destination_port
int64
flow_duration
int64
total_fwd_packets
int64
total_backward_packets
int64
total_length_of_fwd_packets
int64
total_length_of_bwd_packets
int64
fwd_packet_length_max
int64
fwd_packet_length_min
int64
fwd_packet_length_mean
float64
fwd_packet_length_std
float64
bwd_packet_length_max
int64
bwd_packet_length_min
int64
bwd_packet_length_mean
float64
bwd_packet_length_std
float64
flow_bytes/s
float64
flow_packets/s
float64
flow_iat_mean
float64
flow_iat_std
float64
flow_iat_max
int64
flow_iat_min
int64
fwd_iat_total
int64
fwd_iat_mean
float64
fwd_iat_std
float64
fwd_iat_max
int64
fwd_iat_min
int64
bwd_iat_total
int64
bwd_iat_mean
float64
bwd_iat_std
float64
bwd_iat_max
int64
bwd_iat_min
int64
fwd_header_length
int64
bwd_header_length
int64
fwd_packets/s
float64
bwd_packets/s
float64
min_packet_length
int64
max_packet_length
int64
packet_length_mean
float64
packet_length_std
float64
packet_length_variance
float64
psh_flag_count
int64
ack_flag_count
int64
urg_flag_count
int64
down/up_ratio
int64
average_packet_size
float64
avg_fwd_segment_size
float64
avg_bwd_segment_size
float64
fwd_header_length.1
int64
subflow_fwd_packets
int64
subflow_fwd_bytes
int64
subflow_bwd_packets
int64
subflow_bwd_bytes
int64
init_win_bytes_forward
int64
init_win_bytes_backward
int64
act_data_pkt_fwd
int64
min_seg_size_forward
int64
active_max
int64
active_min
int64
idle_mean
float64
idle_std
float64
idle_max
int64
idle_min
int64
label
string
__index_level_0__
int64
443
119,973,847
19
15
1,180
4,558
547
0
62.105263
131.092798
2,836
0
303.866667
738.047798
47.82709
0.283395
3,635,571.121
14,300,000
58,900,000
1
120,000,000
6,665,213.722
19,000,000
59,000,000
1
61,000,000
4,353,977.357
15,700,000
58,900,000
1
616
488
0.158368
0.125027
0
2,836
163.942857
498.614076
248,615.9966
1
0
0
0
168.764706
62.105263
303.866667
616
19
1,180
15
4,558
29,200
357
8
32
2,078,073
80,488
58,900,000
45,737.08082
58,900,000
58,900,000
BENIGN
18,873
51,512
4
2
0
0
0
0
0
0
0
0
0
0
0
0
500,000
4
0
4
4
4
4
0
4
4
0
0
0
0
0
64
0
500,000
0
0
0
0
0
0
0
1
0
0
0
0
0
64
2
0
0
0
4,171
-1
0
32
0
0
0
0
0
0
BENIGN
100,050
80
116,823,642
18
15
952
3,542
431
0
52.888889
137.565338
1,768
0
236.133333
621.938199
38.468241
0.282477
3,650,738.812
4,757,370.359
10,000,000
36
117,000,000
6,871,978.941
4,543,162.262
10,000,000
164
112,000,000
7,982,817.286
4,074,221.426
10,000,000
13,524
372
444
0.154078
0.128399
0
1,768
132.176471
427.457067
182,719.5437
1
0
0
0
136.181818
52.888889
236.133333
372
18
952
15
3,542
8,192
980
17
20
1,488,320
22,999
10,000,000
4,353.528897
10,000,000
10,000,000
BENIGN
333,167
443
1,189,103
7
7
878
4,510
342
0
125.428571
158.018836
1,336
0
644.285714
628.720053
4,531.146587
11.773581
91,469.46154
193,300.7878
710,527
3
1,135,964
189,327.3333
268,140.4426
710,527
30,953
1,140,210
190,035
380,090.8665
960,651
3
152
152
5.88679
5.88679
0
1,336
359.2
507.236096
257,288.4571
1
0
0
1
384.857143
125.428571
644.285714
152
7
878
7
4,510
8,192
5,840
6
20
0
0
0
0
0
0
BENIGN
94,386
80
31,189
2
1
12
6
6
6
6
0
6
6
6
0
577.126551
96.187759
15,594.5
22,038.39705
31,178
11
31,178
31,178
0
31,178
31,178
0
0
0
0
0
40
20
64.125172
32.062586
6
6
6
0
0
0
1
1
0
8
6
6
40
2
12
1
6
256
123
1
20
0
0
0
0
0
0
BENIGN
105,850
53
182
2
2
72
328
36
36
36
0
164
164
164
0
2,197,802.198
21,978.02198
60.666667
99.881597
176
3
3
3
0
3
3
3
3
0
3
3
40
40
10,989.01099
10,989.01099
36
164
87.2
70.108487
4,915.2
0
0
0
1
109
36
164
40
2
72
2
328
-1
-1
1
20
0
0
0
0
0
0
BENIGN
25,104
53
204
2
2
102
134
51
51
51
0
67
67
67
0
1,156,862.745
19,607.84314
68
33.778692
107
48
49
49
0
49
49
48
48
0
48
48
64
64
9,803.921569
9,803.921569
