Datasets:
wassim249
/
CICD

Dataset card Data Studio Files
xet
Community
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
80
84,769,119
9
6
692
11,595
343
0
76.888889
150.883601
7,240
0
1,932.5
2,695.639126
144.946652
0.176951
6,054,937.071
22,600,000
84,400,000
0
84,600,000
10,600,000
29,800,000
84,400,000
0
363,504
72,700.8
104,449.5575
226,997
71
284
200
0.106171
0.07078
0
7,240
767.9375
1,817.312575
3,302,624.996
0
1
0
0
819.133333
76.888889
1,932.5
284
9
692
6
11,595
251
235
3
20
979
979
84,400,000
0
84,400,000
84,400,000
DoS Hulk
159,263
49,538
3
2
0
124
0
62
62
62
0
0
0
0
0
41,300,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
64
0
666,666.6667
0
62
62
62
0
0
0
0
0
0
93
62
0
64
2
124
0
0
-1
-1
1
32
0
0
0
0
0
0
BENIGN
281,696
53
254
2
2
66
170
33
33
33
0
85
85
85
0
929,133.8583
15,748.0315
84.666667
104.920605
203
3
48
48
0
48
48
3
3
0
3
3
64
64
7,874.015748
7,874.015748
33
85
53.8
28.481573
811.2
0
0
0
1
67.25
33
85
64
2
66
2
170
-1
-1
1
32
0
0
0
0
0
0
BENIGN
44,033
53
50,140
1
1
52
80
52
52
52
0
80
80
80
0
2,632.62864
39.888313
50,140
0
50,140
50,140
0
0
0
0
0
0
0
0
0
0
32
20
19.944156
19.944156
52
80
61.333333
16.165808
261.333333
0
0
0
1
92
52
80
32
1
52
1
80
-1
-1
0
32
0
0
0
0
0
0
BENIGN
8,903
59,016
88
1
1
0
0
0
0
0
0
0
0
0
0
0
22,727.272727
88
0
88
88
0
0
0
0
0
0
0
0
0
0
32
32
11,363.636364
11,363.636364
0
0
0
0
0
0
1
0
1
0
0
0
32
1
0
1
0
362
32,832
0
32
0
0
0
0
0
0
BENIGN
112,297
1,067
58
1
1
2
6
2
2
2
0
6
6
6
0
137,931.0345
34,482.75862
58
0
58
58
0
0
0
0
0
0
0
0
0
0
24
20
17,241.37931
17,241.37931
2
6
3.333333
2.309401
5.333333
1
0
0
1
5
2
6
24
1
2
1
6
1,024
0
0
24
0
0
0
0
0
0
PortScan
125,558
80
101,447,682
10
6
1,032
11,595
344
0
103.2
166.167787
4,344
0
1,932.5
1,754.831473
124.468098
0.157717
6,763,178.8
26,000,000
101,000,000
1
101,000,000
11,300,000
33,600,000
101,000,000
1
573,206
114,641.2
184,482.4398
423,811
49
328
200
0.098573
0.059144
0
4,344
742.764706
1,341.189376
1,798,788.941
0
1
0
0
789.1875
103.2
1,932.5
328
10
1,032
6
11,595
274
235
3
32
1,977
1,977
101,000,000
0
101,000,000
101,000,000
DoS Hulk
248,973
53
174
2
2
88
120
44
44
44
0
60
60
60
0
1,195,402.299
22,988.50575
58
60.621778
123
3
3
3
0
3
3
48
48
0
48
48
64
64
11,494.25287
11,494.25287
44
60
50.4
8.763561
76.8
0
0
0
1
63
44
60
64
2
88
2
120
-1
-1
1
32
0
0
0
0
0
0
BENIGN
68,192
80
1,351,015
4
0
24
0
6
6
6
0
0
0
0
0
17.764422
2.960737
450,338.3333
780,005.4098
1,351,011
1
1,351,015
450,338.3333
780,005.4098
1,351,011
1
0
0
0
0
0
80
0
2.960737
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
134,585
80
14,061
2
2
12
0
6
6
6
0
0
0
0
0
853.424365
284.474788
4,687
7,694.483673
13,569
52
492
492
0
492
492
14,009
14,009
0
14,009
14,009
40
64
142.237394
142.237394
0
6
3.6
3.286335
10.8
0
0
0
1
4.5
6
0
40
2
12
2
0
0
235
1
20
0
0
0
0
0
0
DoS Hulk
293,032
53
208
2
2
62
164
31
31
31
0
82
82
82
0
1,086,538.462
19,230.76923
69.333333
114.027774
201
3
3
3
0
3
3
4
4
0
4
4
80
80
9,615.384615
9,615.384615
31
82
51.4
27.93385
780.3
0
0
0
1
64.25
31
82
80
2
62
2
164
-1
-1
1
40
0
0
0
0
0
0
BENIGN
143,538
53
71,819
4
2
184
266
46
46
46
0
133
133
133
