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
82,201
0.567372
tcp
-
FIN
10
6
756
268
26.43768
254
252
9,602.165039
3,158.421387
2
1
61.529
102.651
3,475.53379
168.274812
255
784,073,118
1,685,085,134
255
0.117681
0.054112
0.063569
76
45
0
0
4
1
2
1
1
3
0
0
0
1
4
0
Normal
0
82,202
1.091367
tcp
-
FIN
10
8
534
354
15.576795
254
252
3,525.853271
2,272.379395
2
1
116.372778
146.285422
6,242.88991
282.264281
255
3,429,546,161
3,272,277,600
255
0.246226
0.06736
0.178866
53
44
0
0
4
1
2
1
1
2
0
0
0
2
2
0
Normal
0
82,203
0.860471
tcp
-
FIN
10
6
534
268
17.432313
254
252
4,471.969238
2,082.580322
2
1
91.400222
156.639797
5,094.536263
244.389172
255
2,288,273,344
1,887,560,576
255
0.138516
0.077262
0.061254
53
45
0
0
4
1
1
1
1
2
0
0
0
1
2
0
Normal
0
82,204
1.089328
tcp
-
FIN
10
6
756
268
13.769957
254
252
5,001.248047
1,645.050781
2
1
116.976111
208.192594
7,997.820008
362.108031
255
1,736,697,242
240,293,469
255
0.119533
0.048363
0.07117
76
45
0
0
3
1
1
1
1
3
0
0
0
1
4
0
Normal
0
82,205
0
arp
-
INT
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0
46
0
0
0
0
0
0
0
0
60,000.704
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
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82,206
0
arp
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INT
1
0
46
0
0
0
0
0
0
0
0
60,000.7
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
82,207
0.589532
tcp
-
FIN
10
6
534
268
25.443911
254
252
6,527.211426
3,039.699219
2
1
65.406667
100.526
3,412.476891
166.945234
255
2,172,529,354
40,905,829
255
0.160568
0.086893
0.073675
53
45
0
0
5
1
1
1
1
2
0
0
0
3
3
0
Normal
0
82,208
1.044655
tcp
-
FIN
10
8
534
354
16.273316
254
252
3,683.512939
2,373.989502
2
1
116.072778
139.972
6,487.985598
245.117609
255
4,212,418,700
706,823,371
255
0.144909
0.064734
0.080175
53
44
0
0
5
1
1
1
1
2
0
0
0
1
3
0
Normal
0
82,209
1.031887
tcp
-
FIN
10
6
534
268
14.536475
254
252
3,729.090332
1,736.624146
2
1
114.55
193.585797
6,382.743163
342.289156
255
1,118,843,084
1,159,499,932
255
0.194333
0.06395
0.130383
53
45
0
0
2
1
1
1
1
1
0
0
0
3
2
0
Normal
0
82,210
0.975058
tcp
-
FIN
10
8
534
354
17.43486
254
252
3,946.431885
2,543.438477
2
1
108.339778
130.448289
6,777.460156
199.092375
255
4,230,380,764
1,225,618,874
255
0.136103
0.06112
0.074983
53
44
0
0
1
1
1
1
1
1
0
0
0
1
1
0
Normal
0
82,211
1.41754
tcp
-
FIN
10
8
756
354
11.992607
254
252
3,843.277832
1,749.509766
2
1
157.504444
189.533422
8,879.918631
355.214812
255
2,967,499,715
1,198,972,375
255
0.155334
0.090081
0.065253
76
44
0
0
1
1
1
1
1
1
0
0
0
1
1
0
Normal
0
82,212
0.614875
tcp
-
FIN
10
6
534
268
24.395202
254
252
6,258.182129
2,914.41333
2
1
64.499
113.039602
3,704.687347
180.149359
255
3,827,410,200
3,701,136,106
255
0.099738
0.049676
0.050062
53
45
0
0
4
1
1
1
1
3
0
0
0
2
3
0
Normal
0
82,213
1.535806
tcp
-
FIN
10
8
534
354
11.069107
254
252
2,505.524902
1,614.787354
2
1
163.237778
205.862281
8,780.164654
326.465062
255
4,045,143,727
888,953,717
255
0.278494
0.094763
0.183731
53
44
0
0
4
1
2
2
2
3
0
0
0
3
3
0
Normal
0
82,214
1.535806
tcp
-
FIN
10
8
534
354
11.069107
254
252