51
67
57.4
8.763561
76.8
0
0
0
1
71.75
51
67
64
2
102
2
134
-1
-1
1
32
0
0
0
0
0
0
BENIGN
43,259
443
47
2
0
31
0
31
0
15.5
21.92031
0
0
0
0
659,574.4681
42,553.19149
47
0
47
47
47
47
0
47
47
0
0
0
0
0
64
0
42,553.19149
0
0
31
20.666667
17.897858
320.333333
0
1
0
0
31
15.5
0
64
2
31
0
0
245
-1
0
32
0
0
0
0
0
0
BENIGN
43,485
49,843
316
2
0
12
0
6
6
6
0
0
0
0
0
37,974.68354
6,329.113924
316
0
316
316
316
316
0
316
316
0
0
0
0
0
40
0
6,329.113924
0
6
6
6
0
0
0
1
0
0
9
6
0
40
2
12
0
0
119
-1
1
20
0
0
0
0
0
0
BENIGN
18,052
53
126,453
2
2
64
252
32
32
32
0
126
126
126
0
2,498.95218
31.632306
42,151
72,965.24151
126,404
3
3
3
0
3
3
46
46
0
46
46
64
40
15.816153
15.816153
32
126
69.6
51.48592
2,650.8
0
0
0
1
87
32
126
64
2
64
2
252
-1
-1
1
32
0
0
0
0
0
0
BENIGN
168,087
53
59,758
2
2
94
226
47
47
47
0
113
113
113
0
5,354.931557
66.936644
19,919.333333
34,496.101234
59,752
3
3
3
0
3
3
3
3
0
3
3
64
40
33.468322
33.468322
47
113
73.4
36.149689
1,306.8
0
0
0
1
91.75
47
113
64
2
94
2
226
-1
-1
1
32
0
0
0
0
0
0
BENIGN
421,881
13
73
1
1
0
6
0
0
0
0
6
6
6
0
82,191.78082
27,397.26027
73
0
73
73
0
0
0
0
0
0
0
0
0
0
40
20
13,698.63014
13,698.63014
0
6
2
3.464102
12
1
0
0
1
3
0
6
40
1
0
1
6
29,200
0
0
40
0
0
0
0
0
0
PortScan
190,886
51,729
3
2
0
247
0
216
31
123.5
130.814755
0
0
0
0
82,300,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
40
0
666,666.6667
0
31
216
154.333333
106.8098
11,408.33333
0
1
0
0
231.5
123.5
0
40
2
247
0
0
60
-1
1
20
0
0
0
0
0
0
BENIGN
58,764
443
2,099,930
11
10
851
3,492
267
0
77.363636
98.158314
1,448
0
349.2
599.750652
2,068.164177
10.000333
104,996.5
223,684.303655
999,664
1
1,856,719
185,671.9
298,692.319263
999,664
386
1,004,907
111,656.333333
130,324.677457
387,641
191
368
328
5.23827
4.762063
0
1,448
197.409091
423.227582
179,121.58658
1
0
0
0
206.809524
77.363636
349.2
368
11
851
10
3,492
29,200
254
5
32
0
0
0
0
0
0
BENIGN
96,099
53
380
2
2
66
164
33
33
33
0
82
82
82
0
605,263.1579
10,526.31579
126.666667
135.389561
283
48
48
48
0
48
48
49
49
0
49
49
64
64
5,263.157895
5,263.157895
33
82
52.6
26.838405
720.3
0
0
0
1
65.75
33
82
64
2
66
2
164
-1
-1
1
32
0
0
0
0
0
0
BENIGN
102,958
443
662,420
9
8
634
4,500
324
0
70.444444
117.285028
1,448
0
562.5
716.955069
7,750.369856
25.663476
41,401.25
55,672.159058
158,733
3
562,522
70,315.25
59,072.342897
158,733
202
562,733
80,390.428571
91,796.212403
258,685
3
308
264
13.586546
12.07693
0
1,448
285.222222
532.463703
283,517.594771
1
0
0
0
302
70.444444
562.5
308
9
634
8
4,500
29,200
243
3
32
0
0
0
0
0
0
BENIGN
280,659
80
50
2
0
0
0
0
0
0
0
0
0
0
0
0
40,000
50
0
50
50
50
50
0
50
50
0
0
0
0
0
64
0
40,000
0
0
0
0
0
0
0
1
0
0
0
0
0
64
2
0
0
0
274
-1
0
32
0
0
0
0
0
0
DoS Hulk
101,931
53
120,365
1
1
47
143
47
47
47
0
143
143
143
0
1,578.531965
16.616126
120,365
0
120,365
120,365
0
0
0
0
0
0
0
0
0
0
32
20
8.308063
8.308063
47
143
79
55.425626
3,072
0
0
0
1
118.5
47
143
32
1
47
1
143
-1
-1
0
32
0
0
0
0
0
0
BENIGN
401,460
443
5,674,150
5
1
135
46
46
6
27
20.124612
46
46
46
0
31.899051
1.057427
1,134,830
2,475,708.807538
5,563,378
3
5,674,150
1,418,537.5
2,763,489.403689
5,563,378
3
0
0
0
0
0
100
20
0.881189
0.176238
6
46
32.428571
18.8667
355.952381
0
1
0
0
37.833333
27
46
100
5
135
1
46
258
360
4
20
89,340
89,340
5,563,378
0
5,563,378
5,563,378
BENIGN
170,392
53
185
2
2
68
250
34
34
34
0
125
125
125
0
1,718,918.919
21,621.62162
61.666667
100.748863
178
3
4
4
0
4
4
3
3
0
3
3
40
40
10,810.81081
10,810.81081
34
125
70.4
49.842753
2,484.3
0
0
0
1
88
34
125
40
2
68
2
250
-1
-1
1
20
0
0
0
0
0
0
BENIGN
548,635
1,149
61
1
1
0
6
0
0
0
0
6
6
6
0
98,360.65574
32,786.88525
61
0
61
61
0
0
0
0
0
0
0
0
0
0
40
20
