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
82,101
0.71936
tcp
-
FIN
10
6
534
268
20.851869
254
252
5,349.199219
2,491.103271
2
1
73.864556
125.662398
3,919.907489
189.933484
255
1,227,750,541
2,813,594,048
255
0.195872
0.091039
0.104833
53
45
0
0
4
1
1
1
1
2
0
0
0
2
2
0
Normal
0
82,102
1.207251
tcp
-
FIN
34
12
34,230
526
37.274769
254
252
220,163
3,200.660156
14
1
36.583363
102.064367
3,701.652711
121.706312
255
525,221,611
4,022,120,471
255
0.100521
0.035202
0.065319
1,007
44
0
0
1
1
1
1
1
1
0
0
0
1
1
0
Normal
0
82,103
1.59266
tcp
-
FIN
10
8
534
354
10.673967
254
252
2,416.08374
1,557.143433
2
1
173.497333
209.353578
12,114.79428
308.004281
255
3,703,449,262
686,173,054
255
0.202633
0.12718
0.075453
53
44
0
0
1
1
1
1
1
1
0
0
0
1
1
0
Normal
0
82,104
1.138442
tcp
-
FIN
34
10
34,230
440
37.770917
254
252
233,469.9375
2,782.750244
14
1
33.918
118.243219
3,195.116358
208.487219
255
671,017,870
4,278,645,264
255
0.211523
0.07425
0.137273
1,007
44
0
0
1
1
1
1
1
1
0
0
0
1
1
0
Normal
0
82,105
1.611455
tcp
-
FIN
34
12
34,230
526
27.925075
254
252
164,939.1406
2,397.833008
14
1
47.519698
138.269359
4,735.081343
234.707938
255
3,245,173,365
2,943,731,971
255
0.206838
0.090483
0.116355
1,007
44
0
0
1
1
1
1
1
1
0
0
0
11
1
0
Normal
0
82,106
0.685369
tcp
-
FIN
10
8
534
354
24.804156
254
252
5,614.493652
3,618.48877
2
1
73.906222
83.256
4,332.757125
145.631359
255
4,184,347,017
3,544,568,398
255
0.172928
0.102569
0.070359
53
44
0
0
2
1
1
1
1
2
0
0
0
1
2
0
Normal
0
82,107
1.820431
tcp
-
FIN
34
12
34,230
526
24.719421
254
252
146,004.9844
2,122.574219
14
1
55.164574
155.185266
5,952.508466
223.600313
255
131,093,154
3,252,428,459
255
0.156065
0.07482
0.081245
1,007
44
0
0
1
1
1
1
1
1
0
0
0
5
1
0
Normal
0
82,108
0.792712
tcp
-
FIN
10
6
534
268
18.922384
254
252
4,854.222168
2,260.593994
2
1
87.946556
139.818797
4,540.442707
240.468641
255
2,585,373,221
2,808,292,255
255
0.212343
0.093609
0.118734
53
45
0
0
3
1
1
1
1
3
0
0
0
1
3
0
Normal
0
82,109
0.630616
tcp
-
FIN
10
6
534
268
23.786266
254
252
6,101.970215
2,841.665771
2
1
70.068444
103.702398
3,665.388466
173.985562
255
723,844,772
3,984,034,002
255
0.1462
0.090082
0.056118
53
45
0
0
3
1
1
1
1
3
0
0
0
1
3
0
Normal
0
82,110
0.625885
tcp
-
FIN
10
6
534
268
23.966064
254
252
6,148.094238
2,863.145752
2
1
63.095222
98.187
3,310.496542
144.811719
255
2,265,288,575
2,989,502,038
255
0.208777
0.134947
0.07383
53
45
0
0
4
1
1
1
1
3
0
0
0
1
3
0
Normal
0
82,111
1.304083
tcp
-
FIN
34
12
34,230
526
34.507006
254
252
203,815.25
2,963.001709
14
1
38.476606
108.799367
4,276.37323
136.802109
255
3,522,359,907
3,933,731,675
255
0.202733
0.107287
0.095446
1,007
44
0
0
1
1
2
1
1
1
0
0
0
1
2
0
Normal
0
82,112
0.622882
tcp
-
FIN
10
6
534
268
24.081607
254
252
6,177.734863
2,876.949463
2
1
69.114556
97.539602
3,472.878667
161.864625
255
986,472,504
506,163,407
255
0.193483
0.135178
0.058305
53
45
0
0
3
1
1
1
1
3
0
0
0
1
3
0
Normal
0
82,113
0.572249
tcp
-
FIN
10
6
534
268
26.212366
254
252
6,724.345703
3,131.503906
2
1
63.476889
92.516203
3,137.656152
137.856109
255
2,674,795,348
