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1
175k
dur
float64
0
60
proto
stringclasses
133 values
service
stringclasses
13 values
state
stringclasses
9 values
spkts
int64
1
9.62k
dpkts
int64
0
11k
sbytes
int64
28
13M
dbytes
int64
0
14.7M
rate
float64
0
1M
sttl
int64
0
255
dttl
int64
0
254
sload
float64
0
5.99B
dload
float64
0
22.4M
sloss
int64
0
4.8k
dloss
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0
5.48k
sinpkt
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0
84.4k
dinpkt
float64
0
56.7k
sjit
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0
1.46M
djit
float64
0
289k
swin
int64
0
255
stcpb
int64
0
4.29B
dtcpb
int64
0
4.29B
dwin
int64
0
255
tcprtt
float64
0
2.52
synack
float64
0
2.1
ackdat
float64
0
1.52
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int64
28
1.5k
dmean
int64
0
1.46k
trans_depth
int64
0
172
response_body_len
int64
0
6.56M
ct_srv_src
int64
1
63
ct_state_ttl
int64
0
6
ct_dst_ltm
int64
1
51
ct_src_dport_ltm
int64
1
51
ct_dst_sport_ltm
int64
1
46
ct_dst_src_ltm
int64
1
65
is_ftp_login
int64
0
4
ct_ftp_cmd
int64
0
4
ct_flw_http_mthd
int64
0
30
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
201
9.544028
tcp
http
FIN
12
18
1,580
10,168
3.038549
31
29
1,214.581421
8,050.269531
3
5
867.607807
561.377518
55,314.79017
39,705.41152
255
797,034,991
798,124,296
255
0.000751
0.000606
0.000145
132
565
1
3,924
2
0
9
2
1
2
0
0
1
3
5
0
Normal
0
202
0.001167
udp
dns
CON
2
2
146
178
2,570.694002
31
29
500,428.4375
610,111.375
0
0
0.01
0.007
0
0
0
0
0
0
0
0
0
73
89
0
0
5
0
1
1
1
2
0
0
0
1
10
0
Normal
0
203
12.95513
tcp
http
FIN
14
18
1,684
10,168
2.392875
31
29
965.795044
5,930.624023
3
5
996.519885
762.032882
71,257.9053
62,243.2061
255
604,519,115
2,755,175,801
255
0.000715
0.000567
0.000148
120
565
1
3,924
3
0
4
2
1
3
0
0
1
4
2
0
Normal
0
204
0.004846
udp
-
CON
4
4
568
312
1,444.490268
31
29
703,260.375
386,297.9688
0
0
1.264333
1.075667
1.778846
1.511323
0
0
0
0
0
0
0
142
78
0
0
8
0
4
1
1
4
0
0
0
2
2
0
Normal
0
205
27.244581
tcp
-
FIN
24
26
2,024
4,416
1.798523
31
29
569.654541
1,247.07373
6
6
1,184.532185
1,089.756125
140,503.9431
4,120.34775
255
2,704,030,513
2,704,402,239
255
0.000799
0.000664
0.000135
84
170
0
0
3
0
9
2
1
1
0
0
0
3
5
0
Normal
0
206
0.001754
udp
-
CON
4
4
528
304
3,990.878066
31
29
1,806,157.375
1,039,908.813
0
0
0.464
0.215
0.649124
0.298402
0
0
0
0
0
0
0
132
76
0
0
8
0
4
1
1
4
0
0
0
2
2
0
Normal
0
207
0.001253
udp
dns
CON
2
2
146
178
2,394.253801
31
29
466,081.4063
568,236.25
0
0
0.009
0.006
0
0
0
0
0
0
0
0
0
73
89
0
0
9
0
4
1
1
1
0
0
0
1
5
0
Normal
0
208
32.345036
tcp
-
FIN
122
126
7,816
15,132
7.636411
31
29
1,917.32666
3,712.965576
30
32
269.539
260.842764
68,694.5801
67,577.02929
255
1,969,420,719
1,970,525,525
255
0.000661
0.00053
0.000131
64
120
0
0
11
0
5
1
1
5
0
0
0
3
10
0
Normal
0
209
0.00106
udp
dns
CON
2
2
132
164
2,830.188576
31
29
498,113.1875
618,867.875
0
0
0.015
0.011
0
0
0
0
0
0
0
0
0
66
82
0
0
8
0
1
1
1
2
0
0
0
1
9
0
Normal
0
210
36.747131
tcp
-
FIN
64
66
3,806
51,808
3.510478
31
29
815.737122
11,108.13281
7
26
583.282136
565.329538
110,598.7111
108,896.7095
255
3,742,293,324
3,742,662,704
255
0.000855
0.000696