16,393.44262
16,393.44262
0
6
2
3.464102
12
1
0
0
1
3
0
6
40
1
0
1
6
29,200
0
0
40
0
0
0
0
0
0
PortScan
189,534
53
60,863
1
1
61
111
61
61
61
0
111
111
111
0
2,826.019092
32.860687
60,863
0
60,863
60,863
0
0
0
0
0
0
0
0
0
0
32
40
16.430344
16.430344
61
111
77.666667
28.867513
833.333333
0
0
0
1
116.5
61
111
32
1
61
1
111
-1
-1
0
32
0
0
0
0
0
0
BENIGN
414,754
54,706
326
2
0
0
0
0
0
0
0
0
0
0
0
0
6,134.969325
326
0
326
326
326
326
0
326
326
0
0
0
0
0
64
0
6,134.969325
0
0
0
0
0
0
0
1
0
0
0
0
0
64
2
0
0
0
60
-1
0
32
0
0
0
0
0
0
BENIGN
264,108
53
179
2
2
76
108
38
38
38
0
54
54
54
0
1,027,932.961
22,346.36872
59.666667
58.045959
119
3
3
3
0
3
3
57
57
0
57
57
80
80
11,173.18436
11,173.18436
38
54
44.4
8.763561
76.8
0
0
0
1
55.5
38
54
80
2
76
2
108
-1
-1
1
40
0
0
0
0
0
0
BENIGN
644,937
80
117,576
3
6
306
11,595
306
0
102
176.669182
5,792
0
1,932.5
2,181.008184
101,219.6367
76.546234
14,697
36,447.84239
104,318
3
13,003
6,501.5
7,770.396418
11,996
1,007
117,573
23,514.6
45,515.67534
104,318
9
104
200
25.515411
51.030823
0
5,792
1,190.1
1,889.196681
3,569,064.1
1
0
0
2
1,322.333333
102
1,932.5
104
3
306
6
11,595
29,200
235
1
32
0
0
0
0
0
0
DoS Hulk
108,078
443
10,323,687
11
13
1,855
11,326
1,494
0
168.636364
444.138779
1,689
2
871.230769
717.160972
1,276.772533
2.324751
448,855.9565
2,081,937.464
9,997,896
17
10,300,000
1,032,368.7
3,150,820.723
9,998,050
17
10,300,000
857,619.75
2,878,876.659
9,997,948
48
232
264
1.065511
1.25924
0
1,689
527.24
688.454203
473,969.19
1
0
0
1
549.208333
168.636364
871.230769
232
11
1,855
13
11,326
8,192
32,120
10
20
325,603
325,603
9,997,896
0
9,997,896
9,997,896
BENIGN
9,410
443
5,174,117
7
4
635
159
517
0
90.714286
190.707205
159
0
39.75
79.5
153.456136
2.125967
517,411.7
1,537,865.89
4,893,114
4
5,174,117
862,352.8333
2,022,589.109
4,990,573
4
222,475
74,158.33333
78,294.05446
156,300
384
232
136
1.352888
0.773079
0
517
66.166667
150.321978
22,596.69697
1
0
0
0
72.181818
90.714286
39.75
232
7
635
4
159
29,200
939
3
32
0
0
0
0
0
0
BENIGN
62,090
443
6,330,690
5
1
135
46
46
6
27
20.124612
46
46
46
0
28.59088
0.947764
1,266,138
2,777,584.421
6,234,648
4
6,330,690
1,582,672.5
3,101,621.851
6,234,648
4
0
0
0
0
0
100
20
0.789803
0.157961
6
46
32.428571
18.8667
355.952381
0
1
0
0
37.833333
27
46
100
5
135
1
46
258
619
4
20
93,494
93,494
6,234,648
0
6,234,648
6,234,648
BENIGN
165,018
123
154
2
2
96
96
48
48
48
0
48
48
48
0
1,246,753.247
25,974.02597
51.333333
49.08496
102
4
4
4
0
4
4
48
48
0
48
48
40
40
12,987.01299
12,987.01299
48
48
48
0
0
0
0
0
1
60
48
48
40
2
96
2
96
-1
-1
1
20
0
0
0
0
0
0
BENIGN
45,195
53
428
2
2
94
230
47
47
47
0
115
115
115
0
757,009.3458
9,345.794393
142.666667
244.50835
425
1
2
2
0
2
2
1
1
0
1
1
40
40
4,672.897196
4,672.897196
47
115
74.2
37.245134
1,387.2
0
0
0
1
92.75
47
115
40
2
94
2
230
-1
-1
1
20
0
0
0
0
0
0
BENIGN
689,103
443
3
2
0
0
0
0
0
0
0
0
0
0
0
0
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
40
0
666,666.6667
0
0
0
0
0
0
0
0
0
0
0
0
0
40
2
0
0
0
0
-1
0
20
0
0
0
0
0
0
BENIGN
290,627
59,460
29,885
2
1
280
6
274
6
140
189.504617
6
6
6
0
9,570.018404
100.384808
14,942.5
21,065.41812
29,838
47
29,885
29,885
0
29,885
29,885
0
0
0
0
0
40
20
66.923206
33.461603
6
274
140
154.729872
23,941.33333
0
1
0
0
186.666667
140
6
40
2
280
1
6
60
0
1
20
0
0
0
0
0
0
BENIGN
461,655
80
949
2
0
0
0
0
0
0
0
0
0
0
0
0
2,107.48156
949
0
949
949
949
949
0
949
949
0
0
0
0
0
64
0
2,107.48156
0
0
0
0
0
0
0
1
0
0
0
0
0
64
2
0
0
0
251
-1
0
32
0
0
0
0
0
0
DoS Hulk
197,822
111
10
1
1
0
6
0
0
0
0
6
6
6
0
600,000
200,000
10
0
10
10
0
0
0
0
0
0
0
0
0
0
40
20
100,000
100,000
0
6
2
3.464102
12
1
0
0
1
3
0
6
40
1
0
1
6
29,200
0
0
40
0
