id
int64
1
82.3k
dur
float64
0
60
proto
stringclasses
131 values
service
stringclasses
13 values
state
stringclasses
7 values
spkts
int64
1
10.6k
dpkts
int64
0
11k
sbytes
int64
24
14.4M
dbytes
int64
0
14.7M
rate
float64
0
1M
sttl
int64
0
255
dttl
int64
0
253
sload
float64
0
5.27B
dload
float64
0
20.8M
sloss
int64
0
5.32k
dloss
int64
0
5.51k
sinpkt
float64
0
60k
dinpkt
float64
0
57.7k
sjit
float64
0
1.48M
djit
float64
0
463k
swin
int64
0
255
stcpb
int64
0
4.29B
dtcpb
int64
0
4.29B
dwin
int64
0
255
tcprtt
float64
0
3.82
synack
float64
0
3.23
ackdat
float64
0
2.93
smean
int64
24
1.5k
dmean
int64
0
1.5k
trans_depth
int64
0
131
response_body_len
int64
0
5.24M
ct_srv_src
int64
1
63
ct_state_ttl
int64
0
6
ct_dst_ltm
int64
1
59
ct_src_dport_ltm
int64
1
59
ct_dst_sport_ltm
int64
1
38
ct_dst_src_ltm
int64
1
63
is_ftp_login
int64
0
2
ct_ftp_cmd
int64
0
2
ct_flw_http_mthd
int64
0
16
ct_src_ltm
int64
1
60
ct_srv_dst
int64
1
62
is_sm_ips_ports
int64
0
1
attack_cat
stringclasses
10 values
label
int64
0
1
82,001
0.000009
udp
-
INT
2
0
104
0
111,111.1072
254
0
46,222,220
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
52
0
0
0
3
2
1
1
1
3
0
0
0
1
3
0
Normal
0
82,002
0.532841
tcp
-
FIN
10
6
534
268
28.150985
254
252
7,221.666016
3,363.104492
2
1
59.204556
97.135203
3,392.479907
156.375703
255
3,313,108,046
3,995,554,905
255
0.10078
0.046277
0.054503
53
45
0
0
5
1
2
2
1
3
0
0
0
2
3
0
Normal
0
82,003
0.000001
udp
-
INT
2
0
104
0
1,000,000.003
254
0
416,000,000
0
0
0
0.001
0
0
0
0
0
0
0
0
0
0
52
0
0
0
3
2
2
2
1
3
0
0
0
2
3
0
Normal
0
82,004
0.461152
tcp
-
FIN
10
6
534
268
32.527237
254
252
8,344.320312
3,885.920654
2
1
48.152889
66.742797
2,590.46967
98.245172
255
670,367,893
2,045,334,376
255
0.176402
0.127432
0.04897
53
45
0
0
5
1
2
2
1
3
0
0
0
2
3
0
Normal
0
82,005
0.000008
udp
-
INT
2
0
104
0
125,000.0003
254
0
52,000,000
0
0
0
0.008
0
0
0
0
0
0
0
0
0
0
52
0
0
0
3
2
2
2
1
3
0
0
0
2
3
0
Normal
0
82,006
0.701107
tcp
-
FIN
10
6
534
268
21.394736
254
252
5,488.462891
2,555.957764
2
1
73.047333
118.146203
3,660.329909
173.471563
255
1,894,927,005
2,616,381,020
255
0.207345
0.110367
0.096978
53
45
0
0
4
1
2
1
1
3
0
0
0
1
3
0
Normal
0
82,007
0.000009
udp
-
INT
2
0
104
0
111,111.1072
254
0
46,222,220
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
52
0
0
0
4
2
1
1
1
4
0
0
0
1
4
0
Normal
0
82,008
0.000008
udp
-
INT
2
0
104
0
125,000.0003
254
0
52,000,000
0
0
0
0.008
0
0
0
0
0
0
0
0
0
0
52
0
0
0
4
2
2
1
1
4
0
0
0
2
4
0
Normal
0
82,009
0.525927
tcp
-
FIN
10
6
534
268
28.521068
254
252
7,316.604492
3,407.316895
2
1
54.431
88.978797
2,772.604875
126.774016
255
1,114,121,547
1,245,667,867
255
0.144192
0.081029
0.063163
53
45
0
0
4
1
1
1
1
3
0
0
0
2
3
0
Normal
0
82,010
0.000003
udp
-
INT
2
0
104
0
333,333.3215
254
0
138,666,656
0
0
0
0.003
0
0
0
0
0
0
0
0
0
0
52
0
0
0
4
2
1
1
1
4
0
0
0
1
4
0
Normal
0
82,011
0.630042
tcp
-
FIN
10
6
534
268
23.807936
254
252
6,107.529297
2,844.254639
2
1
70.004667
93.796
3,400.350485
171.110906
255
3,042,803,175
2,227,728,593
255
0.180076
0.09817
0.081906
53
45
0
0
4
1
1
1
1
3
0
0
0
1
3
0
Normal
0
82,012
0.000003
udp
-
INT
2
0
104
0
333,333.3215
254
0
138,666,656