0
6,265.751403
83.543352
14,363.8
19,838.24314
39,603
0
32,212
10,737.33333
18,595.00886
32,209
0
4
4
0
4
4
104
40
55.695568
27.847784
46
133
70.857143
42.451653
1,802.142857
0
0
0
0
82.666667
46
133
104
4
184
2
266
-1
-1
3
20
0
0
0
0
0
0
BENIGN
519,584
53
31,032
1
1
56
72
56
56
56
0
72
72
72
0
4,124.774426
64.4496
31,032
0
31,032
31,032
0
0
0
0
0
0
0
0
0
0
20
20
32.2248
32.2248
56
72
61.333333
9.237604
85.333333
0
0
0
1
92
56
72
20
1
56
1
72
-1
-1
0
20
0
0
0
0
0
0
BENIGN
29,345
53
31,290
2
2
84
204
42
42
42
0
102
102
102
0
9,204.2186
127.836369
10,430
18,021.13667
31,239
3
48
48
0
48
48
3
3
0
3
3
40
40
63.918185
63.918185
42
102
66
32.863353
1,080
0
0
0
1
82.5
42
102
40
2
84
2
204
-1
-1
1
20
0
0
0
0
0
0
BENIGN
46,843
53
53,842
1
1
53
166
53
53
53
0
166
166
166
0
4,067.456632
37.145723
53,842
0
53,842
53,842
0
0
0
0
0
0
0
0
0
0
32
32
18.572861
18.572861
53
166
90.666667
65.24058
4,256.333333
0
0
0
1
136
53
166
32
1
53
1
166
-1
-1
0
32
0
0
0
0
0
0
BENIGN
211,784
53
31,051
1
1
84
212
84
84
84
0
212
212
212
0
9,532.704261
64.410164
31,051
0
31,051
31,051
0
0
0
0
0
0
0
0
0
0
20
20
32.205082
32.205082
84
212
126.666667
73.900834
5,461.333333
0
0
0
1
190
84
212
20
1
84
1
212
-1
-1
0
20
0
0
0
0
0
0
BENIGN
175,339
254
25
1
1
0
6
0
0
0
0
6
6
6
0
240,000
80,000
25
0
25
25
0
0
0
0
0
0
0
0
0
0
40
20
40,000
40,000
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
213,322
49,577
4,863
2
0
12
0
6
6
6
0
0
0
0
0
2,467.612585
411.268764
4,863
0
4,863
4,863
4,863
4,863
0
4,863
4,863
0
0
0
0
0
40
0
411.268764
0
6
6
6
0
0
0
1
0
0
9
6
0
40
2
12
0
0
31,326
-1
1
20
0
0
0
0
0
0
BENIGN
547,484
80
113,312,143
19
18
10,778
4,027
2,709
0
567.263158
1,128.622555
1,081
0
223.722222
431.181933
130.656782
0.326532
3,147,559.528
4,615,123.427
10,200,000
148
113,000,000
6,295,119.056
4,807,824.516
10,200,000
31,687
113,000,000
6,645,200.647
4,720,612.846
10,200,000
7,787
608
576
0.167678
0.158853
0
2,709
460.131579
933.472076
871,370.1174
0
1
0
0
472.567568
567.263158
223.722222
608
19
10,778
18
4,027
321
2,534
3
32
1,802,465
22,969
9,958,107.182
797,703.6187
10,200,000
7,556,513
BENIGN
147,984
53
31,338
4
2
124
138
31
31
31
0
69
69
69
0
8,360.456953
191.460846
6,267.6
13,696.61733
30,765
1
30,770
10,256.66667
17,760.73772
30,765
1
4
4
0
4
4
128
64
127.640564
63.820282
31
69
41.857143
18.542101
343.809524
0
0
0
0
48.833333
31
69
128
4
124
2
138
-1
-1
3
32
0
0
0
0
0
0
BENIGN
119,653
443
114,338,583
42
31
14,222
9,411
921
0
338.619048
416.22496
1,460
2
303.580645
403.133541
206.693134
0.638455
1,588,035.875
3,132,394.973
9,975,060
8
114,000,000
2,788,745.927
3,744,699.623
9,975,060
103
114,000,000
3,808,757.567
3,983,137.647
10,100,000
47
852
624
0.36733
0.271125
0
1,460
319.364865
407.191503
165,804.9198
1
0
0
0
323.739726
338.619048
303.580645
852
42
14,222
31
9,411
8,192
58,023
41
20
9,834,530
50,201
8,759,036.8
1,384,262.694
9,975,060
6,135,677
BENIGN
51,949
443
245,965
15
12
901
13,034
421
0
60.066667
123.147105
2,458
0
1,086.166667
859.471173
56,654.402049
109.771715
9,460.192308
19,013.615604
55,404
1
245,965
17,568.928571
23,836.375349
55,858
1
185,268