1,278,701,534
255
0.19121
0.109665
0.081545
53
45
0
0
4
1
1
1
1
3
0
0
0
1
3
0
Normal
0
82,114
0.937427
tcp
-
FIN
20
8
17,286
354
28.802243
254
252
140,145.3125
2,645.539307
7
1
49.268476
110.597859
4,728.101389
164.917797
255
4,212,718,683
2,167,780,062
255
0.255385
0.163234
0.092151
864
44
0
0
2
1
1
1
1
2
0
0
0
1
2
0
Normal
0
82,115
0.65961
tcp
-
FIN
10
6
534
268
22.740711
254
252
5,833.750488
2,716.75708
2
1
71.385889
117.474797
3,683.380829
195.114422
255
1,468,548,825
3,512,055,047
255
0.224
0.072235
0.151765
53
45
0
0
4
1
1
1
1
3
0
0
0
1
3
0
Normal
0
82,116
0.632476
tcp
-
FIN
20
8
17,286
354
42.689369
254
252
207,716.9844
3,921.097656
7
1
29.853579
84.203
2,135.339343
107.685133
255
940,885,491
3,629,952,852
255
0.177058
0.043046
0.134012
864
44
0
0
2
1
1
1
1
2
0
0
0
1
2
0
Normal
0
82,117
0.836522
tcp
-
FIN
10
8
534
354
20.322239
254
252
4,599.998535
2,964.656006
2
1
82.287111
107.523141
4,841.093077
161.918422
255
67,019,045
3,503,958,836
255
0.233492
0.083857
0.149635
53
44
0
0
3
1
1
1
1
3
0
0
0
1
3
0
Normal
0
82,118
0.446268
tcp
-
FIN
10
6
534
268
33.61209
254
252
8,622.621094
4,015.524414
2
1
47.092556
78.078203
2,437.802709
118.420109
255
1,062,537,025
4,121,388,554
255
0.105378
0.055876
0.049502
53
45
0
0
3
1
1
1
1
3
0
0
0
1
3
0
Normal
0
82,119
0.744409
tcp
-
FIN
10
6
534
268
20.150212
254
252
5,169.201172
2,407.278809
2
1
92.948251
126.022
4,394.005772
206.963266
255
3,093,534,375
3,469,488,213
255
0.235964
0.114298
0.121666
53
45
0
0
3
1
2
1
1
3
0
0
0
1
3
0
Normal
0
82,120
0.762414
tcp
-
FIN
20
8
17,286
354
35.413831
254
252
172,315.8281
3,252.825928
7
1
40.077263
99.476711
3,261.146044
129.265992
255
2,752,655,546
1,222,300,108
255
0.136365
0.066073
0.070292
864
44
0
0
2
1
2
1
1
2
0
0
0
26
2
0
Normal
0
82,121
0.519177
tcp
-
FIN
20
8
17,286
354
52.005383
254
252
253,046.6406
4,776.791016
7
1
25.841315
64.483715
1,916.910721
83.555039
255
3,207,970,188
2,521,083,813
255
0.118799
0.067786
0.051013
864
44
0
0
2
1
1
1
1
2
0
0
0
5
2
0
Normal
0
82,122
0.63248
tcp
-
FIN
10
8
534
354
26.878319
254
252
6,083.986816
3,921.07251
2
1
68.354444
81.122141
4,515.518055
124.654531
255
1,198,903,257
3,299,255,839
255
0.127381
0.064622
0.062759
53
44
0
0
3
1
1
1
1
3
0
0
0
1
4
0
Normal
0
82,123
0.726324
tcp
-
FIN
10
6
534
268
20.65194
254
252
5,297.911133
2,467.218506
2
1
76.424778
127.331203
4,098.47559
212.971016
255
18,451,260
1,468,243,438
255
0.159428
0.089665
0.069763
53
45
0
0
3
1
1
1
1
3
0
0
0
1
4
0
Normal
0
82,124
0.483116
tcp
-
FIN
10
6
534
268
31.048444
254
252
7,964.960938
3,709.25415
2
1
49.746556
80.739203
2,551.198973
115.955531
255
2,958,463,044
1,078,120,746
255
0.135705
0.079417
0.056288
53
45
0
0
3
1
1
1
1
3
0
0
0
1
4
0
Normal
0
82,125
1.220888
tcp
-
FIN
10
8
534
354
13.924291
254
252
3,151.804199
2,031.30835
2
1
135.654222
156.830141
7,448.812096
331.811188
255
3,412,630,194
273,268,546
255
0.20162
0.085916
0.115704
53
44
0
0
2
1
1
1
1
2
0
0
0
1
2
0
Normal
0
82,126
1.685059
tcp
-
FIN
20
8
17,286
354
16.023178
254
252
77,965.22656
1,471.758545
7
1
88.639632
221.945281
7,895.888495
404.511031