0
0
0
0
0
PortScan
158,992
53
31,164
2
2
68
182
34
34
34
0
91
91
91
0
8,022.076755
128.353228
10,388
17,989.07972
31,160
1
1
1
0
1
1
3
3
0
3
3
64
64
64.176614
64.176614
34
91
56.8
31.220186
974.7
0
0
0
1
71
34
91
64
2
68
2
182
-1
-1
1
32
0
0
0
0
0
0
BENIGN
64,788
443
69,053,837
15
18
1,512
7,275
1,141
0
100.8
294.995932
1,448
0
404.166667
624.483528
127.248541
0.477888
2,157,932.406
4,137,721.577
10,200,000
7
61,400,000
4,383,963.786
5,220,926.982
10,200,000
120
69,000,000
4,060,667.765
5,018,947.398
10,200,000
48
488
572
0.217222
0.260666
0
1,448
258.441177
512.562498
262,720.3146
1
0
0
1
266.272727
100.8
404.166667
488
15
1,512
18
7,275
29,200
0
3
32
219,459
21,994
9,814,394.429
956,634.6626
10,200,000
7,656,254
BENIGN
65,473
34,274
3
2
0
0
0
0
0
0
0
0
0
0
0
0
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
64
0
666,666.6667
0
0
0
0
0
0
0
1
0
0
0
0
0
64
2
0
0
0
4,738
-1
0
32
0
0
0
0
0
0
BENIGN
28,807
80
290,021
3
6
26
11,607
20
0
8.666667
10.263203
5,840
0
1,934.5
2,538.919278
40,110.88852
31.032236
36,252.625
102,182.0716
289,140
3
680
340
453.962554
661
19
289,890
57,978
129,223.7625
289,140
3
72
132
10.344079
20.688157
0
5,840
1,163.3
2,138.329153
4,572,451.567
1
0
0
2
1,292.555556
8.666667
1,934.5
72
3
26
6
11,607
8,192
229
2
20
0
0
0
0
0
0
DDoS
30,782
53
23,204
1
1
50
78
50
50
50
0
78
78
78
0
5,516.290295
86.192036
23,204
0
23,204
23,204
0
0
0
0
0
0
0
0
0
0
20
20
43.096018
43.096018
50
78
59.333333
16.165808
261.333333
0
0
0
1
89
50
78
20
1
50
1
78
-1
-1
0
20
0
0
0
0
0
0
BENIGN
369,010
53
209
2
2
72
194
36
36
36
0
97
97
97
0
1,272,727.273
19,138.75598
69.666667
38.397049
114
47
47
47
0
47
47
48
48
0
48
48
64
64
9,569.37799
9,569.37799
36
97
60.4
33.411076
1,116.3
0
0
0
1
75.5
36
97
64
2
72
2
194
-1
-1
1
32
0
0
0
0
0
0
BENIGN
389,141
80
744,497
3
6
26
11,607
20
0
8.666667
10.263203
5,755
0
1,934.5
2,529.124572
15,625.31481
12.088699
93,062.125
262,826.7518
743,525
2
776
388
302.641702
602
174
744,453
148,890.6
332,410.9137
743,525
2
72
132
4.029566
8.059133
0
5,755
1,163.3
2,131.87096
4,544,873.789
1
0
0
2
1,292.555556
8.666667
1,934.5
72
3
26
6
11,607
8,192
229
2
20
0
0
0
0
0
0
DDoS
182,944
53
23,562
1
1
51
79
51
51
51
0
79
79
79
0
5,517.358459
84.882438
23,562
0
23,562
23,562
0
0
0
0
0
0
0
0
0
0
32
32
42.441219
42.441219
51
79
60.333333
16.165808
261.333333
0
0
0
1
90.5
51
79
32
1
51
1
79
-1
-1
0
32
0
0
0
0
0
0
BENIGN
281,977
53
23,631
1
1
41
89
41
41
41
0
89
89
89
0
5,501.24836
84.63459
23,631
0
23,631
23,631
0
0
0
0
0
0
0
0
0
0
32
32
42.317295
42.317295
41
89
57
27.712813
768
0
0
0
1
85.5
41
89
32
1
41
1
89
-1
-1
0
32
0
0
0
0
0
0
BENIGN
4,075
53
73,758
2
2
104
188
52
52
52
0
94
94
94
0
3,958.892595
54.231405
24,586
42,581.60308
73,755
1
1
1
0
1
1
2
2
0
2
2
64
40
27.115703
27.115703
52
94
68.8
23.004347
529.2
0
0
0
1
86
52
94
64
2
104
2
188
-1
-1
1
32
0
0
0
0
0
0
BENIGN
83,531
53
208
2
2
68
132
34
34
34
0
66
66
66
0
961,538.4615
19,230.76923
69.333333
116.629042
204
1
1
1
0
1
1
3
3
0
3
3
40
40
9,615.384615
9,615.384615
34
66
46.8
17.527122
307.2
0
0
0
1
58.5
34
66
40
2
68
2
132
-1
-1
1
20
0
0
0
0
0
0
BENIGN
527,803
53
47,510
1
1
43
99
43
43
43
0
99
99
99
0
2,988.844454
42.096401
47,510
0
47,510
47,510
0
0
0
0
0
0
0
0
0
0
32
20
21.0482
21.0482
43
99
61.666667
32.331615
1,045.333333
0
0
0
1
92.5
43
99
32
1
43
1
99
-1
-1
0
32
0
0
0
0
0
0
BENIGN
52,697
53
219
2
2
46
46
23
23
23
0
23
23
23
0
420,091.324201
18,264.840183
73
43.30127
123
48
48
48
0
48
48
48
48
0
48
48
64
64
9,132.420091
9,132.420091
23
23
23
0
0
0
0
0
1
28.75
23
23
64
2
46
2
46
-1
-1
1
32
0
0
0
0
0
0
BENIGN
408,254
80
116,246,283
16
14
648
606
564
0
40.5
139.608023
600
0
43.285714