16,842.545455
28,578.678802
73,969
48
492
392
60.984286
48.787429
0
2,458
497.678571
760.45737
578,295.411376
1
0
0
0
516.111111
60.066667
1,086.166667
492
15
901
12
13,034
65,535
123
6
32
0
0
0
0
0
0
BENIGN
106,746
53
163
2
2
114
146
57
57
57
0
73
73
73
0
1,595,092.025
24,539.8773
54.333333
88.047336
156
3
3
3
0
3
3
4
4
0
4
4
64
64
12,269.93865
12,269.93865
57
73
63.4
8.763561
76.8
0
0
0
1
79.25
57
73
64
2
114
2
146
-1
-1
1
32
0
0
0
0
0
0
BENIGN
181,943
80
85,240,350
7
7
852
11,595
417
0
121.714286
201.736391
5,792
0
1,656.428571
2,425.837852
146.022394
0.164241
6,556,950
23,500,000
84,900,000
2
85,100,000
14,200,000
34,600,000
84,900,000
2
85,200,000
14,200,000
34,600,000
84,900,000
50
196
232
0.082121
0.082121
0
5,792
830.2
1,783.332883
3,180,276.171
0
0
0
1
889.5
121.714286
1,656.428571
196
7
852
7
11,595
0
235
4
20
2,838
2,838
84,900,000
0
84,900,000
84,900,000
DoS Hulk
144,742
22
137
1
1
0
0
0
0
0
0
0
0
0
0
0
14,598.54015
137
0
137
137
0
0
0
0
0
0
0
0
0
0
20
20
7,299.270073
7,299.270073
0
0
0
0
0
0
1
1
1
0
0
0
20
1
0
1
0
250
245
0
20
0
0
0
0
0
0
BENIGN
131,135
53
264
2
2
80
336
40
40
40
0
168
168
168
0
1,575,757.576
15,151.51515
88
111.314869
214
3
3
3
0
3
3
47
47
0
47
47
40
40
7,575.757576
7,575.757576
40
168
91.2
70.108487
4,915.2
0
0
0
1
114
40
168
40
2
80
2
336
-1
-1
1
20
0
0
0
0
0
0
BENIGN
618,441
53
256
2
2
84
162
42
42
42
0
81
81
81
0
960,937.5
15,625
85.333333
108.693759
208
1
47
47
0
47
47
1
1
0
1
1
64
64
7,812.5
7,812.5
42
81
57.6
21.36118
456.3
0
0
0
1
72
42
81
64
2
84
2
162
-1
-1
1
32
0
0
0
0
0
0
BENIGN
692,414
53
228
2
2
58
90
29
29
29
0
45
45
45
0
649,122.807018
17,543.859649
76
125.574679
221
3
4
4
0
4
4
3
3
0
3
3
64
64
8,771.929825
8,771.929825
29
45
35.4
8.763561
76.8
0
0
0
1
44.25
29
45
64
2
58
2
90
-1
-1
1
32
0
0
0
0
0
0
BENIGN
402,116
53
79,628
2
2
70
178
35
35
35
0
89
89
89
0
3,114.482343
50.233586
26,542.666667
45,970.649183
79,625
0
0
0
0
0
0
3
3
0
3
3
40
64
25.116793
25.116793
35
89
56.6
29.577018
874.8
0
0
0
1
70.75
35
89
40
2
70
2
178
-1
-1
1
20
0
0
0
0
0
0
BENIGN
416,705
1,761
43
1
1
0
6
0
0
0
0
6
6
6
0
139,534.8837
46,511.62791
43
0
43
43
0
0
0
0
0
0
0
0
0
0
40
20
23,255.81395
23,255.81395
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
157,219
53
30,386
1
1
47
175
47
47
47
0
175
175
175
0
7,305.996182
65.819785
30,386
0
30,386
30,386
0
0
0
0
0
0
0
0
0
0
20
20
32.909893
32.909893
47
175
89.666667
73.900834
5,461.333333
0
0
0
1
134.5
47
175
20
1
47
1
175
-1
-1
0
20
0
0
0
0
0
0
BENIGN
100,847
53
83,371
1
1
45
128
45
45
45
0
128
128
128
0
2,075.062072
23.989157
83,371
0
83,371
83,371
0
0
0
0
0
0
0
0
0
0
20
20
11.994578
11.994578
45
128
72.666667
47.920072
2,296.333333
0
0
0
1
109
45
128
20
1
45
1
128
-1
-1
0
20
0
0
0
0
0
0
BENIGN
162,201
53
168
2
2
84
210
42
42
42
0
105
105
105
0
1,750,000
23,809.52381
56
91.798693
162
3
3
3
0
3
3
3
3
0
3
3
40
40
11,904.761905
11,904.761905
42
105
67.2
34.506521
1,190.7
0
0
0
1
84
42
105
40
2
84
2
210
-1
-1
1
20
0
0
0
0
0
0
BENIGN
506,057
443
110,448,353
20
19
5,427
3,691
3,029
0
271.35
760.033052
1,400
0
194.263158
425.413112
82.554423
0.353106
2,906,535.605
4,429,883.086
