id
int64
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
int64
0
5.48k
sinpkt
float64
0
84.4k
dinpkt
float64
0
56.7k
sjit
float64
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
smean
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
1
0.121478
tcp
-
FIN
6
4
258
172
74.08749
252
254
14,158.94238
8,495.365234
0
0
24.2956
8.375
30.177547
11.830604
255
621,772,692
2,202,533,631
255
0
0
0
43
43
0
0
1
0
1
1
1
1
0
0
0
1
1
0
Normal
0
2
0.649902
tcp
-
FIN
14
38
734
42,014
78.473372
62
252
8,395.112305
503,571.3125
2
17
49.915
15.432865
61.426934
1,387.77833
255
1,417,884,146
3,077,387,971
255
0
0
0
52
1,106
0
0
43
1
1
1
1
2
0
0
0
1
6
0
Normal
0
3
1.623129
tcp
-
FIN
8
16
364
13,186
14.170161
62
252
1,572.271851
60,929.23047
1
6
231.875571
102.737203
17,179.58686
11,420.92623
255
2,116,150,707
2,963,114,973
255
0.111897
0.061458
0.050439
46
824
0
0
7
1
2
1
1
3
0
0
0
2
6
0
Normal
0
4
1.681642
tcp
ftp
FIN
12
12
628
770
13.677108
62
252
2,740.178955
3,358.62207
1
3
152.876547
90.235726
259.080172
4,991.784669
255
1,107,119,177
1,047,442,890
255
0
0
0
52
64
0
0
1
1
2
1
1
3
1
1
0
2
1
0
Normal
0
5
0.449454
tcp
-
FIN
10
6
534
268
33.373826
254
252
8,561.499023
3,987.059814
2
1
47.750333
75.659602
2,415.837634
115.807
255
2,436,137,549
1,977,154,190
255
0.128381
0.071147
0.057234
53
45
0
0
43
1
2
2
1
40
0
0
0
2
39
0
Normal
0
6
0.380537
tcp
-
FIN
10
6
534
268
39.41798
254
252
10,112.02539
4,709.134766
2
1
39.928778
52.241
2,223.730342
82.5505
255
3,984,155,503
1,796,040,391
255
0.172934
0.119331
0.053603
53
45
0
0
43
1
2
2
1
40
0
0
0
2
39
0
Normal
0
7
0.637109
tcp
-
FIN
10
8
534
354
26.683033
254
252
6,039.783203
3,892.58374
2
1
68.267778
81.137711
4,286.82857
119.422719
255
1,787,309,226
1,767,180,493
255
0.143337
0.069136
0.074201
53
44
0
0
43
1
1
1
1
40
0
0
0
1
39
0
Normal
0
8
0.521584
tcp
-
FIN
10
8
534
354
32.593026
254
252
7,377.527344
4,754.74707
2
1
55.794
66.054141
3,770.580726
118.962633
255
205,985,702
316,006,300
255
0.116615
0.059195
0.05742
53
44
0
0
43
1
3
3
1
40
0
0
0
3
39
0
Normal
0
9
0.542905
tcp
-
FIN
10
8
534
354
31.313031
254
252
7,087.796387
4,568.018555
2
1
60.210889
68.109
4,060.625597
106.611547
255
884,094,874
3,410,317,203
255
0.118584
0.066133
0.052451
53
44
0
0
43
1
3
3
1
40
0
0
0
3
39
0
Normal
0
10
0.258687
tcp
-
FIN
10
6
534
268
57.985135
254
252
14,875.12012
6,927.291016
2
1
27.505111
39.106801
1,413.686415
57.200395
255
3,368,447,996
584,859,215
255
0.087934
0.063116
0.024818
53
45
0
0
43
1
3
3
1
40
0
0
0
3
39
0
Normal
0
11
0.304853
tcp
-
FIN
12
6
4,142
268
55.764583
254
252
99,641.46875
5,878.243164
3
1
25.948818
53.668801
1,471.649189
80.404844
255
137,150,292
2,604,092,885
255
0.097761
0.036508
0.061253
345
45
0
0
11
1
1
1
1
3
0
0
0
1
6
0
Normal
0
12
2.093085
tcp
smtp
FIN
62
28
56,329
2,212
42.520967
62
252
211,825.125
8,152.559082
