Datasets:
mstz
/
kddcup

Dataset card Data Studio Files
xet
Community
1
duration
float64
0
58.3k
protocol_type
stringclasses
3 values
service
stringlengths
3
11
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
14
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
class label
23 classes
0
tcp
http
SF
215
45,076
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
0
0
0
0
0
0
0
0
0
0
0normal.
0
tcp
http
SF
162
4,528
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
1
1
1
0
1
0
0
0
0
0
0normal.
0
tcp
http
SF
236
1,228
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
2
2
1
0
0.5
0
0
0
0
0
0normal.
0
tcp
http
SF
233
2,032
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
3
3
1
0
0.33
0
0
0
0
0
0normal.
0
tcp
http
SF
239
486
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
4
4
1
0
0.25
0
0
0
0
0
0normal.
0
tcp
http
SF
238
1,282
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
5
5
1
0
0.2
0
0
0
0
0
0normal.
0
tcp
http
SF
235
1,337
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
6
6
1
0
0.17
0
0
0
0
0
0normal.
0
tcp
http
SF
234
1,364
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
7
7
1
0
0.14
0
0
0
0
0
0normal.
0
tcp
http
SF
239
1,295
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
8
8
1
0
0.12
0
0
0
0
0
0normal.
0
tcp
http
SF
181
5,450
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
9
9
1
0
0.11
0
0
0
0
0
0normal.
0
tcp
http
SF
184
124
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
10
10
1
0
0.1
0
0
0
0
0
0normal.
0
tcp
http
SF
185
9,020
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
11
11
1
0
0.09
0
0
0
0
0
0normal.
0
tcp
http
SF
239
1,295
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
12
12
1
0
0.08
0
0
0
0
0
0normal.
0
tcp
http
SF
181
5,450
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
13
13
1
0
0.08
0
0
0
0
0
0normal.
0
tcp
http
SF
236
1,228
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
14
14
1
0
0.07
0
0
0
0
0
0normal.
0
tcp
http
SF
233
2,032
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
15
15
1
0
0.07
0
0
0
0
0
0normal.
0
tcp
http
SF
238
1,282
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
16
16
1
0
0.06
0
0
0
0
0
0normal.
0
tcp
http
SF
235
1,337
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
17
17
1
0
0.06
0
0
0
0
0
0normal.
0
tcp
http
SF
234
1,364
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
18
18
1
0
0.06
0
0
0
0
0
0normal.
0
tcp
http
SF
239
486
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
19
19
1
0
0.05
0
0
0
0
0
0normal.
0
tcp
http
SF
185
9,020
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
20
20
1
0
0.05
0
0
0
0
0
0normal.
0
tcp
http
SF
184
124
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
21
21
1
0
0.05
0
0
0
0
0
0normal.
0
tcp
http
SF
181
5,450
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
22
22
1
0
0.05
0
0
0
0
0
0normal.
0
tcp
http
SF
239
1,295
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
23
23
1
0
0.04
0
0
0
0
0
0normal.
0
tcp
http
SF
236
1,228
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
24
24
1
0
0.04
0
0
0
0
0
0normal.
0
tcp
http
SF
233
2,032
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
25
25
1
0
0.04
0
0
0
0
0
0normal.
0
tcp
http
SF
239
486
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
26
26
1
0
0.04
0
0
0
0
0
0normal.
0
tcp
http
SF
238
1,282
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
27
27
1
0
0.04
0
0
0
0
0
0normal.
0
tcp
http
SF
234
1,364
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
28
28
1
0
0.04
0
0
0
0
0
0normal.
0
tcp
http
SF
235
1,337
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
29
29
1
0
0.03
0
0
0
0
0
0normal.
0
tcp
http
SF
215
45,076
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
4
0
0
0
0
1
0
0.5
30
30
1
0
0.03
0
0
0
0
0
0normal.
0
tcp
http
SF
162
4,528
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2
5
0
0
0
0
1
0
0.4
31
31
1
0
0.03
0
0
0
0
0
0normal.