0.000159
59
785
0
0
11
0
10
1
1
2
0
0
0
3
7
0
Normal
0
211
0.001162
udp
dns
CON
2
2
130
162
2,581.755593
31
29
447,504.3125
557,659.1875
0
0
0.009
0.007
0
0
0
0
0
0
0
0
0
65
81
0
0
5
0
1
2
1
1
0
0
0
2
7
0
Normal
0
212
0.001195
udp
dns
CON
2
2
130
162
2,510.460211
31
29
435,146.4375
542,259.375
0
0
0.023
0.011
0
0
0
0
0
0
0
0
0
65
81
0
0
5
0
1
2
1
1
0
0
0
2
4
0
Normal
0
213
0.001146
udp
dns
CON
2
2
146
178
2,617.801058
31
29
509,598.5938
621,291.4375
0
0
0.009
0.006
0
0
0
0
0
0
0
0
0
73
89
0
0
9
0
2
2
2
3
0
0
0
2
8
0
Normal
0
214
0.001003
udp
dns
CON
2
2
146
178
2,991.027057
31
29
582,253.25
709,870.4375
0
0
0.009
0.002
0
0
0
0
0
0
0
0
0
73
89
0
0
2
0
12
2
1
2
0
0
0
12
2
0
Normal
0
215
0.001146
udp
dns
CON
2
2
146
178
2,617.801058
31
29
509,598.5938
621,291.4375
0
0
0.009
0.006
0
0
0
0
0
0
0
0
0
73
89
0
0
9
0
2
2
2
3
0
0
0
2
8
0
Normal
0
216
0.020663
tcp
-
FIN
16
18
1,540
1,644
1,597.057493
31
29
559,066.9375
601,267.9375
4
4
1.356133
1.188353
85.397259
2.24167
255
2,142,071,420
4,292,058,385
255
0.000573
0.000457
0.000116
96
91
0
0
7
0
7
6
1
7
0
0
0
12
11
0
Normal
0
217
0.001115
udp
dns
CON
2
2
132
164
2,690.582979
31
29
473,542.5938
588,340.8125
0
0
0.008
0.007
0
0
0
0
0
0
0
0
0
66
82
0
0
8
0
1
1
1
4
0
0
0
1
5
0
Normal
0
218
0.001153
udp
dns
CON
2
2
132
164
2,601.907957
31
29
457,935.8125
568,950.5625
0
0
0.009
0.007
0
0
0
0
0
0
0
0
0
66
82
0
0
5
0
2
1
1
3
0
0
0
1
12
0
Normal
0
219
0.004034
tcp
http
FIN
8
10
1,052
824
4,214.179492
31
29
1,826,475
1,471,492.375
2
2
0.525429
0.388333
33.451131
0.688493
255
2,142,067,552
4,288,462,895
255
0.00066
0.000535
0.000125
132
82
1
83
3
0
12
3
1
2
0
0
1
12
2
0
Normal
0
220
0.001094
udp
dns
CON
2
2
132
164
2,742.230477
31
29
482,632.5625
599,634.375
0
0
0.009
0.007
0
0
0
0
0
0
0
0
0
66
82
0
0
6
0
2
1
1
2
0
0
0
1
12
0
Normal
0
221
0.001065
udp
dns
CON
2
2
132
164
2,816.901513
31
29
495,774.6563
615,962.4375
0
0
0.009
0.007
0
0
0
0
0
0
0
0
0
66
82
0
0
9
0
3
2
1
2
0
0
0
4
4
0
Normal
0
222
0.047744
tcp
ssh
FIN
62
58
5,928
8,010
2,492.459866
31
29
977,379.375
1,319,034.875
14
17
0.795733
0.870333
125.534049
0
255
4,107,450,233
1,962,368,749
255
0.000761
0.000615
0.000146
96
138
0
0
1
0
9
1
1
1
0
0
0
3
1
0
Normal
0
223
0.001215
udp
dns
CON
2
2
132
164
2,469.135691
31
29
434,567.875
539,917.6875
0
0
0.009
0.007
0
0
0
0
0
0
0
0
0
66
82
0
0
6
0
1
1
1
2
0
0
0
1
8
0
Normal
0
224
0.001157
udp
dns
CON
2
2
132
164
2,592.91279
31
29
456,352.6563
566,983.625
0
0
0.008
0.007
0
0
0
0
0
0
0
0
0
66
82
0
0
2
0
4
1
1
1
0
0
0
12
1
0
Normal
0
225
0.001128
udp
dns
CON
2
2
146
178
2,659.574528
31
29
517,730.5
631,205.6875
0
0
0.009
0.007
0
0
0
0
0
0
0
0
0
73
89
0
0
6
0
3
2
1
1
0
0
0
2
4
0
Normal
0
226
0.001274
udp
dns
CON
2
2
132
164
2,354.787998
31
29
414,442.6875
514,913.6563
0
0
0.009
0.007
0
0
0
0
0
0
0
0
0
66
82
0
0
9
0
1
2
1
3
0
0
0
4
7
0
Normal
0
227
0.018716
tcp
-
FIN
16
18
1,540
1,644
1,763.197262
31
29
617,225.875
663,817.0625
4
4
1.224667
1.060941
73.670957
2.028417
255
2,204,167,607
60,896,555
255
0.000831
0.000677
0.000154
96
91
0
0
12
0
8
6
1
6
0
0
0
12
9
0
Normal
0
228
0.004739
udp
-
CON
4
4
568
312
1,477.104876
31
29
719,139.0625
395,020.0313
0
0
1.215
1.058667