28
8
34.312868
75.092445
3,253.278833
106.113453
255
1,824,722,662
860,716,719
255
0.13114
0.052852
0.078288
909
79
0
0
2
1
1
1
1
2
0
0
0
1
1
0
Normal
0
13
0.416952
tcp
-
FIN
10
6
534
268
35.975363
254
252
9,228.879883
4,297.856445
2
1
45.088778
64.481199
2,610.908343
99.860875
255
88,408,021
3,711,983,528
255
0.220976
0.094537
0.126439
53
45
0
0
43
1
1
1
1
40
0
0
0
1
39
0
Normal
0
14
0.996221
tcp
-
FIN
10
8
564
354
17.064487
254
252
4,079.416016
2,489.407471
2
1
110.691222
131.48
6,542.815197
202.433047
255
2,321,780,530
2,975,132,930
255
0.169226
0.07516
0.094066
56
44
0
0
11
1
1
1
1
3
0
0
0
2
3
0
Normal
0
15
0.576755
tcp
-
FIN
10
8
534
354
29.475254
254
252
6,671.810547
4,299.919434
2
1
64.083889
72.27157
4,194.544962
116.493234
255
3,772,251,972
4,281,731,981
255
0.113311
0.050849
0.062462
53
44
0
0
43
1
1
1
1
40
0
0
0
1
39
0
Normal
0
16
0.000002
udp
snmp
INT
2
0
138
0
500,000.0013
254
0
276,000,000
0
0
0
0.002
0
0
0
0
0
0
0
0
0
0
69
0
0
0
1
2
1
1
1
4
0
0
0
2
1
0
Normal
0
17
0.728252
tcp
-
FIN
10
6
534
268
20.597266
254
252
5,283.885254
2,460.686768
2
1
80.916889
122.462203
5,333.802207
231.801797
255
1,735,938,977
4,242,381,139
255
0.134571
0.079982
0.054589
53
45
0
0
43
1
2
2
1
40
0
0
0
2
39
0
Normal
0
18
0.393556
tcp
http
FIN
10
8
860
1,096
43.195886
62
252
15,733.46582
19,494.04883
2
2
43.728444
47.669145
2,124.837873
71.805867
255
3,882,971,404
3,084,071,099
255
0.120313
0.059201
0.061112
86
137
1
103
3
1
1
1
1
2
0
0
1
1
3
0
Normal
0
19
0.387852
tcp
-
FIN
10
6
534
268
38.674545
254
252
9,921.30957
4,620.318848
2
1
38.119667
68.279203
2,226.182762
105.440859
255
527,350,728
2,602,577,308
255
0.115979
0.046445
0.069534
53
45
0
0
43
1
2
2
1
40
0
0
0
2
39
0
Normal
0
20
0.53784
tcp
-
FIN
10
8
534
354
31.607913
254
252
7,154.543945
4,611.036621
2
1
59.669444
68.351859
3,893.395914
104.835672
255
1,082,242,371
490,886,647
255
0.114569
0.059368
0.055201
53
44
0
0
43
1
2
2
1
40
0
0
0
2
39
0
Normal
0
21
0.23372
tcp
-
FIN
10
6
534
268
64.179359
254
252
16,464.14453
7,667.293945
2
1
25.968889
40.812
1,300.719343
65.724688
255
3,154,063,438
720,362,539
255
0.086126
0.028996
0.05713
53
45
0
0
43
1
2
2
1
40
0
0
0
2
39
0
Normal
0
22
0.338017
tcp
http
FIN
10
6
998
268
44.376468
254
252
21,277.03711
5,301.508789
2
1
35.218111
56.579801
1,928.55071
82.022258
255
2,665,974,075
3,521,361,798
255
0.154433
0.055109
0.099324
100
45
1
0
6
1
1
1
1
1
0
0
1
2
3
0
Normal
0
23
0.964656
tcp
ftp
CON
14
12
690
950
25.915974
62
252
5,315.884766
7,223.300293
5
6
74.204308
59.700727
3,869.615403
65.75518
255
996,917,599
59,266,788
255
0.112429
0.052589
0.05984
49
79
0
0
1
3
1
1
1
2
1
1
0
2
1
0
Normal
0
24
0.449703
tcp
-
FIN
10
6
738
268
33.355347
254
252
11,830.03027
3,984.852051
2
1
42.611222
67.666
2,352.173583
90.684992
255
3,332,877,477
919,392,200
255
0.179691
0.111363
0.068328