10,000,000
25
110,000,000
5,811,257.947
4,782,783.529
10,000,000
34,635
110,000,000
6,134,096.833
4,739,497.985
10,000,000
207
412
508
0.18108
0.172026
0
3,029
227.95
606.463517
367,797.9974
1
0
0
0
233.794872
271.35
194.263158
412
20
5,427
19
3,691
8,192
21,900
19
20
3,372,267
34,389
9,655,579.455
1,104,565.326
10,000,000
6,327,199
BENIGN
182,252
54,447
4,025
3
0
247
0
216
0
82.333333
116.791838
0
0
0
0
61,366.45963
745.341615
2,012.5
2,840.44794
4,021
4
4,025
2,012.5
2,840.44794
4,021
4
0
0
0
0
0
60
0
745.341615
0
0
216
61.75
103.866501
10,788.25
0
1
0
0
82.333333
82.333333
0
60
3
247
0
0
119
-1
2
20
0
0
0
0
0
0
BENIGN
143,414
80
100,082,615
6
7
312
11,595
300
0
52
121.530243
5,792
0
1,656.428571
2,120.732252
118.971712
0.129893
8,340,217.917
28,500,000
98,900,000
4
99,900,000
20,000,000
44,100,000
98,900,000
4
100,000,000
16,700,000
40,800,000
99,900,000
45
184
232
0.05995
0.069942
0
5,792
850.928571
1,667.432779
2,780,332.071
0
0
0
1
916.384615
52
1,656.428571
184
6
312
7
11,595
0
235
2
20
13,994
13,994
98,900,000
0
98,900,000
98,900,000
DoS Hulk
276,830
53
560
1
1
44
60
44
44
44
0
60
60
60
0
185,714.2857
3,571.428571
560
0
560
560
0
0
0
0
0
0
0
0
0
0
32
32
1,785.714286
1,785.714286
44
60
49.333333
9.237604
85.333333
0
0
0
1
74
44
60
32
1
44
1
60
-1
-1
0
32
0
0
0
0
0
0
BENIGN
101,543
80
5,050,548
4
2
0
0
0
0
0
0
0
0
0
0
0
1.18799
1,010,109.6
1,740,164.056
4,029,023
48
5,050,548
1,683,516
2,087,069.002
4,029,023
31,383
990,199
990,199
0
990,199
990,199
104
64
0.791993
0.395997
0
0
0
0
0
1
0
0
0
0
0
0
104
4
0
2
0
8,192
29,200
0
20
0
0
0
0
0
0
BENIGN
192,132
53
92,331
1
1
46
191
46
46
46
0
191
191
191
0
2,566.85187
21.661197
92,331
0
92,331
92,331
0
0
0
0
0
0
0
0
0
0
20
20
10.830599
10.830599
46
191
94.333333
83.715789
7,008.333333
0
0
0
1
141.5
46
191
20
1
46
1
191
-1
-1
0
20
0
0
0
0
0
0
BENIGN
73,362
80
7,991,766
5
0
30
0
6
6
6
0
0
0
0
0
3.753864
0.625644
1,997,941.5
3,991,207.865
7,984,752
4
7,991,766
1,997,941.5
3,991,207.865
7,984,752
4
0
0
0
0
0
100
0
0.625644
0
6
6
6
0
0
0
1
0
0
7.2
6
0
100
5
30
0
0
256
-1
4
20
7,014
7,014
7,984,752
0
7,984,752
7,984,752
DDoS
118,981
53
49,816
1
1
50
78
50
50
50
0
78
78
78
0
2,569.455597
40.147744
49,816
0
49,816
49,816
0
0
0
0
0
0
0
0
0
0
32
20
20.073872
20.073872
50
78
59.333333
16.165808
261.333333
0
0
0
1
89
50
78
32
1
50
1
78
-1
-1
0
32
0
0
0
0
0
0
BENIGN
75,722
80
24,051,290
4
0
24
0
6
6
6
0
0
0
0
0
0.997867
0.166311
8,017,096.667
13,900,000
24,000,000
998
24,100,000
8,017,096.667
13,900,000
24,000,000
998
0
0
0
0
0
80
0
0.166311
0
6
6
6
0
0
0
1
0
0
7.5
6
0
80
4
24
0
0
256
-1
3
20
2,002
2,002
24,000,000
0
24,000,000
24,000,000
DDoS
162,070
80
115,660,495
20
17
956
2,990
433
0
47.8
131.753598
746
0
175.882353
325.980422
34.117094
0.319902
3,212,791.528
4,615,392.006
10,000,000
4
116,000,000
6,087,394.474
4,835,613.507
10,000,000
327
111,000,000
6,936,263.063
4,718,622.606
10,000,000
21,160
436
484
0.17292
0.146982
0
746
103.842105
243.391413
59,239.3798
1
0
0
0
106.648649
47.8
175.882353
436
20
956
17
2,990
8,192
351
17
20
841,102
36,700
9,978,949.545
76,780.99382
10,000,000
9,747,940