255
420,138,050
3,938,645,915
255
0.21793
0.131439
0.086491
864
44
0
0
1
1
1
1
1
1
0
0
0
2
1
0
Normal
0
82,127
0.594686
tcp
-
FIN
10
6
534
268
25.223396
254
252
6,470.64209
3,013.35498
2
1
63.038667
95.902
3,212.410647
128.229562
255
2,364,886,549
2,868,832,845
255
0.226888
0.115172
0.111716
53
45
0
0
2
1
1
1
1
2
0
0
0
1
2
0
Normal
0
82,128
0.63043
tcp
-
FIN
20
8
17,286
354
42.827912
254
252
208,391.1094
3,933.822998
7
1
30.547895
84.698859
2,471.571478
123.393039
255
1,127,659,624
1,274,914,727
255
0.121538
0.037529
0.084009
864
44
0
0
2
1
1
1
1
2
0
0
0
8
2
0
Normal
0
82,129
1.29563
tcp
-
FIN
10
8
534
354
13.12103
254
252
2,969.983643
1,914.126709
2
1
143.850444
174.409422
10,143.41424
256.499703
255
1,145,694,134
4,230,109,752
255
0.172346
0.074763
0.097583
53
44
0
0
2
1
1
1
1
2
0
0
0
1
2
0
Normal
0
82,130
0.941741
tcp
-
FIN
10
8
534
354
18.051673
254
252
4,086.049072
2,633.42041
2
1
104.637889
121.302711
5,638.338923
226.133531
255
3,110,705,066
1,025,610,026
255
0.193084
0.091911
0.101173
53
44
0
0
2
1
1
1
1
2
0
0
0
2
2
0
Normal
0
82,131
1.056353
tcp
-
FIN
20
8
17,286
354
25.559638
254
252
124,367.5234
2,347.700195
7
1
53.304792
136.557719
4,866.20261
190.027656
255
4,218,461,659
1,133,222,862
255
0.207851
0.100444
0.107407
864
44
0
0
2
1
1
1
1
2
0
0
0
13
2
0
Normal
0
82,132
0.607827
tcp
-
FIN
20
8
17,286
354
44.420534
254
252
216,140.4375
4,080.108154
7
1
31.990896
69.665711
2,533.662118
96.404414
255
3,678,814,804
824,937,117
255
0.143415
0.102516
0.040899
864
44
0
0
1
1
1
1
1
1
0
0
0
21
1
0
Normal
0
82,133
0.626751
tcp
-
FIN
10
6
534
268
23.932949
254
252
6,139.599121
2,859.189697
2
1
69.619889
106.015398
3,652.478028
173.904359
255
709,898,781
361,661,566
255
0.264164
0.096665
0.167499
53
45
0
0
2
1
1
1
1
1
0
0
0
2
1
0
Normal
0
82,134
1.699626
tcp
-
FIN
14
8
8,854
354
12.35566
254
252
38,700.28125
1,459.144531
4
1
130.736849
230.029578
8,732.912617
357.603594
255
1,025,577,267
1,763,999,625
255
0.213557
0.089418
0.124139
632
44
0
0
1
1
2
1
1
1
0
0
0
1
1
0
Normal
0
82,135
0.791183
tcp
-
FIN
10
6
534
268
18.958951
254
252
4,863.603027
2,264.962646
2
1
87.909222
139.188797
4,507.924194
230.189531
255
2,299,968,224
816,287,476
255
0.168025
0.094171
0.073854
53
45
0
0
3
1
1
1
1
3
0
0
0
1
3
0
Normal
0
82,136
0.745424
tcp
-
FIN
10
6
534
268
20.122777
254
252
5,162.163086
2,404.000977
2
1
68.857
131.599594
3,437.468723
163.947531
255
3,492,024,575
4,209,959,447
255
0.191632
0.087425
0.104207
53
45
0
0
3
1
1
1
1
3
0
0
0
2
3
0
Normal
0
82,137
0.549529
tcp
-
FIN
10
6
534
268
27.296102
254
252
7,002.359863
3,260.974365
2
1
61.058778
89.736
2,975.421358
142.107922
255
2,753,147,648
1,477,300,574
255
0.145016
0.100188
0.044828
53
45
0
0
3
1
1
1
1
3
0
0
0
1
3
0
Normal
0
82,138
2.305187
tcp
-
FIN
14
8
8,854
354
9.10989
254
252
28,533.91016
1,075.834595
4
1
174.40862
310.915844
14,787.34307
488.095563
255
3,119,299,823
1,457,004,747
255
0.274752
0.128768
0.145984
632
44
0
0
1
1
1
1
1
1
0
0
0
1
1
0
Normal
0
82,139
0.896651
tcp
-
FIN
10
6
534
268
16.728916
254
252
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