74
45
0
0
11
1
1
1
1
3
0
0
0
1
6
0
Normal
0
25
0.921025
tcp
-
FIN
10
6
534
268
16.286203
254
252
4,177.954102
1,945.658447
2
1
98.922556
170.070203
6,572.489441
298.921438
255
3,206,068,676
1,681,266,426
255
0.131876
0.070665
0.061211
53
45
0
0
43
1
2
2
1
40
0
0
0
2
39
0
Normal
0
26
0.600982
tcp
-
FIN
10
8
534
354
28.287036
254
252
6,402.854004
4,126.57959
2
1
65.344556
78.634141
4,216.405159
125.804047
255
27,784,615
3,169,599,504
255
0.122741
0.050532
0.072209
53
44
0
0
43
1
2
2
1
40
0
0
0
2
39
0
Normal
0
27
0.568945
tcp
-
FIN
10
6
534
268
26.364588
254
252
6,763.395508
3,149.689453
2
1
59.910556
92.755203
2,977.49563
131.706531
255
2,091,538,399
2,966,279,639
255
0.189793
0.105159
0.084634
53
45
0
0
43
1
1
1
1
40
0
0
0
1
39
0
Normal
0
28
0.497636
tcp
-
FIN
10
6
2,074
268
30.142514
254
252
30,013.90625
3,601.025635
2
1
49.544111
83.069602
2,540.823927
112.737664
255
3,752,199,860
1,351,947,933
255
0.14499
0.082275
0.062715
207
45
0
0
11
1
1
1
1
4
0
0
0
1
2
0
Normal
0
29
0.546425
tcp
http
FIN
10
8
1,168
1,040
31.111315
254
252
15,401.93164
13,322.96289
2
2
60.713889
71.65757
3,133.151417
109.403391
255
1,648,692,252
4,159,782,394
255
0.08489
0.043864
0.041026
117
130
1
109
6
1
1
1
1
2
0
0
1
1
8
0
Normal
0
30
0.000012
udp
-
INT
2
0
1,414
0
83,333.33039
254
0
471,333,312
0
0
0
0.012
0
0
0
0
0
0
0
0
0
0
707
0
0
0
7
2
1
1
1
3
0
0
0
2
3
0
Normal
0
31
0.725996
tcp
http
FIN
10
16
822
12,220
34.435451
62
252
8,154.314941
126,248.625
2
5
80.666222
43.607801
5,370.273866
3,485.812422
255
1,602,967,781
379,821,754
255
0.105602
0.037093
0.068509
82
764
1
5,532
6
1
1
1
1
2
0
0
1
2
1
0
Normal
0
32
0.274605
tcp
http
FIN
10
6
1,228
268
54.623913
62
252
32,220.82617
6,525.736816
2
1
27.216333
44.842199
1,456.62599
63.563766
255
621,256,643
3,708,416,778
255
0.100635
0.050384
0.050251
123
45
1
0
5
1
1
1
1
4
0
0
1
1
8
0
Normal
0
33
0.337456
tcp
http
FIN
10
8
800
2,260
50.37694
62
252
17,068.89258
46,892.03906
2
2
37.495111
41.27
1,942.887532
76.181
255
4,112,395,778
844,999,239
255
0.091221
0.029011
0.06221
80
283
1
704
3
1
1
1
1
1
0
0
1
1
8
0
Normal
0
34
0.000025
udp
-
INT
2
0
168
0
40,000.00101
254
0
26,880,000
0
0
0
0.025
0
0
0
0
0
0
0
0
0
0
84
0
0
0
11
2
1
1
1
2
0
0
0
1
5
0
Normal
0
35
0.296656
tcp
http
FIN
10
6
988
268
50.563614
254
252
24,000.86133
6,040.666504
2
1
29.500444
53.551602
1,563.369632
76.617312
255
1,563,109,371
3,038,977,009
255
0.117396
0.028884
0.088512
99
45
1
0
3
1
1
1
1
1
0
0
1
1
3
0
Normal
0
36
0.647499
tcp
http
FIN
14
12
1,778
2,968
38.610097
62
252
20,398.48633
33,618.58203
4
4
49.807614
52.24709
2,422.422884
68.094711
255
3,580,922,434
9,526,895
255
0.087353
0.04638
0.040973
127
247
1
297
6
1
1
1
1
3
0
0
1
1
2
0
Normal
0
37
0.000015
udp
-
INT
2
0
168
0
66,666.66835
254
0
44,800,000
0
0
0
0.015
0
0
0
0
0
0
0
0
0
0
84
0
0
0
7
2
1
1
1
3
0
0
0
1
3
0
Normal