0
0
0
0.003
0
0
0
0
0
0
0
0
0
0
52
0
0
0
4
2
1
1
1
3
0
0
0
1
3
0
Normal
0
82,013
1.043829
tcp
-
FIN
10
8
534
354
16.286193
254
252
3,686.427734
2,375.868164
2
1
115.981
137.831
7,322.546757
204.210547
255
3,340,750,819
1,505,208,066
255
0.124201
0.078263
0.045938
53
44
0
0
1
1
1
1
1
1
0
0
0
1
1
0
Normal
0
82,014
0.000009
udp
-
INT
2
0
104
0
111,111.1072
254
0
46,222,220
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
52
0
0
0
4
2
1
1
1
3
0
0
0
2
3
0
Normal
0
82,015
1.070649
tcp
-
FIN
10
8
534
354
15.878219
254
252
3,594.081543
2,316.352051
2
1
116.330778
142.810719
8,461.192287
201.587266
255
3,797,946,836
3,476,200,331
255
0.126005
0.070971
0.055034
53
44
0
0
2
1
1
1
1
1
0
0
0
1
1
0
Normal
0
82,016
0.000004
udp
-
INT
2
0
104
0
250,000.0006
254
0
104,000,000
0
0
0
0.004
0
0
0
0
0
0
0
0
0
0
52
0
0
0
4
2
1
1
1
3
0
0
0
1
3
0
Normal
0
82,017
0.000007
udp
-
INT
2
0
104
0
142,857.1409
254
0
59,428,572
0
0
0
0.007
0
0
0
0
0
0
0
0
0
0
52
0
0
0
2
2
1
1
1
2
0
0
0
2
2
0
Normal
0
82,018
0.000009
udp
-
INT
2
0
104
0
111,111.1072
254
0
46,222,220
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
52
0
0
0
2
2
1
1
1
2
0
0
0
1
2
0
Normal
0
82,019
0.636323
tcp
-
FIN
10
6
534
268
23.572935
254
252
6,047.243652
2,816.179932
2
1
68.209556
111.888398
4,119.161803
191.697812
255
4,180,660,517
1,553,259,029
255
0.133699
0.076876
0.056823
53
45
0
0
2
1
1
1
1
2
0
0
0
1
2
0
Normal
0
82,020
0.000003
udp
-
INT
2
0
104
0
333,333.3215
254
0
138,666,656
0
0
0
0.003
0
0
0
0
0
0
0
0
0
0
52
0
0
0
4
2
1
1
1
2
0
0
0
1
2
0
Normal
0
82,021
0.716799
tcp
-
FIN
10
6
534
268
20.926368
254
252
5,368.311035
2,500.003418
2
1
75.831556
125.212797
4,007.437383
205.095719
255
2,116,560,518
1,427,793,412
255
0.183395
0.090727
0.092668
53
45
0
0
2
1
1
1
1
2
0
0
0
2
2
0
Normal
0
82,022
0.000007
udp
-
INT
2
0
104
0
142,857.1409
254
0
59,428,572
0
0
0
0.007
0
0
0
0
0
0
0
0
0
0
52
0
0
0
4
2
1
1
1
2
0
0
0
1
2
0
Normal
0
82,023
0.000008
udp
-
INT
2
0
104
0
125,000.0003
254
0
52,000,000
0
0
0
0.008
0
0
0
0
0
0
0
0
0
0
52
0
0
0
2
2
1
1
1
2
0
0
0
1
2
0
Normal
0
82,024
0.000006
udp
-
INT
2
0
104
0
166,666.6608
254
0
69,333,328
0
0
0
0.006
0
0
0
0
0
0
0
0
0
0
52
0
0
0
2
2
1
1
1
2
0
0
0
1
2
0
Normal
0
82,025
1.540235
tcp
-
FIN
112
20
135,669
870
85.051954
254
252
698,376.5
4,295.448242
53
1
13.740144
75.965367
1,518.342083
107.216492
255
63,558,817
3,260,763,125
255
0.156879
0.09689
0.059989
1,211
44
0
0
2
1
1
1
1
2
0
0
0
1
2
0
Normal
0
82,026
0.713804
tcp
-
FIN
10
6
534
268
21.014172
254
252
5,390.835449
2,510.493164
2
1
73.450333
128.211203
3,973.867787
205.586984
255
2,110,800,519
189,983,670
255
0.129063
0.07274
0.056323
53
45
0
0
1
1
1
1
1
1
0
0
0
1
1
0
Normal
0
82,027
0.675306
tcp
-
FIN
10
6
534
268
22.212152
254
252
5,698.157227
2,653.611816
2
1
71.018333
120.171602
3,784.351503
201.185578
255
4,098,173,519
1,955,875,851
255
0.14846
0.074439
0.074021
53
45
0
0
3
1
1
1
1
3
0
0
0
1
3
0
Normal
0
82,028
0.000005
udp
-
INT
2
0
104
0
200,000.0051
254
0
83,200,000
0
0
0
0.005
0
0
0
0
0
0
0
0
0
0
52
0
0
0
3
2
1
1
1
2
0
0
0
1
2
0
Normal
0
82,029
0.000004
udp
-
INT
2
0
104
0
250,000.0006
254
0
104,000,000
0
0
0
0.004
0
0
0
0