160.24137
10.787442
0.258073
4,008,492.517
4,854,213.892
9,999,199
20
116,000,000
7,749,752.2
4,075,643.195
10,000,000
36,533
111,000,000
8,512,303.462
3,705,993.552
10,000,000
15,575
332
424
0.137639
0.120434
0
600
40.451613
144.673158
20,930.32258
1
0
0
0
41.8
40.5
43.285714
332
16
648
14
606
8,192
344
15
20
558,060
36,188
9,976,253.636
58,359.5532
9,999,199
9,800,616
BENIGN
390,197
53
265
2
2
84
256
42
42
42
0
128
128
128
0
1,283,018.868
15,094.33962
88.333333
151.265771
263
1
1
1
0
1
1
1
1
0
1
1
40
40
7,547.169811
7,547.169811
42
128
76.4
47.10414
2,218.8
0
0
0
1
95.5
42
128
40
2
84
2
256
-1
-1
1
20
0
0
0
0
0
0
BENIGN
357,578
443
48
2
0
12
0
6
6
6
0
0
0
0
0
250,000
41,666.66667
48
0
48
48
48
48
0
48
48
0
0
0
0
0
40
0
41,666.66667
0
6
6
6
0
0
0
0
0
0
9
6
0
40
2
12
0
0
0
-1
1
20
0
0
0
0
0
0
BENIGN
194,121
9,080
91
1
1
0
6
0
0
0
0
6
6
6
0
65,934.06593
21,978.02198
91
0
91
91
0
0
0
0
0
0
0
0
0
0
40
20
10,989.01099
10,989.01099
0
6
2
3.464102
12
1
0
0
1
3
0
6
40
1
0
1
6
29,200
0
0
40
0
0
0
0
0
0
PortScan
192,166
53
23,470
1
1
81
209
81
81
81
0
209
209
209
0
12,356.1994
85.215168
23,470
0
23,470
23,470
0
0
0
0
0
0
0
0
0
0
20
20
42.607584
42.607584
81
209
123.666667
73.900834
5,461.333333
0
0
0
1
185.5
81
209
20
1
81
1
209
-1
-1
0
20
0
0
0
0
0
0
BENIGN
312,502
80
1
2
0
0
0
0
0
0
0
0
0
0
0
0
2,000,000
1
0
1
1
1
1
0
1
1
0
0
0
0
0
64
0
2,000,000
0
0
0
0
0
0
0
1
0
0
0
0
0
64
2
0
0
0
251
-1
0
32
0
0
0
0
0
0
DoS Hulk
203,096
60,279
34
1
1
0
0
0
0
0
0
0
0
0
0
0
58,823.529412
34
0
34
34
0
0
0
0
0
0
0
0
0
0
32
32
29,411.764706
29,411.764706
0
0
0
0
0
0
1
1
1
0
0
0
32
1
0
1
0
128
33,304
0
32
0
0
0
0
0
0
BENIGN
196,481
123
95,052
1
1
48
48
48
48
48
0
48
48
48
0
1,009.973488
21.041114
95,052
0
95,052
95,052
0
0
0
0
0
0
0
0
0
0
32
20
10.520557
10.520557
48
48
48
0
0
0
0
0
1
72
48
48
32
1
48
1
48
-1
-1
0
32
0
0
0
0
0
0
BENIGN
92,010
57,628
38
1
1
0
0
0
0
0
0
0
0
0
0
0
52,631.57895
38
0
38
38
0
0
0
0
0
0
0
0
0
0
32
32
26,315.78947
26,315.78947
0
0
0
0
0
0
1
1
1
0
0
0
32
1
0
1
0
115
229
0
32
0
0
0
0
0
0
BENIGN
299,656
80
21,062
5
0
30
0
6
6
6
0
0
0
0
0
1,424.366157
237.39436
5,265.5
9,863.876537
20,044
1
21,062
5,265.5
9,863.876537
20,044
1
0
0
0
0
0
100
0
237.39436
0
6
6
6
0
0
0
1
0
0
7.2
6
0
100
5
30
0
0
256
-1
4
20
0
0
0
0
0
0
DDoS
98,723
41,172
79
1
1
0
0
0
0
0
0
0
0
0
0
0
25,316.4557
79
0
79
79
0
0
0
0
0
0
0
0
0
0
32
32
12,658.22785
12,658.22785
0
0
0
0
0
0
1
1
1
0
0
0
32
1
0
1
0
83
342
0
32
0
0
0
0
0
0
BENIGN
602,492
38,180
95
1
1
0
0
0
0
0
0
0
0
0
0
0
21,052.631579
95
0
95
95
0
0
0
0
0
0
0
0
0
0
32
32
10,526.315789
10,526.315789
0
0
0
0
0
0
1
1
1
0
0
0
32
1
0
1
0
349
310
0
32
0
0
0
0
0
0
BENIGN
529,189
80
30
2
0
0
0
0
0
0
0
0
0
0
0
0
66,666.66667
30
0
30
30
30
30
0
30
30
0
0
0
0
0
40
0
66,666.66667
0
0
0
0
0
0
0
1
0
0
0
0
0
40
2
0
0
0
256
-1
0
20
0
0
0
0
0
0
BENIGN
71,923
20,828
4
2
0
4
0
2
2
2
0
0
0
0
0
1,000,000
500,000
4
0
4
4
4
4
0
4
4
0
0
0
0
0
48
0
500,000
0
2
2
2
0
0
1
0
0
0
3
2
0
48
2
4
0
0
1,024
-1
1
24
0
0
0
0
0
0
BENIGN
80,435
53
12,166,277
2
2
107
222
55
52
53.5
2.12132
154
68
111
60.811183
27.041962
0.328778
4,055,425.667
6,945,700.521
12,100,000
30,700
12,100,000
12,100,000
0
12,100,000
12,100,000
12,100,000
12,100,000
0
12,100,000
12,100,000
40
40
0.164389
0.164389
52
154
76.8
43.597018
1,900.7
0
0
0
1
96
53.5
111
40
2
107
2
222
-1
-1
1
20
30,700
30,700
12,100,000
0
12,100,000
12,100,000
BENIGN
17,820
58,829
40
1
1
6
6
6
6
6
0
6
6
6
0
300,000
50,000
40
0
40
40
0
0
0
0
0
0
0
0
0
0
20
20
25,000
25,000
6
6
6
0
0
0
1
1
1
9
6
6
20
1
6
1
6
115
256
0
20
0
0
0
0
0
0
BENIGN
425,429
53
32,202
2
2
84
352
42
42
42
0
176
176
176
0
13,539.53171
124.215887
10,734