1.704843
1.485161
0
0
0
0
0
0
0
142
78
0
0
2
0
2
1
1
3
0
0
0
4
4
0
Normal
0
229
0.00124
udp
dns
CON
2
2
146
178
2,419.354815
31
29
470,967.75
574,193.5625
0
0
0.009
0.007
0
0
0
0
0
0
0
0
0
73
89
0
0
5
0
3
1
1
1
0
0
0
1
4
0
Normal
0
230
1.375854
tcp
-
FIN
40
42
2,558
23,162
58.872525
31
29
14,507.35352
131,473.25
7
14
35.270153
33.530123
2,820.506405
2,750.717551
255
169,420,096
1,077,905,678
255
0.001233
0.001116
0.000117
64
551
0
0
12
0
1
1
1
1
0
0
0
12
7
0
Normal
0
231
0.001151
udp
dns
CON
2
2
146
178
2,606.429117
31
29
507,384.875
618,592.5
0
0
0.009
0.007
0
0
0
0
0
0
0
0
0
73
89
0
0
9
0
1
1
1
1
0
0
0
1
4
0
Normal
0
232
0.001074
udp
dns
CON
2
2
132
164
2,793.296014
31
29
491,620.0938
610,800.75
0
0
0.01
0.007
0
0
0
0
0
0
0
0
0
66
82
0
0
6
0
1
2
1
2
0
0
0
2
9
0
Normal
0
233
0.001673
udp
-
CON
4
4
528
304
4,184.100294
31
29
1,893,604.25
1,090,257
0
0
0.428667
0.197667
0.600569
0.272472
0
0
0
0
0
0
0
132
76
0
0
2
0
2
1
1
3
0
0
0
4
4
0
Normal
0
234
2.151973
tcp
-
FIN
40
44
2,558
23,266
38.569257
31
29
9,275.208984
84,528.9375
7
14
55.170794
50.034905
3,548.72242
3,377.750613
255
2,814,106,418
3,754,860,334
255
0.001009
0.000469
0.00054
64
529
0
0
7
0
5
1
1
1
0
0
0
6
11
0
Normal
0
235
0.001677
udp
-
CON
4
4
528
304
4,174.120543
31
29
1,889,087.75
1,087,656.5
0
0
0.432333
0.206
0.606462
0.284257
0
0
0
0
0
0
0
132
76
0
0
4
0
2
1
1
3
0
0
0
3
4
0
Normal
0
236
0.004855
udp
-
CON
4
4
568
312
1,441.81258
31
29
701,956.75
385,581.875
0
0
1.261333
1.058
1.775311
1.487045
0
0
0
0
0
0
0
142
78
0
0
8
0
2
1
1
3
0
0
0
5
2
0
Normal
0
237
0.051862
tcp
-
FIN
30
42
2,302
34,406
1,369.01774
31
29
343,372.7813
5,180,980
5
15
1.776448
1.283025
103.280917
83.52547
255
2,919,971,646
2,924,413,575
255
0.000696
0.000536
0.00016
77
819
0
0
7
0
8
4
1
4
0
0
0
7
7
0
Normal
0
238
0.001063
udp
dns
CON
2
2
146
178
2,822.201463
31
29
549,388.5625
669,802.5
0
0
0.009
0.007
0
0
0
0
0
0
0
0
0
73
89
0
0
8
0
2
1
1
1
0
0
0
3
10
0
Normal
0
239
0.004659
udp
-
CON
4
4
568
312
1,502.468388
31
29
731,487.4375
401,802.9688
0
0
1.202667
1.035
1.691636
1.453812
0
0
0
0
0
0
0
142
78
0
0
4
0
2
1
1
3
0
0
0
3
4
0
Normal
0
240
28.652739
tcp
-
FIN
78
80
4,550
72,810
5.479406
31
29
1,254.190796
20,074.86914
7
33
372.108564
362.682297
70,000.63326
69,113.27362
255
2,524,030,270
374,892,018
255
0.000971
0.000831
0.00014
58
910
0
0
7
0
5
1
1
7
0
0
0
1
11
0
Normal
0
241
0.00109
udp
dns
CON
2
2
132
164
2,752.293491
31
29
484,403.6563
601,834.8125
0
0
0.008
0.007
0
0
0
0
0
0
0
0
0
66
82
0
0
9
0
2
1
1
3
0
0
0
1
7
0
Normal
0
242
0.001066
udp
dns
CON
2
2
146
178
2,814.258996
31
29
547,842.4375
667,917.4375
0
0
0.009
0.007
0
0
0
0
0
0
0
0
0
73
89
0
0
8
0
1
3
1
4
0
0
0
5
5
0
Normal
0
243
38.24205
tcp
-
FIN
64
66
3,806
51,808
3.37325
31
29
783.849182
10,673.9043
7
26
616.802141
588.327369
114,042.3239
111,623.7138
255
1,176,906,193
3,322,677,352
255
0.000912
0.000748
0.000164
59
785
0
0
6
0
7
1
1
2
0
0
0
3
5
0
Normal
0
244
0.001053
udp
dns
CON
2
2
146
178
2,849.002888
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824.268383
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44,964.91112
1,132.95175
255
4,009,904,976
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0