0
0
0
0
0
0
52
0
0
0
3
2
1
1
1
2
0
0
0
2
2
0
Normal
0
82,030
1.974054
tcp
-
FIN
112
20
135,669
870
66.360901
254
252
544,901
3,351.47876
53
1
17.475847
100.743477
1,915.128964
139.378047
255
1,118,103,988
3,140,708,765
255
0.173241
0.059924
0.113317
1,211
44
0
0
2
1
2
1
1
2
0
0
0
1
2
0
Normal
0
82,031
0.652431
tcp
-
FIN
10
6
534
268
22.990937
254
252
5,897.941406
2,746.650635
2
1
66.770444
114.099203
3,454.668681
176.918641
255
277,633,680
902,596,139
255
0.163843
0.081931
0.081912
53
45
0
0
3
1
1
1
1
3
0
0
0
1
3
0
Normal
0
82,032
1.163034
tcp
-
FIN
10
8
534
354
14.616942
254
252
3,308.587891
2,132.354004
2
1
122.663778
152.676422
6,989.715365
253.851297
255
1,765,079,560
1,858,147,603
255
0.152441
0.09429
0.058151
53
44
0
0
3
1
1
1
1
3
0
0
0
1
3
0
Normal
0
82,033
0.000003
udp
-
INT
2
0
104
0
333,333.3215
254
0
138,666,656
0
0
0
0.003
0
0
0
0
0
0
0
0
0
0
52
0
0
0
2
2
1
1
1
2
0
0
0
1
1
0
Normal
0
82,034
0.413249
tcp
-
FIN
10
6
534
268
36.29773
254
252
9,311.577148
4,336.368652
2
1
41.542556
72.637
2,162.972331
91.497539
255
1,613,472,390
266,132,149
255
0.105813
0.050055
0.055758
53
45
0
0
4
1
2
2
2
4
0
0
0
2
4
0
Normal
0
82,035
0.413249
tcp
-
FIN
10
6
534
268
36.29773
254
252
9,311.577148
4,336.368652
2
1
41.542556
72.637
2,162.972331
91.497539
255
1,613,472,390
266,132,149
255
0.105813
0.050055
0.055758
53
45
0
0
4
1
2
2
2
4
0
0
0
2
4
0
Normal
0
82,036
0.721553
tcp
-
FIN
10
8
534
354
23.560292
254
252
5,332.941406
3,437.030762
2
1
75.970444
91.349711
4,649.240375
166.141734
255
2,999,972,825
894,926,904
255
0.190772
0.082096
0.108676
53
44
0
0
4
1
1
1
1
4
0
0
0
1
4
0
Normal
0
82,037
1.196849
tcp
-
FIN
10
8
534
354
14.203964
254
252
3,215.109131
2,072.107666
2
1
123.543667
150.068859
7,138.898083
224.212594
255
736,084,658
3,092,634,155
255
0.182796
0.146364
0.036432
53
44
0
0
4
1
1
1
1
4
0
0
0
1
4
0
Normal
0
82,038
0.696862
tcp
-
FIN
10
6
534
268
21.525066
254
252
5,521.896973
2,571.527832
2
1
72.442333
120.181398
3,905.390599
193.216828
255
3,147,534,810
1,072,912,355
255
0.197912
0.095951
0.101961
53
45
0
0
3
1
2
2
2
3
0
0
0
2
3
0
Normal
0
82,039
0.696862
tcp
-
FIN
10
6
534
268
21.525066
254
252
5,521.896973
2,571.527832
2
1
72.442333
120.181398
3,905.390599
193.216828
255
3,147,534,810
1,072,912,355
255
0.197912
0.095951
0.101961
53
45
0
0
3
1
2
2
2
3
0
0
0
2
3
0
Normal
0
82,040
1.793132
tcp
-
FIN
112
22
135,669
956
74.171898
254
252
599,880
4,073.319824
53
1
15.956748
78.855766
1,712.039888
112.905352
255
935,334,711
648,968,836
255
0.239296
0.137153
0.102143
1,211
43
0
0
1
1
2
1
1
1
0
0
0
21
1
0
Normal
0
82,041
0.925191
tcp
-
FIN
10
8
534
354
18.374585
254
252
4,159.141113
2,680.527588
2
1
99.528
126.36157
7,148.659413
179.702297
255
3,540,293,358
334,088,359
255
0.1445
0.040651
0.103849
53
44
0
0
3
1
1
1
1
3
0
0
0
1
3
0
Normal
0
82,042
0.580113
tcp
-
FIN
10
6
534
268
25.857032
254
252
6,633.19043
3,089.053467
2
1
61.280778
102.083797
3,076.723244
147.572641
255
2,651,013,420
1,361,121,760
255
0.145618
0.069693
0.075925
53
45
0
0
3
1
1
1
1
3
0
0
0
1
3
0
Normal
0
82,043
0.447801
tcp
-
FIN
10
6
534
268
33.497023
254
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