0
tcp
http
SF
146
4,528
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
32
32
1
0
0.03
0
0
0
0
0
0normal.
0
tcp
http
SF
199
45,076
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
33
33
1
0
0.03
0
0
0
0
0
0normal.
0
tcp
http
SF
165
5,450
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
34
1
0
0.03
0
0
0
0
0
0normal.
0
tcp
http
SF
223
1,295
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
35
35
1
0
0.03
0
0
0
0
0
0normal.
0
tcp
http
SF
220
1,228
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
36
36
1
0
0.03
0
0
0
0
0
0normal.
0
tcp
http
SF
217
2,032
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
37
37
1
0
0.03
0
0
0
0
0
0normal.
0
tcp
http
SF
218
1,364
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
38
38
1
0
0.03
0
0
0
0
0
0normal.
0
tcp
http
SF
219
1,337
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
39
39
1
0
0.03
0
0
0
0
0
0normal.
0
tcp
http
SF
222
1,282
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
40
40
1
0
0.03
0
0
0
0
0
0normal.
0
tcp
http
SF
223
486
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
41
41
1
0
0.02
0
0
0
0
0
0normal.
0
tcp
http
SF
169
9,020
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
42
42
1
0
0.02
0
0
0
0
0
0normal.
0
tcp
http
SF
168
124
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
43
43
1
0
0.02
0
0
0
0
0
0normal.
0
tcp
http
SF
218
1,364
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
44
44
1
0
0.02
0
0
0
0
0
0normal.
0
tcp
http
SF
219
1,337
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
45
45
1
0
0.02
0
0
0
0
0
0normal.
0
tcp
http
SF
165
5,450
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
46
46
1
0
0.02
0
0
0
0
0
0normal.
0
tcp
http
SF
223
1,295
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
47
47
1
0
0.02
0
0
0
0
0
0normal.
0
tcp
http
SF
220
1,228
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
48
48
1
0
0.02
0
0
0
0
0
0normal.
0
tcp
http
SF
217
2,032
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
49
49
1
0
0.02
0
0
0
0
0
0normal.
0
tcp
http
SF
223
486
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
50
50
1
0
0.02
0
0
0
0
0
0normal.
0
tcp
http
SF
222
1,282
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
51
51
1
0
0.02
0
0
0
0
0
0normal.
0
tcp
http
SF
168
124
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
52
52
1
0
0.02
0
0
0
0
0
0normal.
0
tcp
http
SF
169
9,020
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
53
53
1
0
0.02
0
0
0
0
0
0normal.
0
tcp
http
SF
219
1,337
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
54
54
1
0
0.02
0
0
0
0
0
0normal.
0
tcp
http
SF
218
1,364
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
55
55
1
0
0.02
0
0
0
0
0
0normal.
0
tcp
http
SF
165
5,450
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
56
56
1
0
0.02
0
0
0
0
0
0normal.
0
tcp
http
SF
223
1,295
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
57
57
1
0
0.02
0
0
0
0
0
0normal.
0
tcp
http
SF
220
1,228
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
58
58
1
0
0.02
0
0
0
0
0
0normal.
0
tcp
http
SF
217
2,032
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
59
59
1
0
0.02
0
0
0
0
0
0normal.
0
tcp
http
SF
223
486
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
60
60
1
0
0.02
0
0
0
0
0
0normal.
0
tcp
http
SF
222
1,282
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
61
61
1
0
0.02
0
0
0
0
0
0normal.
0
tcp
http
SF
199
45,076
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
4
0
0
0
0
1
0
0.75
62
62
1
0
0.02
0
0
0
0
0
0normal.
0
tcp
http
SF
146
4,528
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2
5
0
0
0
0
1
0
0.6
63
63
1
0
0.02
0
0
0
0
0
0normal.
0
tcp
http
SF
364
11,189
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
1
64
1
0
1
0.03
0
0
0
0
0normal.
0
tcp
http
SF
365
4,095
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
65
1
0
0.5
0.03
0
0
0
0
0normal.
0
tcp
http
SF
332
3,270
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
3
66
1
0
0.33
0.03
0
0
0
0
0normal.
