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Datasets:
mstz
/
kddcup

Tasks:
Tabular Classification
Modalities:
Tabular
Text
Languages:
English
Size:
1M - 10M
Tags:
kddcup
tabular_classification
binary_classification
Libraries:
Datasets
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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
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1
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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
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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
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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
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1
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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
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0
0
0
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0
0
0
0
0
5
5
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0
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16
16
1
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0.06
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0
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0
0normal.
0
tcp
http
SF
235
1,337
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0
0
0
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1
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0
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6
6
0
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17
17
1
0
0.06
0
0
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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
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0
18
18
1
0
0.06
0
0
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0
0normal.
0
tcp
http
SF
239
486
0
0
0
0
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1
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0
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8
8
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19
19
1
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0.05
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0
tcp
http
SF
185
9,020
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0
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1
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1
1
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0
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1
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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
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1
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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
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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
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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
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0
25
25
1
0
0.04
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0
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0
0
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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
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1
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0
26
26
1
0
0.04
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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
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1
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0
27
27
1
0
0.04
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0
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0
0
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0
tcp
http
SF
234
1,364
0
0
0
0
0
1
0
0
0
0
0
0
0
0
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0
7
7
0
0
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28
28
1
0
0.04
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0
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0
0
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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
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1
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0
29
29
1
0
0.03
0
0
0
0
0
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0
tcp
http
SF
215
45,076
0
0
0
0
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1
0
0
0
0
0
0
0
0
0
0
1
4
0
0
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1
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0.5
30
30
1
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0.03
0
0
0
0
0
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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
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1
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0.4
31
31
1
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0.03
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0
0
0
0
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0
tcp
http
SF
146
4,528
0
0
0
0
0
1
0
0
0
0
0
0
0
0
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0
1
1
0
0
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32
32
1
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0
tcp
http
SF
199
45,076
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0
0
0
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1
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0
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0
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2
2
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33
33
1
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0
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0
tcp
http
SF
165
5,450
0
0
0
0
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1
0
0
0
0
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0
0
0
0
0
1
1
0
0
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0
34
34
1
0
0.03
0
0
0
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0
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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
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1
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0
35
35
1
0
0.03
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0
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0
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0
tcp
http
SF
220
1,228
0
0
0
0
0
1
0
0
0
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0
0
0
0
0
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3
3
0
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36
36
1
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0
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0
tcp
http
SF
217
2,032
0
0
0
0
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1
0
0
0
0
0
0
0
0
0
0
4
4
0
0
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37
37
1
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0.03
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0
0
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0
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0
tcp
http
SF
218
1,364
0
0
0
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1
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0
0
0
0
0
0
0
0
0
5
5
0
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38
38
1
0
0.03
0
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0
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0
tcp
http
SF
219
1,337
0
0
0
0
0
1
0
0
0
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0
0
0
0
0
0
6
6
0
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39
39
1
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0.03
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0
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0
tcp
http
SF
222
1,282
0
0
0
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1
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0
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0
0
0
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0
0
7
7
0
0
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1
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0
40
40
1
0
0.03
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0
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0
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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
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41
41
1
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0.02
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0
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0
tcp
http
SF
169
9,020
0
0
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0
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1
1
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0
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42
42
1
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0
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0
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0
tcp
http
SF
168
124
0
0
0
0
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1
0
0
0
0
0
0
0
0
0
0
2
2
0
0
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0
43
43
1
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0
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0
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0
tcp
http
SF
218
1,364
0
0
0
0
0
1
0
0
0
0
0
0
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0
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1
1
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0
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44
44
1
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0
tcp
http
SF
219
1,337
0
0
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2
2
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45
45
1
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tcp
http
SF
165
5,450
0
0
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1
0
0
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0
0
0
0
0
3
3
0
0
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0
46
46
1
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0.02
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0
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0
0
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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
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0
47
47
1
0
0.02
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0
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0
0
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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
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0
0
0
0
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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
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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
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0
50
50
1
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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
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1
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0
53
53
1
0
0.02
0
0
0
0
0
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0
tcp
http
SF
219
1,337
0
0
0
0
0
1
0
0
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0
0
0
0
0
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1
1
0
0
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1
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54
54
1
0
0.02
0
0
0
0
0
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0
tcp
http
SF
218
1,364
0
0
0
0
0
1
0
0
0
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0
0
0
0
0
0
2
2
0
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YAML Metadata Error: "configs[0]" must be of type object

Kddcup

The Kddcup dataset.

Configurations and tasks

Configuration Task
kddcup Multiclass classification.
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Size of the auto-converted Parquet files:
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Number of rows:
4,898,431