BENIGN
243,709
54,717
273
2
0
12
0
6
6
6
0
0
0
0
0
43,956.04396
7,326.007326
273
0
273
273
273
273
0
273
273
0
0
0
0
0
40
0
7,326.007326
0
6
6
6
0
0
0
1
0
0
9
6
0
40
2
12
0
0
33
-1
1
20
0
0
0
0
0
0
BENIGN
25,032
443
16,022
2
0
12
0
6
6
6
0
0
0
0
0
748.970166
124.828361
16,022
0
16,022
16,022
16,022
16,022
0
16,022
16,022
0
0
0
0
0
40
0
124.828361
0
6
6
6
0
0
0
1
0
0
9
6
0
40
2
12
0
0
256
-1
1
20
0
0
0
0
0
0
BENIGN
101,595
64,140
75
1
1
0
0
0
0
0
0
0
0
0
0
0
26,666.66667
75
0
75
75
0
0
0
0
0
0
0
0
0
0
32
32
13,333.33333
13,333.33333
0
0
0
0
0
0
1
0
1
0
0
0
32
1
0
1
0
122
33,304
0
32
0
0
0
0
0
0
BENIGN
440,374
1,033
33
1
1
2
6
2
2
2
0
6
6
6
0
242,424.2424
60,606.06061
33
0
33
33
0
0
0
0
0
0
0
0
0
0
24
20
30,303.0303
30,303.0303
2
6
3.333333
2.309401
5.333333
1
0
0
1
5
2
6
24
1
2
1
6
1,024
0
0
24
0
0
0
0
0
0
PortScan
250,072
123
189
2
2
96
96
48
48
48
0
48
48
48
0
1,015,873.015873
21,164.021164
63
103.058236
182
3
4
4
0
4
4
3
3
0
3
3
64
64
10,582.010582
10,582.010582
48
48
48
0
0
0
0
0
1
60
48
48
64
2
96
2
96
-1
-1
1
32
0
0
0
0
0
0
BENIGN
56,584
53
23,421
1
1
43
59
43
43
43
0
59
59
59
0
4,355.065966
85.39345
23,421
0
23,421
23,421
0
0
0
0
0
0
0
0
0
0
44
32
42.696725
42.696725
43
59
48.333333
9.237604
85.333333
0
0
0
1
72.5
43
59
44
1
43
1
59
-1
-1
0
44
0
0
0
0
0
0
BENIGN
8,236
80
5,637,736
3
1
12
0
6
0
4
3.464102
0
0
0
0
2.128514
0.709505
1,879,245.333
3,222,276.562
5,599,946
23
5,637,736
2,818,868
3,933,070.753
5,599,969
37,767
0
0
0
0
0
72
32
0.532129
0.177376
0
6
2.4
3.286335
10.8
1
0
0
0
3
4
0
72
3
12
1
0
8,192
42,780
2
20
0
0
0
0
0
0
BENIGN
51,287
53
197
2
2
94
350
47
47
47
0
175
175
175
0
2,253,807.107
20,304.56853
65.666667
72.452283
145
3
3
3
0
3
3
49
49
0
49
49
40
40
10,152.28426
10,152.28426
47
175
98.2
70.108487
4,915.2
0
0
0
1
122.75
47
175
40
2
94
2
350
-1
-1
1
20
0
0
0
0
0
0
BENIGN
34,526
53
30,723
1
1
52
68
52
52
52
0
68
68
68
0
3,905.868568
65.097809
30,723
0
30,723
30,723
0
0
0
0
0
0
0
0
0
0
20
32
32.548905
32.548905
52
68
57.333333
9.237604
85.333333
0
0
0
1
86
52
68
20
1
52
1
68
-1
-1
0
20
0
0
0
0
0
0
BENIGN
169,073
443
331,015
10
5
1,328
1,119
1,077
0
132.8
335.295823
981
0
223.8
427.484737
7,392.414241
45.315167
23,643.928571
32,326.738924
87,737
3
331,015
36,779.444444
41,066.996159
91,202
3
233,592
58,398
45,174.812237
95,314
423
332
168
30.210111
15.105056
0
1,077
152.9375
345.960974
119,688.995833
1
0
0
0
163.133333
132.8
223.8
332
10
1,328
5
1,119
65,535
118
5
32
0
0
0
0
0
0
BENIGN
191,549
443
1,086,411
7
10
929
6,715
590
0
132.714286
215.56802
2,266
0
671.5
846.5453
7,036.011233
15.647853
67,900.6875
248,878.1545
1,000,548
3
85,860
14,310
13,523.81766
28,801
402
1,062,516
118,057.3333
331,140.0375
1,000,569
3
152
212
6.443234
9.20462
0
2,266
424.666667
690.900095
477,342.9412
1
0
0
1
449.647059
132.714286
671.5
152
7
929
10
6,715
8,192
33
6
20
0
0
0
0
0
0
BENIGN
262,569
80
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
251
-1
0
32
0
0
0
0
0
0
DoS Hulk
155,231
53
99,680
4
2
136
250
34
34
34
0
125
125
125
0
3,872.391653
60.192616
19,936
30,546.99824
69,234
3
30,443
10,147.66667
17,570.21207
30,436
3