0
tcp
http
SF
355
11,201
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
4
67
1
0
0.25
0.03
0
0
0
0
0normal.
0
tcp
http
SF
278
957
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
5
68
1
0
0.2
0.03
0
0
0
0
0normal.
0
tcp
http
SF
212
1,940
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
1
69
1
0
1
0.04
0
0
0
0
0normal.
0
tcp
http
SF
204
11,099
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2
3
0
0
0
0
1
0
0.67
2
70
1
0
0.5
0.04
0
0
0
0
0normal.
0
tcp
http
SF
202
14,983
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
3
6
0
0
0
0
1
0
0.33
3
71
1
0
0.33
0.04
0
0
0
0
0normal.
0
tcp
http
SF
203
1,818
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
4
72
1
0
0.25
0.04
0
0
0
0
0normal.
0
tcp
http
SF
204
1,163
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
5
10
0
0
0
0
1
0
0.2
5
73
1
0
0.2
0.04
0
0
0
0
0normal.
0
tcp
http
SF
203
2,235
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
6
12
0
0
0
0
1
0
0.17
6
74
1
0
0.17
0.04
0
0
0
0
0normal.
0
tcp
http
SF
203
1,122
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
7
75
1
0
0.14
0.04
0
0
0
0
0normal.
0
tcp
http
SF
208
2,260
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
8
76
1
0
0.12
0.04
0
0
0
0
0normal.
0
tcp
http
SF
205
1,619
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
9
77
1
0
0.11
0.04
0
0
0
0
0normal.
0
tcp
http
SF
207
1,583
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
10
78
1
0
0.1
0.04
0
0
0
0
0normal.
0
tcp
http
SF
159
4,087
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
11
79
1
0
0.09
0.04
0
0
0
0
0normal.
0
tcp
http
SF
209
2,260
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
12
80
1
0
0.08
0.04
0
0
0
0
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0
tcp
http
SF
206
1,619
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
13
81
1
0
0.08
0.04
0
0
0
0
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0
tcp
http
SF
229
21,195
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
1
82
1
0
1
0.05
0
0
0
0
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0
tcp
http
SF
239
4,426
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
83
1
0
0.5
0.05
0
0
0
0
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0
tcp
http
SF
257
1,738
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
3
84
1
0
0.33
0.05
0
0
0
0
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0
tcp
http
SF
230
11,084
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
4
85
1
0
0.25
0.05
0
0
0
0
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0
tcp
http
SF
232
8,509
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
5
86
1
0
0.2
0.05
0
0
0
0
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0
tcp
http
SF
173
7,235
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
6
87
1
0
0.17
0.05
0
0
0
0
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0
tcp
http
SF
241
3,198
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
7
88
1
0
0.14
0.05
0
0
0
0
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0
tcp
http
SF
210
151
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
8
89
1
0
0.12
0.04
0
0
0
0
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0
tcp
http
SF
229
9,385
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
9
90
1
0
0.11
0.04
0
0
0
0
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0
tcp
http
SF
230
8,948
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
10
91
1
0
0.1
0.04
0
0
0
0
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0
tcp
http
SF
210
627
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
1
92
1
0
1
0.05
0
0
0
0
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0
tcp
http
SF
216
1,675
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
93
1
0
0.5
0.05
0
0
0
0
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0
tcp
http
SF
215
764
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
3
94
1
0
0.33
0.05
0
0
0
0
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0
tcp
http
SF
212
1,402
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
4
95
1
0
0.25
0.05
0
0
0
0
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0
tcp
http
SF
212
1,482
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
5
96
1
0
0.2
0.05
0
0
0
0
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0
tcp
http
SF
213
7,812
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
6
6
0
0
0
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1
0
0
6
97
1
0
0.17
0.05
0
0
0
0
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0
tcp
http
SF
213
9,556
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
7
98
1
0
0.14
0.05
0
0
0
0
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0
tcp
http
SF
212
786
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0
8
8
0
0
0
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0
0
8
99
1
0
0.12
0.05
0
0
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