4
200
1
0
1
0.25
0
0
0
0
anomaly
0
tcp
time
SF
0
4
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
25
25
1
0
0.04
0
0.08
0.08
0.04
0.04
normal