2,505.524902
1,614.787354
2
1
163.237778
205.862281
8,780.164654
326.465062
255
4,045,143,727
888,953,717
255
0.278494
0.094763
0.183731
53
44
0
0
4
1
2
2
2
3
0
0
0
3
3
0
Normal
0
82,215
0.79264
tcp
-
FIN
10
6
756
268
18.924102
254
252
6,873.233887
2,260.799316
2
1
84.468111
130.775797
4,350.292186
206.470656
255
2,842,795,391
2,773,094,433
255
0.182359
0.138757
0.043602
76
45
0
0
3
1
1
1
1
3
0
0
0
1
3
0
Normal
0
82,216
0.550534
tcp
-
FIN
10
6
756
268
27.246273
254
252
9,895.84668
3,255.021484
2
1
61.092556
86.259797
3,033.382567
133.748266
255
3,785,179,133
2,578,453,384
255
0.197642
0.119226
0.078416
76
45
0
0
2
1
1
1
1
2
0
0
0
1
2
0
Normal
0
82,217
1.586373
tcp
-
FIN
10
8
534
354
10.716269
254
252
2,425.65918
1,563.314575
2
1
176.263667
213.666859
12,526.28232
323.908063
255
1,377,956,953
1,495,794,280
255
0.169156
0.090049
0.079107
53
44
0
0
2
1
1
1
1
1
0
0
0
2
1
0
Normal
0
82,218
1.481174
tcp
-
FIN
10
8
534
354
11.477382
254
252
2,597.939209
1,674.347534
2
1
159.374778
192.510422
9,912.470487
401.004969
255
2,044,349,727
2,937,220,526
255
0.206008
0.133591
0.072417
53
44
0
0
2
1
1
1
1
1
0
0
0
2
1
0
Normal
0
82,219
0.787675
tcp
-
FIN
10
6
534
268
19.043387
254
252
4,885.263672
2,275.049805
2
1
83.671444
137.817797
4,487.36215
229.224281
255
848,130,117
2,304,224,449
255
0.146187
0.09858
0.047607
53
45
0
0
6
1
1
1
1
2
0
0
0
2
2
0
Normal
0
82,220
2.436643
tcp
-
FIN
10
8
534
354
6.976812
254
252
1,579.221924
1,017.793762
2
1
264.821778
327.253844
16,439.77259
473.656469
255
1,991,221,519
2,112,073,524
255
0.261818
0.14586
0.115958
53
44
0
0
6
1
1
1
1
2
0
0
0
1
2
0
Normal
0
82,221
1.151195
tcp
-
FIN
10
6
534
268
13.029938
254
252
3,342.613281
1,556.643188
2
1
122.866444
214.119406
8,173.801417
367.927062
255
2,346,402,036
3,761,979,780
255
0.137952
0.080594
0.057358
53
45
0
0
2
1
1
1
1
1
0
0
0
2
1
0
Normal
0
82,222
0.751235
tcp
-
FIN
10
6
534
268
19.967121
254
252
5,122.231934
2,385.405273
2
1
78.592444
139.108594
4,338.678454
232.027578
255
1,781,192,013
429,297,374
255
0.126362
0.055683
0.070679
53
45
0
0
4
1
1
1
1
2
0
0
0
1
2
0
Normal
0
82,223
0.54079
tcp
-
FIN
10
6
534
268
27.737198
254
252
7,115.516113
3,313.670654
2
1
58.310222
83.154
3,079.904525
128.9405
255
2,285,731,639
1,340,420,737
255
0.224566
0.125016
0.09955
53
45
0
0
4
1
1
1
1
2
0
0
0
1
2
0
Normal
0
82,224
0.955965
tcp
-
FIN
10
6
534
268
15.690951
254
252
4,025.251953
1,874.545654
2
1
102.023
173.997594
5,579.090656
286.885219
255
1,091,526,221
3,738,218,005
255
0.130807
0.085972
0.044835
53
45
0
0
3
1
1
1
1
2
0
0
0
1
2
0
Normal
0
82,225
0.948198
tcp
-
FIN
10
6
534
268
15.81948
254
252
4,058.224121
1,889.900635
2
1
101.609889
173.315797
5,454.560076
303.748656
255
3,360,653,974
3,360,838,492
255
0.231244
0.081618
0.149626
53
45
0
0
3
1
1
1
1
2
0
0
0
2
2
0
Normal
0
82,226
0.539467
tcp
-
FIN
10
6
534
268
27.805224
254
252
7,132.966797
3,321.797363
2
1
59.940778
86.469797
2,985.069022
138.308344
255
4,117,543,630
2,441,351,740
255
0.196483
0.106388
0.090095
53
45
0
0
3
1
1
1
1
2
0
0
0
2
2
0
Normal
0
82,227
0.755002
tcp
-
FIN
10
6
534
268
19.867496
254
252