0
38
0.783681
tcp
-
FIN
10
8
564
354
21.692501
254
252
5,185.783691
3,164.552979
2
1
84.663556
106.731141
6,241.06848
154.208047
255
1,872,773,568
1,858,125,725
255
0.097318
0.036553
0.060765
56
44
0
0
43
1
1
1
1
2
0
0
0
1
6
0
Normal
0
39
0.354553
tcp
-
FIN
10
6
1,016
268
42.30679
254
252
20,645.71289
5,054.250977
2
1
39.394778
52.857199
1,895.865294
88.674758
255
1,847,180,576
2,269,075,358
255
0.069206
0.048666
0.02054
102
45
0
0
11
1
1
1
1
2
0
0
0
1
5
0
Normal
0
40
0.288834
tcp
http
FIN
10
6
754
268
51.932943
254
252
18,806.65039
6,204.255371
2
1
29.468
50.609801
1,566.166959
76.929273
255
3,478,195,875
2,757,256,862
255
0.08956
0.035775
0.053785
75
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5
1
40
0
0
0
5
39
0
Normal
0
89
0.000009
udp
-
INT
2
0
232
0
111,111.1072
254
0
103,111,104
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
116
0
0
0
43
2
5
5
1
40
0
0
0
5
39
0
Normal
0
90
0.000009
udp
-
INT
2
0
352
0
111,111.1072
254
0
156,444,432
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
176
0
0
0
43
2
5
5
1
40
0
0
0
5
39
0
Normal
0
91
0.000011
udp
-
INT
2
0
986
0
90,909.0902
254
0
358,545,440
0
0
0
0.011
0
0
0
0
0
0
0
0
0
0
493
0
0
0
43
2
5
5
1
40
0
0
0
5
39
0
Normal
0
92
0.989341
tcp
smtp
FIN
36
22
24,835
1,772
57.614108
62
252
195,249.1563
13,681.83398
15
8
28.266886
46.337906
1,718.26
51.577031
255
1,717,978,351
3,336,318,753
255
0.069729
0.015132
0.054597
690
81
0
0
1
1
2
1
1
3
0
0
0
1
2
0
Normal
0
93
0.00001
udp
-
INT
2
0
926
0
100,000.0025
254
0
370,400,000
0
0
0
0.01
0
0
0
0
0
0
0
0
0
0
463
0
0
0
43
2
5
5
1
40
0
0
0
5
39
0
Normal
0
94
0.018501
tcp
-
FIN
16
18
1,540
1,644
1,783.687322
31
29
624,398.6875
671,531.25
4
4
1.211867
1.127375
73.079229
2.273411
255
2,204,166,040
59,759,043
255
0.000574
0.00046
0.000114
96
91
0
0
12
0
8
6
1
6
0
0
0
12
9
0
Normal
0
95
0.000012
udp
-
INT
2
0
174
0
83,333.33039
254
0
57,999,996
0
0
0
0.012
0
0
0
0
0
0
0
0
0
0
87
0
0
0
43
2
1
1
1
40
0
0
0
1
39
0
Normal
0
96
0.000011
udp
-
INT
2
0
604
0
90,909.0902
254
0
219,636,368
0
0
0
0.011
0
0
0
0
0
0
0
0
0
0
302
0
0
0
43
2
2
2
1
40
0
0
0
2
39
0
Normal
0
97
0.00001
udp
-
INT
2
0
552
0
100,000.0025
254
0
220,800,000
0
0
0
0.01
0
0
0
0
0
0
0
0
0
0
276
0
0
0
43
2
2
2
1
40
0
0
0
2
39
0
Normal
0
98
37.578835
tcp
-
FIN
22
24
1,920
4,312
1.197483
31
29
390.219666
879.856995
6
6
1,789.45128
1,633.831446
207,537.6711
199,563.4131
255
3,446,481,727
3,446,826,646
255
0.000852
0.000682
0.00017
87
180
0
0
6
0
10
1
1
2
0
0
0
3
7
0
Normal
0
99
0.000011
udp
-
INT
2
0
1,754
0
90,909.0902
254
0
637,818,176
0
0
0
0.011
0
0
0
0
0
0
0
0
0
0
877
0
0
0
63
2
8
8
1
63
0
0
0
8
62
0
Normal
0
100
0.000011
udp
-
INT
2
0
742
0
90,909.0902
254
0
269,818,176
0
0
0
0.011
0
0
0
0
0
0
0
0
0
0
371
0
0
0
63
2
8
8
1
63
0
0
0
8
62
0
Normal
0

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