3
3
0
3
3
128
40
40.128411
20.064205
34
125
60
44.403453
1,971.666667
0
0
0
0
70
34
125
128
4
136
2
250
-1
-1
3
32
0
0
0
0
0
0
BENIGN
611,314
54,741
17
1
1
0
0
0
0
0
0
0
0
0
0
0
117,647.0588
17
0
17
17
0
0
0
0
0
0
0
0
0
0
20
20
58,823.52941
58,823.52941
0
0
0
0
0
0
1
1
1
0
0
0
20
1
0
1
0
288
16,226
0
20
0
0
0
0
0
0
BENIGN
279,123
56,425
21
1
1
0
0
0
0
0
0
0
0
0
0
0
95,238.09524
21
0
21
21
0
0
0
0
0
0
0
0
0
0
20
20
47,619.04762
47,619.04762
0
0
0
0
0
0
1
1
1
0
0
0
20
1
0
1
0
335
16,560
0
20
0
0
0
0
0
0
BENIGN
316,717
443
115,850,839
24
23
709
14,245
338
0
29.541667
81.344132
2,836
0
619.347826
819.399759
129.079773
0.405694
2,518,496.5
4,314,754.003968
10,023,020
2
115,850,839
5,036,993
5,016,588.790542
10,060,004
4
110,615,706
5,027,986.636364
5,137,826.107985
10,059,185
2
776
744
0.207163
0.198531
0
2,836
311.541667
637.616905
406,555.317376
1
0
0
0
318.170213
29.541667
619.347826
776
24
709
23
14,245
29,200
357
4
32
128,006
36,163
9,610,268.083333
1,389,380.321308
10,023,020
5,198,431
BENIGN
222,515
53
30,878
2
2
68
158
34
34
34
0
79
79
79
0
7,319.126886
129.542069
10,292.66667
17,823.95754
30,874
1
3
3
0
3
3
1
1
0
1
1
40
40
64.771034
64.771034
34
79
52
24.647515
607.5
0
0
0
1
65
34
79
40
2
68
2
158
-1
-1
1
20
0
0
0
0
0
0
BENIGN
43,412
55,295
65
1
1
0
0
0
0
0
0
0
0
0
0
0
30,769.230769
65
0
65
65
0
0
0
0
0
0
0
0
0
0
32
32
15,384.615385
15,384.615385
0
0
0
0
0
0
1
1
1
0
0
0
32
1
0
1
0
63
33,304
0
32
0
0
0
0
0
0
BENIGN
362,212
80
85,325,305
7
7
758
11,595
379
0
108.285714
184.933064
4,344
0
1,656.428571
1,946.27472
144.77534
0.164078
6,563,485
23,600,000
85,000,000
1
85,200,000
14,200,000
34,700,000
85,000,000
1
359,538
59,923
96,437.58253
221,864
46
232
232
0.082039
0.082039
0
4,344
823.533333
1,513.00023
2,289,169.695
0
1
0
1
882.357143
108.285714
1,656.428571
232
7
758
7
11,595
274
235
2
32
2
2
85,000,000
0
85,000,000
85,000,000
DoS Hulk
133,977
22
84
1
1
0
0
0
0
0
0
0
0
0
0
0
23,809.52381
84
0
84
84
0
0
0
0
0
0
0
0
0
0
32
32
11,904.7619
11,904.7619
0
0
0
0
0
0
1
1
1
0
0
0
32
1
0
1
0
259
247
0
32
0
0
0
0
0
0
SSH-Patator
425,932
49,744
453
1
1
0
0
0
0
0
0
0
0
0
0
0
4,415.011038
453
0
453
453
0
0
0
0
0
0
0
0
0
0
32
32
2,207.505519
2,207.505519
0
0
0
0
0
0
1
1
1
0
0
0
32
1
0
1
0
227
229
0
32
0
0
0
0
0
0
BENIGN
277,949
53
61,310
1
1
56
84
56
56
56
0
84
84
84
0
2,283.47741
32.621106
61,310
0
61,310
61,310
0
0
0
0
0
0
0
0
0
0
20
20
16.310553
16.310553
56
84
65.333333
16.165808
261.333333
0
0
0
1
98
56
84
20
1
56
1
84
-1
-1
0
20
0
0
0
0
0
0
BENIGN
81,238
49,378
201
1
1
0
0
0
0
0
0
0
0
0
0
0
9,950.248756
201
0
201
201
0
0
0
0
0
0
0
0
0
0
32
32
4,975.124378
4,975.124378
0
0
0
0
0
0
1
1
1
0
0
0
32
1
0
1
0
352
65,535
0
32
0
0
0
0
0
0
BENIGN
362,969
53
51,314
2
2
102
158
51
51
51
0
79
79
79
0
5,066.843357
77.951436
17,104.66667
29,620.95556
51,308
3
3
3
0
3
3
3
3
0
3
3
64
40
38.975718
38.975718
51
79
62.2
15.336232
235.2
0
0
0
1
77.75
51
79
64
2
102
2
158
-1
-1
1
32
0
0
0
0
0
0
BENIGN
21,497
443
8,241,082
8
7
1,235
374
667
0
154.375
273.633194
206
0
53.428571
83.848787
195.241353
1.820149
588,648.7143
2,086,069.709
7,834,362
18
8,240,938