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tcp
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484.033542
450.644875
36,140.12122
1,017.934813
255
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0
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0
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1
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481,481.5
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dns
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1
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tcp
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255
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1
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tcp
-
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100.924261
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255
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0
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0
3
1
1
1
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0
0
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CON
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1
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udp
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CON
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249.323289
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0
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65
81
0
0
8
0
2
3
1
3
0
0
0
3
8
0
Normal
0
292
0.001064
udp
dns
CON
2
2
130
162
2,819.548997
31
29
488,721.8125
609,022.5625
0
0
0.009
0.007
0
0
0
0
0
0
0
0
0
65
81
0
0
6
0
1
1
1
1
0
0
0
1
7
0
Normal
0
293
0.001062
udp
dns
CON
2
2
130
162
2,824.858614
31
29
489,642.1563
610,169.4375
0
0
0.009
0.007
0
0
0
0
0
0
0
0
0
65
81
0
0
1
0
4
1
1
3
0
0
0
5
1
0
Normal
0
294
0.001106
udp
dns
CON
2
2
132
164
2,712.477299
31
29
477,396
593,128.375
0
0
0.034
0.008
0
0
0
0
0
0
0
0
0
66
82
0
0
5
0
1
2
1
1
0
0
0
2
3
0
Normal
0
295
0.047405
tcp
ftp-data
FIN
6
8
320
1,862
274.232671
31
29
45,058.53906
275,076.4688
1
2
9.4152
6.705429
657.199204
16.071998
255
2,864,165,767
722,372,043
255
0.000589
0.000464
0.000125
53
233
0
0
1
0
7
1
1
1
0
0
0
5
1
0
Normal
0
296
0.00114
udp
dns
CON
2
2
132
164
2,631.579064
31
29
463,157.9063
575,438.625
0
0
0.009
0.008
0
0
0
0
0
0
0
0
0
66
82
0
0
8
0
1
3
1
1
0
0
0
3
2
0
Normal
0
297
7.157289
tcp
http
FIN
12
18
1,580
10,168
4.051813
31
29
1,619.607666
10,734.79102
3
5
650.628625
420.834224
43,355.95024
34,565.398
255
329,550,898
2,680,741,680
255
0.003238
0.003104
0.000134
132
565
1
3,924
2
0
7
2
1
1
0
0
1
2
1
0
Normal
0
298
0.001084
udp
dns
CON
2
2
132
164
2,767.527704
31
29
487,084.875
605,166.0625
0
0
0.009
0.007
0
0
0
0
0
0
0
0
0
66
82
0
0
8
0
1
3
1
3
0
0
0
3
4
0
Normal
0
299
1.492512
tcp
-
FIN
38
40
2,438
18,508
51.590875
31
29
12,724.85547
96,728.20313
7
13
41.450057
38.256538
2,960.188343
2,846.687598
255
2,534,936,715
1,679,359,090
255
0.001562
0.000506
0.001056
64
463
0
0
11
0
5
1
1
1
0
0
0
9
11
0
Normal
0
300
0.001122
udp
dns
CON
2
2
132
164
2,673.796684
31
29
470,588.2188
584,670.1875
0
0
0.008
0.007
0
0
0
0
0
0
0
0
0
66
82
0
0
9
0
2
1
1
2
0
0
0
1
8
0
Normal
0