id
int64
1
82.3k
dur
float64
0
60
proto
stringlengths
2
11
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
82,301
0.463934
tcp
-
FIN
10
6
588
268
32.332185
254
252
9,139.230469
3,862.618408
2
1
49.862556
76.591797
2,735.326617
124.750578
255
1,813,275,157
403,283,312
255
0.184552
0.080966
0.103586
59
45
0
0
2
1
1
1
1
2
0
0
0
1
2
0
Normal
0
82,302
1.182365
tcp
-
FIN
10
8
588
354
14.377964
254
252
3,586.033203
2,097.491211
2
1
129.526
157.110281
8,060.749954
228.635922
255
579,292,474
2,142,553,042
255
0.187441
0.082587
0.104854
59
44
0
0
2
1
1
1
1
2
0
0
0
1
2
0
Normal
0
82,303
0.449797
tcp
-
FIN
10
6
588
268
33.348377
254
252
9,426.474609
3,984.019531
2
1
46.214778
76.966797
2,370.798462
109.511102
255
1,685,404,583
1,177,511,838
255
0.115592
0.064962
0.05063
59
45
0
0
2
1
1
1
1
2
0
0
0
1
2
0
Normal
0
82,304
0.87001
tcp
-
FIN
10
6
588
268
17.241181
254
252
4,873.507324
2,059.746338
2
1
94.433
135.309
5,339.727953
237.200656
255
1,500,943,045
1,441,992,842
255
0.273498
0.193462
0.080036
59
45
0
0
2
1
1
1
1
2
0
0
0
1
2
0
Normal
0
82,305
1.766424
tcp
-
FIN
10
8
588
354
9.623964
254
252
2,400.329834
1,403.966431
2
1
192.876889
246.954
13,800.73453
358.776313
255
2,420,472,018
1,098,293,943
255
0.090915
0.037742
0.053173
59
44
0
0
1
1
1
1
1
1
0
0
0
1
1
0
Normal
0
82,306
1.02508
tcp
-
FIN
10
6
588
268
14.633005
254
252
4,136.262695
1,748.15625
2
1
104.908667
187.497594
6,527.054366
314.669188
255
2,904,480,762
3,535,945,372
255
0.155872
0.087582
0.06829
59
45
0
0
1
1
1
1
1
1
0
0
0
1
1
0
Normal
0
82,307
0.498365
tcp
-
FIN
10
6
588
268
30.098421
254
252
8,507.820312
3,595.758057
2
1
54.108778
83.815797
2,856.796614
144.256875
255
1,218,588,601
1,053,973,200
255
0.173253
0.079284
0.093969
59
45
0
0
1
1
1
1
1
1
0
0
0
1
1
0
Normal
0
82,308
0.971427
tcp
-
FIN
10
8
588
354
17.500028
254
252
4,364.712891
2,552.945312
2
1
103.537333
129.011289
5,704.76773
232.953141
255
3,275,563,102
1,956,259,247
255
0.157853
0.068347
0.089506
59
44
0
0
2
1
2
2
1
2
0
0
0
2
2
0
Normal
0
82,309
0.467263
tcp
-
FIN
10
6
588
268
32.101835
254
252
9,074.118164
3,835.099121
2
1
51.809444
83.736398
2,706.544263
137.749484
255
3,265,944,321
447,164,267
255
0.166657
0.048575
0.118082
59
45
0
0
2
1
2
2
1
2
0
0
0
2
2
0
Normal
0
82,310
1.026355
tcp
-
FIN
10
8
588
354
16.563469
254
252
4,131.124023
2,416.317871
2
1
113.982
138.440578
8,451.842384
195.614281
255
1,897,676,386
2,474,085,714
255
0.10692
0.05727
0.04965
59
44
0
0
2
1
1
1
1
2
0
0
0
1
2
0
Normal
0
82,311
1.363057
tcp
-
FIN
10
8
588
354
12.471965
254
252
3,110.655029
1,819.439697
2
1
143.558
186.616719
9,408.307343
257.677078
255
1,740,750,745
600,037,984
255
0.114715
0.056739
0.057976
59
44
0
0
2
1
1
1
1
2
0
0
0
1
2
0
Normal
0
82,312
0.888738
tcp
-
FIN
10
6
588
268
16.877865
254
252
4,770.810059
2,016.342285
2
1
96.932111
164.411203
5,672.151413
298.636563
255
1,483,650,619
1,231,869,643
255