18,588.36929
32,198
1
1
1
0
1
1
3
3
0
3
3
40
80
62.107944
62.107944
42
176
95.6
73.394823
5,386.8
0
0
0
1
119.5
42
176
40
2
84
2
352
-1
-1
1
20
0
0
0
0
0
0
BENIGN
265,771
123
24,038
1
1
48
48
48
48
48
0
48
48
48
0
3,993.676679
83.201597
24,038
0
24,038
24,038
0
0
0
0
0
0
0
0
0
0
32
32
41.600799
41.600799
48
48
48
0
0
0
0
0
1
72
48
48
32
1
48
1
48
-1
-1
0
32
0
0
0
0
0
0
BENIGN
97,295
443
88,879
10
5
713
479
469
0
71.3
147.287361
341
0
95.8
149.52993
13,411.492028
168.768776
6,348.5
9,421.013817
23,649
3
88,879
9,875.444444
10,938.637862
23,984
3
53,479
13,369.75
14,166.64033
27,160
3
332
168
112.512517
56.256259
0
469
74.5
139.666269
19,506.666667
1
0
0
0
79.466667
71.3
95.8
332
10
713
5
479
65,535
972
5
32
0
0
0
0
0
0
BENIGN
109,928
443
60,575,033
17
15
1,212
7,174
496
0
71.294118
153.107709
1,765
0
478.266667
658.983575
138.439875
0.52827
1,954,033.322581
4,007,110.477037
10,029,233
7
60,575,033
3,785,939.5625
5,005,598.244123
10,080,070
88
60,523,925
4,323,137.5
5,146,345.606966
10,080,219
49
552
488
0.280644
0.247627
0
1,765
254.121212
495.010591
245,035.484848
1
0
0
0
262.0625
71.294118
478.266667
552
17
1,212
15
7,174
29,200
118
4
32
318,653
50,809
10,000,291.666667
46,119.559086
10,029,233
9,924,966
BENIGN
160,610
53
46,242
1
1
50
176
50
50
50
0
176
176
176
0
4,887.331863
43.250724
46,242
0
46,242
46,242
0
0
0
0
0
0
0
0
0
0
44
20
21.625362
21.625362
50
176
92
72.746134
5,292
0
0
0
1
138
50
176
44
1
50
1
176
-1
-1
0
44
0
0
0
0
0
0
BENIGN
109,617
80
99,451,710
6
7
696
11,595
342
0
116
175.079411
5,792
0
1,656.428571
2,120.732252
123.587619
0.130717
8,287,642.5
28,600,000
99,100,000
36
99,300,000
19,900,000
44,300,000
99,100,000
976
99,500,000
16,600,000
40,400,000
99,100,000
45
176
232
0.060331
0.070386
0
5,792
878.357143
1,655.392104
2,740,323.016
0
0
0
1
945.923077
116
1,656.428571
176
6
696
7
11,595
0
235
3
20
13,017
13,017
99,100,000
0
99,100,000
99,100,000
DoS Hulk
121,418
443
308,754
2
0
12
0
6
6
6
0
0
0
0
0
38.865893
6.477649
308,754
0
308,754
308,754
308,754
308,754
0
308,754
308,754
0
0
0
0
0
40
0
6.477649
0
6
6
6
0
0
0
1
0
0
9
6
0
40
2
12
0
0
16,461
-1
1
20
0
0
0
0
0
0
BENIGN
30,175
54,653
16,429
4
1
416
6
328
6
104
150.350701
6
6
6
0
25,686.286445
304.339887
4,107.25
8,194.506956
16,399
1
16,429
5,476.333333
9,480.957564
16,424
1
0
0
0
0
0
80
20
243.471909
60.867977
6
328
125
158.082257
24,990
0
1
0
0
150
104
6
80
4
416
1
6
351
0
3
20
0
0
0
0
0
0
BENIGN
67,166
53
1,189
2
2
96
148
48
48
48
0
74
74
74
0
205,214.465938
3,364.171573
396.333333
644.462825
1,140
1
1
1
0
1
1
48
48
0
48
48
80
80
1,682.085786
1,682.085786
48
74
58.4
14.240786
202.8
0
0
0
1
73
48
74
80
2
96
2
148
-1
-1
1
40
0
0
0
0
0
0
BENIGN
369,896
53
230
2
2
66
336
33
33
33
0
168
168
168
0
1,747,826.087
17,391.30435
76.666667
131.058511
228
1
1
1
0
1
1
1
1
0
1
1
64
64
8,695.652174
8,695.652174
33
168
87
73.942545
5,467.5
0
0
0
1
108.75
33
168
64
2
66
2
336
-1
-1
1
32
0
0
0
0
0
0
BENIGN
153,230
53
1,890,789
2
2
108
216
55
53
54
1.414214
110
106
108
2.828427
171.357037
2.115519
630,263
1,037,070.987
1,827,769
30,634
1,858,403
1,858,403
0
1,858,403
1,858,403
1,860,155
1,860,155
0
1,860,155
1,860,155
52
40
1.057759
1.057759
53
110
75.4
29.804362
888.3
0
0
0
1
94.25
54
108
52
2
108
2
216
-1
-1
1
20
0
0
0
0
0
0
BENIGN
273,131
53
30,789
1
1
51
67
51
51
51
0
67
67
67
0
3,832.537595
64.958264
30,789
0
30,789
30,789
0
0
0
0
0
0
0
0
0
0
32
32
32.479132
32.479132
51
67
56.333333
9.237604
85.333333
0
0
0
1
84.5
51
67
32
1
51
1
67
-1
-1
0
32
0
0
0
0
0
0
BENIGN
146,186
42,025
53
1
1
0
0
0
0
0
0
0
0
0
0
0
37,735.849057
53
0
53
53
0
0
0
0
0
0
0
0
0
0
32
32
18,867.924528
18,867.924528
0
0
0
0
0
0
1