5,096.675293
2,373.503662
2
1
81.228667
129.132
4,272.394255
212.578297
255
1,395,687,813
159,430,689
255
0.184912
0.109333
0.075579
53
45
0
0
3
1
1
1
1
2
0
0
0
1
2
0
Normal
0
82,228
1.69253
tcp
-
FIN
10
8
534
354
10.044135
254
252
2,273.519531
1,465.262085
2
1
185.373222
232.144859
11,621.90439
332.258375
255
3,344,883,184
2,937,820,312
255
0.139804
0.067507
0.072297
53
44
0
0
4
1
1
1
1
2
0
0
0
1
2
0
Normal
0
82,229
1.56625
tcp
-
FIN
10
8
756
354
10.853951
254
252
3,478.37207
1,583.399902
2
1
173.921889
208.737
10,476.84001
408.199719
255
1,100,408,119
61,330,733
255
0.193872
0.105081
0.088791
76
44
0
0
2
1
1
1
1
2
0
0
0
2
2
0
Normal
0
82,230
0.715213
tcp
-
FIN
10
6
534
268
20.972773
254
252
5,380.215332
2,505.547363
2
1
79.455222
126.672602
4,248.505271
211.58525
255
4,202,642,029
3,184,494,072
255
0.169221
0.081841
0.08738
53
45
0
0
4
1
2
1
1
2
0
0
0
1
2
0
Normal
0
82,231
2.034017
tcp
-
FIN
10
8
534
354
8.357845
254
252
1,891.822876
1,219.262085
2
1
221.118556
278.473281
15,340.58733
608.493625
255
266,089,955
4,114,302,905
255
0.189717
0.084694
0.105023
53
44
0
0
2
1
1
1
1
1
0
0
0
1
1
0
Normal
0
82,232
0.991886
tcp
-
FIN
10
8
534
354
17.139066
254
252
3,879.478027
2,500.287354
2
1
104.687778
131.852422
6,617.364354
183.013766
255
1,639,952,250
1,991,736,385
255
0.122574
0.068909
0.053665
53
44
0
0
3
1
1
1
1
1
0
0
0
2
1
0
Normal
0
82,233
0.610736
tcp
-
FIN
10
6
534
268
24.56053
254
252
6,300.594727
2,934.164551
2
1
63.162444
103.300797
3,360.321415
161.803984
255
110,129,511
2,474,215,420
255
0.170992
0.094222
0.07677
53
45
0
0
5
1
1
1
1
3
0
0
0
2
3
0
Normal
0
82,234
0.364011
tcp
-
FIN
10
6
534
268
41.207547
254
252
10,571.10938
4,922.928223
2
1
36.234222
59.360398
1,818.547343
80.639867
255
2,462,688,011
1,620,888,204
255
0.109748
0.0672
0.042548
53
45
0
0
5
1
1
1
1
3
0
0
0
2
3
0
Normal
0
82,235
1.5716
tcp
-
FIN
10
8
534
354
10.817002
254
252
2,448.460205
1,578.009766
2
1
174.622222
209.218719
10,479.90864
432.625938
255
2,058,229,713
399,091,025
255
0.165023
0.060951
0.104072
53
44
0
0
5
1
1
1
1
3
0
0
0
1
3
0
Normal
0
82,236
1.902282
tcp
-
FIN
10
8
756
354
8.936635
254
252
2,863.928711
1,303.697388
2
1
202.841333
250.635422
13,111.31198
340.552563
255
3,140,783,757
1,003,261,709
255
0.237067
0.147826
0.089241
76
44
0
0
1
1
2
1
1
1
0
0
0
1
1
0
Normal
0
82,237
2.745877
tcp
-
FIN
10
8
534
354
6.1911
254
252
1,401.373779
903.172302
2
1
299.289222
381.673156
22,858.36413
838.321063
255
1,734,667,006
3,018,202,830
255
0.109111
0.074155
0.034956
53
44
0
0
5
1
1
1
1
1
0
0
0
3
1
0
Normal
0
82,238
0.64252
tcp
-
FIN
10
6
756
268
23.345576
254
252
8,479.113281
2,789.018311
2
1
71.283444
109.068398
3,565.430846
176.413031
255
1,645,616,175
511,269,599
255
0.174002
0.097168
0.076834
76
45
0
0
3
1
1
1
1
3
0
0
0
2
3
0
Normal
0
82,239
0.736924
tcp
-
FIN
10
6
756
268
20.354881
254
252
7,392.892578
2,431.729736
2
1
76.028444
125.675602
4,251.003661
189.90625
255
56,977,572
1,072,419,942
255
0.183734
0.108542
0.075192
76
45
0
0
3
1
1
1
1
3
0
0
0
1
3
0
Normal
0
82,240
0.670568
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