1,177,276.857
2,936,355.578
7,834,436
237
8,125,073
1,354,178.833
3,195,481.666
7,875,738
18
264
232
0.970746
0.849403
0
667
100.5625
202.507603
41,009.32917
1
0
0
0
107.266667
154.375
53.428571
264
8
1,235
7
374
29,200
247
3
32
406,502
406,502
7,834,362
0
7,834,362
7,834,362
BENIGN
17,088
443
152
2
0
0
0
0
0
0
0
0
0
0
0
0
13,157.894737
152
0
152
152
152
152
0
152
152
0
0
0
0
0
64
0
13,157.894737
0
0
0
0
0
0
0
1
0
0
0
0
0
64
2
0
0
0
333
-1
0
32
0
0
0
0
0
0
BENIGN
147,048
80
640,050
3
4
26
11,601
20
0
8.666667
10.263203
7,215
0
2,900.25
3,540.00286
18,165.7683
10.936646
106,675
247,811.8697
612,030
82
27,741
13,870.5
19,232.59734
27,470
271
639,968
213,322.6667
345,565.499
612,030
190
72
92
4.687134
6.249512
0
7,215
1,453.375
2,786.259804
7,763,243.696
1
0
0
1
1,661
8.666667
2,900.25
72
3
26
4
11,601
8,192
229
2
20
0
0
0
0
0
0
DDoS
46,872
53
30,711
1
1
52
68
52
52
52
0
68
68
68
0
3,907.394745
65.123246
30,711
0
30,711
30,711
0
0
0
0
0
0
0
0
0
0
20
20
32.561623
32.561623
52
68
57.333333
9.237604
85.333333
0
0
0
1
86
52
68
20
1
52
1
68
-1
-1
0
20
0
0
0
0
0
0
BENIGN
118,551
53
109,871,987
2
2
93
490
49
44
46.5
3.535534
360
130
245
162.63456
5.306175
0.036406
36,600,000
63,300,000
110,000,000
23,899
110,000,000
110,000,000
0
110,000,000
110,000,000
110,000,000
110,000,000
0
110,000,000
110,000,000
64
64
0.018203
0.018203
44
360
126.4
135.41898
18,338.3
0
0
0
1
158
46.5
245
64
2
93
2
490
-1
-1
1
32
23,899
23,899
110,000,000
0
110,000,000
110,000,000
BENIGN
259,616
53
95,169
2
2
74
202
37
37
37
0
101
101
101
0
2,900.104025
42.030493
31,723
54,942.3837
95,165
0
0
0
0
0
0
4
4
0
4
4
40
40
21.015247
21.015247
37
101
62.6
35.054244
1,228.8
0
0
0
1
78.25
37
101
40
2
74
2
202
-1
-1
1
20
0
0
0
0
0
0
BENIGN
42,332
53
101,132
1
1
46
110
46
46
46
0
110
110
110
0
1,542.538465
19.776134
101,132
0
101,132
101,132
0
0
0
0
0
0
0
0
0
0
40
20
9.888067
9.888067
46
110
67.333333
36.950417
1,365.333333
0
0
0
1
101
46
110
40
1
46
1
110
-1
-1
0
40
0
0
0
0
0
0
BENIGN
6,914
443
182,148
3
0
0
0
0
0
0
0
0
0
0
0
0
16.470123
91,074
66,890.88729
138,373
43,775
182,148
91,074
66,890.88729
138,373
43,775
0
0
0
0
0
96
0
16.470123
0
0
0
0
0
0
0
1
0
0
0
0
0
96
3
0
0
0
237
-1
0
32
0
0
0
0
0
0
BENIGN
57,888
53
721,120
2
2
76
398
38
38
38
0
199
199
199
0
657.31085
5.546927
240,373.3333
416,334.496
721,115
1
1
1
0
1
1
4
4
0
4
4
64
64
2.773464
2.773464
38
199
102.4
88.183332
7,776.3
0
0
0
1
128
38
199
64
2
76
2
398
-1
-1
1
32
0
0
0
0
0
0
BENIGN
123,941
80
3,003,235
3
0
0
0
0
0
0
0
0
0
0
0
0
0.998923
1,501,617.5
710,187.6454
2,003,796
999,439
3,003,235
1,501,617.5
710,187.6454
2,003,796
999,439
0
0
0
0
0
120
0
0.998923
0
0
0
0
0
0
1
0
0
0
0
0
0
120
3
0
0
0
29,200
-1
0
40
0
0
0
0
0
0
DoS slowloris
68,861
443
115,482,326
24
23
1,925
7,171
499
0
80.208333
167.690444
1,460
0
311.782609
506.296172
78.7653
0.406989
2,510,485.348
4,224,892.314
10,100,000
40
115,000,000
5,020,970.696
4,875,323.248
10,100,000
51,137
115,000,000
5,246,859.409
4,909,456.98
10,100,000
48
492
604
0.207824
0.199165
0
1,460
189.5
384.615088
147,928.766
1
0
0
0
193.531915
80.208333
311.782609
492
24
1,925
23
7,171
8,192