1
1
0
0
0
32
1
0
1
0
340
237
0
32
0
0
0
0
0
0
BENIGN
375,332
80
7,908,792
4
0
24
0
6
6
6
0
0
0
0
0
3.034597
0.505766
2,636,264
4,565,275.46
7,907,790
3
7,908,792
2,636,264
4,565,275.46
7,907,790
3
0
0
0
0
0
80
0
0.505766
0
6
6
6
0
0
0
1
0
0
7.5
6
0
80
4
24
0
0
256
-1
3
20
1,002
1,002
7,907,790
0
7,907,790
7,907,790
DDoS
134,875
123
67,042,380
2
2
96
96
48
48
48
0
48
48
48
0
2.86386
0.059664
22,347,460
38,632,724.691363
66,956,688
42,738
66,999,642
66,999,642
0
66,999,642
66,999,642
66,999,426
66,999,426
0
66,999,426
66,999,426
40
40
0.029832
0.029832
48
48
48
0
0
0
0
0
1
60
48
48
40
2
96
2
96
-1
-1
1
20
42,954
42,954
66,956,688
0
66,956,688
66,956,688
BENIGN
39,021
80
85,936,998
4
6
376
11,595
370
0
94
184.021738
4,344
0
1,932.5
1,977.812908
139.299723
0.116364
9,548,555.333
28,600,000
85,800,000
40
85,800,000
28,600,000
49,500,000
85,800,000
998
152,494
30,498.8
60,526.45853
138,241
48
124
200
0.046546
0.069819
0
4,344
1,088.818182
1,704.765486
2,906,225.364
0
0
0
1
1,197.7
94
1,932.5
124
4
376
6
11,595
0
235
1
20
0
0
85,800,000
0
85,800,000
85,800,000
DoS Hulk
184,407
443
5,024,438
6
4
611
164
517
0
101.833333
204.305082
152
0
41
74.054034
154.246107
1.990272
558,270.8889
1,632,815.891
4,912,078
4
5,024,438
1,004,887.6
2,219,825.667
4,975,774
4
88,702
29,567.33333
32,299.91084
64,167
208
132
92
1.194163
0.796109
0
517
70.454545
154.756818
23,949.67273
1
0
0
0
77.5
101.833333
41
132
6
611
4
164
8,192
946
5
20
0
0
0
0
0
0
BENIGN
482,416
443
115,418,864
23
19
1,402
5,103
514
0
60.956522
151.191774
1,418
0
268.578947
473.969914
56.359938
0.363892
2,815,094.243902
4,464,598.701877
10,006,027
1
115,418,864
5,246,312
5,002,500.01341
10,048,044
4
110,697,911
6,149,883.944444
5,027,023.222318
10,048,280
187
744
616
0.199274
0.164618
0
1,418
151.27907
345.670523
119,488.110742
1
0
0
0
154.880952
60.956522
268.578947
744
23
1,402
19
5,103
29,200
365
5
32
262,016
41,993
10,001,361.909091
13,773.685392
10,006,027
9,960,003
BENIGN
73,850
53
30,622
1
1
56
122
56
56
56
0
122
122
122
0
5,812.814317
65.31252
30,622
0
30,622
30,622
0
0
0
0
0
0
0
0
0
0
32
32
32.65626
32.65626
56
122
78
38.105118
1,452
0
0
0
1
117
56
122
32
1
56
1
122
-1
-1
0
32
0
0
0
0
0
0
BENIGN
143,482
53
87,265,831
2
2
94
218
48
46
47
1.414214
110
108
109
1.414214
3.575283
0.045837
29,088,610.333333
50,197,338.159124
87,051,437
31,027
87,234,804
87,234,804
0
87,234,804
87,234,804
87,082,464
87,082,464
0
87,082,464
87,082,464
64
52
0.022918
0.022918
46
110
71.6
34.158454
1,166.8
0
0
0
1
89.5
47
109
64
2
94
2
218
-1
-1
1
32
183,367
183,367
87,051,437
0
87,051,437
87,051,437
BENIGN
251,857
1,721
48
2
0
4
0
2
2
2
0
0
0
0
0
83,333.33333
41,666.66667
48
0
48
48
48
48
0
48
48
0
0
0
0
0
48
0
41,666.66667
0
2
2
2
0
0
1
0
0
0
3
2
0
48
2
4
0
0
1,024
-1
1
24
0
0
0
0
0
0
BENIGN
117,491
51,456
8,579
2
1
280
6
274
6
140
189.504617
6
6
6
0
33,337.21879
349.691106
4,289.5
5,885.24974
8,451
128
8,579
8,579
0
8,579
8,579
0
0
0
0
0
40
20
233.127404
116.563702
6
274
140
154.729872
23,941.33333
0
1
0
0
186.666667
140
6
40
2
280
1
6
60
0
1
20
0
0
0
0
0
0
BENIGN
63,088
39,827
53
1
1
0
0
0
0
0
0
0
0
0
0
0
37,735.84906
53
0
53
53
0
0
0
0
0
0
0
0
0
0
20
20
18,867.92453
18,867.92453
0
0
0
0
0
0
1
1
1
0
0
0
20
1
0
1
0
62
299
0
20
0
0
0
0
0
0
BENIGN
282,679
443
61,254,678
15
17
1,093
6,294
709
0
72.866667
184.424536
1,460
0
370.235294
560.646672
120.594871
0.522409
1,975,957.355
3,980,208.776
10,000,000
49
61,300,000
4,375,334.143
5,064,267.036
10,100,000
7,058
61,200,000
3,824,585.75
4,980,195.415
10,100,000
49
312
424
0.244879
0.27753
0
1,460
223.848485
442.355352
195,678.2576
1
0
0
1
230.84375
72.866667
370.235294
312
15
1,093