0.142152
0.066679
0.075473
59
45
0
0
3
1
1
1
1
2
0
0
0
1
2
0
Normal
0
82,313
1.173606
tcp
-
FIN
10
8
588
354
14.48527
254
252
3,612.796631
2,113.145264
2
1
124.913111
155.711422
8,129.774922
207.543859
255
1,315,295,959
2,061,446,990
255
0.1435
0.083616
0.059884
59
44
0
0
1
1
1
1
1
1
0
0
0
1
1
0
Normal
0
82,314
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
1
2
1
1
1
1
0
0
0
1
1
0
Normal
0
82,315
0.524434
tcp
-
FIN
10
6
588
268
28.602266
254
252
8,084.907227
3,417.017334
2
1
54.837556
88.782797
2,932.416239
142.5535
255
2,572,742,215
3,690,476,903
255
0.13436
0.080514
0.053846
59
45
0
0
1
1
1
1
1
1
0
0
0
1
1
0
Normal
0
82,316
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
2
2
1
1
1
2
0
0
0
1
2
0
Normal
0
82,317
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
2
2
1
1
1
2
0
0
0
2
2
0
Normal
0
82,318
0.947039
tcp
-
FIN
10
6
588
268
15.838841
254
252
4,477.112305
1,892.213501
2
1
105.122222
170.939
6,914.180626
308.874563
255
3,714,205,944
3,164,085,634
255
0.172227
0.09234
0.079887
59
45
0
0
4
1
1
1
1
4
0
0
0
1
4
0
Normal
0
82,319
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
82,320
0.811914
tcp
-
FIN
10
6
588
268
18.474862
254
252
5,222.228027
2,207.130127
2
1
83.216333
138.888594
4,368.102356
195.623781
255
3,487,870,721
2,884,385,558
255
0.237125
0.117467
0.119658
59
45
0
0
4
1
1
1
1
4
0
0
0
1
4
0
Normal
0
82,321
0.00001
udp
-
INT
2
0
104
0
100,000.0025
254
0
41,600,000
0
0
0
0.01
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
82,322
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
2
2
1
1
1
2
0
0
0
1
2
0
Normal
0
82,323
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
1
2
1
1
1
1
0
0
0
1
1
0
Normal
0
82,324
5.16741
tcp
-
FIN
108
24
138,067
1,042
25.351192
254
252
211,771.8594
1,546.616211
51
1
48.287767
221.155219
9,709.118613
559.5605
255
2,309,382,861
4,150,989,117
255
0.140691
0.080831
0.05986
1,278
43
0
0
1
1
1
1
1
1
0
0
0
1
3
0
Normal
0
82,325
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
82,326
0.00001
udp
-
INT
2
0
104
0
100,000.0025
254
0
41,600,000
0
0
0
0.01
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
82,327
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
1
2
1
1
1
1
0
0
0
1
1
0
Normal
0
82,328
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
1
2
2
1
1
2
0
0
0
2
1
0
Normal
0
82,329
1.106101
tcp
-
FIN
20
8
18,062
354
24.410067
254
252
124,104.3984
2,242.109863
7
1
55.880051
143.7
4,798.130981
190.980813
255
1,072,535,109
3,284,291,478
255
0.173208
0.100191
0.073017
903
44
0
0
1
1
2
1
1
1
0
0
0
3
2
0
Normal
0
82,330
0
arp
-
INT
1
0
46
0
0
0
0
0
0
0
0
60,000.72
0
0
0
0
0
0
0
0
0
0
46
0
0
0
1
2
1
1
1
1
0
0
0
1
1
1
Normal
0
82,331
0
arp
-
INT
1
0
46
0
0
0
0
0
0
0
0
60,000.732
0
10.954518
0
0
0
0
0
0
0
0
46
0
0
0
1
2
1
1
1
1
0
0
0
1
1
1
Normal
0
82,332
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
1
2
1
1
1
1
0
0
0
1
1
0
Normal
0