122
23
20
3,380,576
50,781
9,941,504.727
76,204.80378
10,100,000
9,803,558
BENIGN
422,456
53
103,989
1
1
50
203
50
50
50
0
203
203
203
0
2,432.949639
19.232803
103,989
0
103,989
103,989
0
0
0
0
0
0
0
0
0
0
32
32
9.616402
9.616402
50
203
101
88.334591
7,803
0
0
0
1
151.5
50
203
32
1
50
1
203
-1
-1
0
32
0
0
0
0
0
0
BENIGN
399,566
53
23,114
1
1
86
168
86
86
86
0
168
168
168
0
10,989.01099
86.527646
23,114
0
23,114
23,114
0
0
0
0
0
0
0
0
0
0
32
32
43.263823
43.263823
86
168
113.333333
47.342722
2,241.333333
0
0
0
1
170
86
168
32
1
86
1
168
-1
-1
0
32
0
0
0
0
0
0
BENIGN
28,255
53
31,391
2
2
70
198
35
35
35
0
99
99
99
0
8,537.478895
127.425058
10,463.66667
18,079.44901
31,340
3
3
3
0
3
3
48
48
0
48
48
80
64
63.712529
63.712529
35
99
60.6
35.054244
1,228.8
0
0
0
1
75.75
35
99
80
2
70
2
198
-1
-1
1
40
0
0
0
0
0
0
BENIGN
567,646
443
40,756
1
1
6
0
6
6
6
0
0
0
0
0
147.217588
49.072529
40,756
0
40,756
40,756
0
0
0
0
0
0
0
0
0
0
20
32
24.536265
24.536265
0
6
4
3.464102
12
0
0
0
1
6
6
0
20
1
6
1
0
0
61
0
20
0
0
0
0
0
0
BENIGN
41,826
53
31,908
2
2
64
228
32
32
32
0
114
114
114
0
9,151.310016
125.360411
10,636
18,416.03022
31,901
3
3
3
0
3
3
4
4
0
4
4
40
40
62.680206
62.680206
32
114
64.8
44.91325
2,017.2
0
0
0
1
81
32
114
40
2
64
2
228
-1
-1
1
20
0
0
0
0
0
0
BENIGN
378,193
55,520
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
40
0
2,000,000
0
0
0
0
0
0
0
1
0
0
0
0
0
40
2
0
0
0
1,026
-1
0
20
0
0
0
0
0
0
BENIGN
188,291
53
129,504
2
2
68
216
34
34
34
0
108
108
108
0
2,192.982456
30.887077
43,168
74,724.13918
129,452
4
4
4
0
4
4
48
48
0
48
48
40
64
15.443538
15.443538
34
108
63.6
40.531469
1,642.8
0
0
0
1
79.5
34
108
40
2
68
2
216
-1
-1
1
20
0
0
0
0
0
0
BENIGN
585,955
55,582
66
1
1
0
0
0
0
0
0
0
0
0
0
0
30,303.0303
66
0
66
66
0
0
0
0
0
0
0
0
0
0
32
32
15,151.51515
15,151.51515
0
0
0
0
0
0
1
1
1
0
0
0
32
1
0
1
0
162
433
0
32
0
0
0
0
0
0
BENIGN
319,583
53
167
2
2
106
202
53
53
53
0
101
101
101
0
1,844,311.377
23,952.09581
55.666667
90.356701
160
3
4
4
0
4
4
3
3
0
3
3
64
64
11,976.0479
11,976.0479
53
101
72.2
26.290683
691.2
0
0
0
1
90.25
53
101
64
2
106
2
202
-1
-1
1
32
0
0
0
0
0
0
BENIGN
122,479
1,111
41
1
1
2
6
2
2
2
0
6
6
6
0
195,121.9512
48,780.4878
41
0
41
41
0
0
0
0
0
0
0
0
0
0
24
20
24,390.2439
24,390.2439
2
6
3.333333
2.309401
5.333333
1
0
0
1
5
2
6
24
1
2
1
6
1,024
0
0
24
0
0
0
0
0
0
PortScan
242,430
53
280
2
2
60
414
30
30
30
0
207
207
207
0
1,692,857.143
14,285.71429
93.333333
155.596701
273
3
4
4
0
4
4
3
3
0
3
3
80
80
7,142.857143
7,142.857143
30
207
100.8
96.946893
9,398.7
0
0
0
1
126
30
207
80
2
60
2
414
-1
-1
1
40
0
0
0
0
0
0
BENIGN
359,275
56,075
49,582
2
3
0
18
0
0
0
0
6
6
6
0
363.034972
100.843048
12,395.5
24,175.582468
48,653
1
49,582
49,582
0
49,582
49,582
4
2
1.414214
3
1
64
60
40.337219
60.505829
0
6
3
3.286335
10.8
0
1
0
1
3.6
0
6
64
2
0
3
18
61
0
0
32
0
0
0
0
0
0
BENIGN
181,718
53
47,199
1
1
49
129
49
49
49
0
129
129
129
0
3,771.26634
42.373779
47,199
0
47,199
47,199
0
0
0
0
0
0
0
0
0
0
20
20
21.18689
21.18689
49
129
75.666667
46.188022
2,133.333333
0
0
0
1
113.5
49
129
20
1
49
1
129
-1
-1
0
20
0
0
0
0
0
0
BENIGN
155,829