17
6,294
8,192
115
14
20
559,030
50,309
9,965,264.667
80,785.13721
10,000,000
9,800,567
BENIGN
199,698
51,488
3
2
0
0
0
0
0
0
0
0
0
0
0
0
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
64
0
666,666.6667
0
0
0
0
0
0
0
1
0
0
0
0
0
64
2
0
0
0
376
-1
0
32
0
0
0
0
0
0
BENIGN
58,410
443
1,101,100
13
10
880
6,078
373
0
67.692308
121.036761
1,418
0
607.8
680.378783
6,319.13541
20.888203
50,050
93,811.88781
328,229
1
1,101,100
91,758.333333
124,034.119056
328,229
1
756,563
84,062.555556
140,269.201713
422,266
48
428
328
11.806375
9.081827
0
1,418
289.916667
514.087365
264,285.818841
1
0
0
0
302.521739
67.692308
607.8
428
13
880
10
6,078
65,535
357
6
32
0
0
0
0
0
0
BENIGN
170,113
53
250
2
2
92
348
46
46
46
0
174
174
174
0
1,760,000
16,000
83.333333
137.409364
242
4
4
4
0
4
4
4
4
0
4
4
40
40
8,000
8,000
46
174
97.2
70.108487
4,915.2
0
0
0
1
121.5
46
174
40
2
92
2
348
-1
-1
1
20
0
0
0
0
0
0
BENIGN
692,513
53
61,354
2
2
94
264
47
47
47
0
132
132
132
0
5,834.990384
65.195423
20,451.33333
35,376.85622
61,301
4
49
49
0
49
49
4
4
0
4
4
80
40
32.597712
32.597712
47
132
81
46.556417
2,167.5
0
0
0
1
101.25
47
132
80
2
94
2
264
-1
-1
1
40
0
0
0
0
0
0
BENIGN
52,192
80
11,272,086
5
5
272
3,525
272
0
54.4
121.642098
2,077
0
705
990.64474
336.849808
0.887147
1,252,454
2,504,497.544
6,266,104
38
6,268,710
1,567,177.5
3,133,609.013
6,267,591
38
11,300,000
2,817,998.25
3,293,871.46
6,266,104
191
168
168
0.443574
0.443574
0
2,077
345.181818
719.302554
517,396.1636
1
0
0
1
379.7
54.4
705
168
5
272
5
3,525
29,200
235
1
32
877
877
6,266,104
0
6,266,104
6,266,104
DoS GoldenEye
551,963
53
23,866
2
2
68
100
34
34
34
0
50
50
50
0
7,039.302774
167.602447
7,955.333333
13,772.97936
23,859
3
3
3
0
3
3
4
4
0
4
4
64
64
83.801224
83.801224
34
50
40.4
8.763561
76.8
0
0
0
1
50.5
34
50
64
2
68
2
100
-1
-1
1
32
0
0
0
0
0
0
BENIGN
155,676
443
64,051,143
2
0
74
0
37
37
37
0
0
0
0
0
1.155327
0.031225
64,100,000
0
64,100,000
64,100,000
64,100,000
64,100,000
0
64,100,000
64,100,000
0
0
0
0
0
64
0
0.031225
0
37
37
37
0
0
0
1
1
0
55.5
37
0
64
2
74
0
0
32,832
-1
1
32
0
0
0
0
0
0
BENIGN
142,013
443
122,031
1
1
0
0
0
0
0
0
0
0
0
0
0
16.389278
122,031
0
122,031
122,031
0
0
0
0
0
0
0
0
0
0
32
32
8.194639
8.194639
0
0
0
0
0
0
1
1
1
0
0
0
32
1
0
1
0
636
127
0
32
0
0
0
0
0
0
BENIGN
475,319
56,822
3
2
0
37
0
37
0
18.5
26.162951
0
0
0
0
12,333,333.333333
666,666.666667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
64
0
666,666.666667
0
0
37
24.666667
21.36196
456.333333
0
1
0
0
37
18.5
0
64
2
37
0
0
114
-1
0
32
0
0
0
0
0
0
BENIGN
99,747
443
53,333
2
1
0
0
0
0
0
0
0
0
0
0
0
56.250352
26,666.5
37,710.711747
53,332
1
1
1
0
1
1
0
0
0
0
0
64
44
37.500234
18.750117
0
0
0
0
0
0
1
1
0
0
0
0
64
2
0
1
0
32,832
357
0
32
0
0
0
0
0
0
BENIGN
497,850
80
116,142,384
9
5
323
11,595
323
0
35.888889
107.666667
8,688
0
2,319
3,774.237539
102.615424
0.120542
8,934,029.538
27,700,000
100,000,000
1
116,000,000
14,500,000
35,000,000
100,000,000
1
148,523
37,130.75
66,877.92838
137,157
189
304
168
0.077491
0.043051
0
8,688
794.533333
2,306.874226
5,321,668.695
0
1
0
0
851.285714
35.888889
2,319
304
9
323
5
11,595
251
235
1
32
992
992
58,000,000
59,400,000
100,000,000
16,000,000
DoS Hulk
112,699
22
177
1
1
6
6
6
6
6
0
6
6
6
0
67,796.61017
11,299.43503
177
0
177
177
0
0
0
0
0
0
0
0
0
0
20
20
5,649.717514
5,649.717514
6
6
6
0
0
0
1
1
1
9
6
6
20
1
6
1
6
250
245
0
20
0
0
0
0
0
0
BENIGN
190,916
80
3,335,938
4
0
24
0
6
6
6
0
0
0
0
0
7.194378
1.199063
1,111,979.333
1,925,176.841
3,334,982
3
3,335,938
1,111,979.333
1,925,176.841
3,334,982
3
0
0
0
0
0
80
0
1.199063
0
6
6
6
0
0
0
1
0
0
7.5
6
0
80
4
24
0
0
256
-1
3
20
0
0
0
0
0
0
DDoS
22,710