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
6,070,825
5
0
30
0
6
6
6
0
0
0
0
0
4.941668
0.823611
1,517,706.25
3,034,713.873
6,069,777
3
6,070,825
1,517,706.25
3,034,713.873
6,069,777
3
0
0
0
0
0
100
0
0.823611
0
6
6
6
0
0
0
1
0
0
7.2
6
0
100
5
30
0
0
256
-1
4
20
1,048
1,048
6,069,777
0
6,069,777
6,069,777
DDoS
148,669
443
3
2
0
31
0
31
0
15.5
21.92031
0
0
0
0
10,333,333.333333
666,666.666667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
64
0
666,666.666667
0
0
31
20.666667
17.897858
320.333333
0
1
0
0
31
15.5
0
64
2
31
0
0
37,648
-1
0
32
0
0
0
0
0
0
BENIGN
39,821
1,031
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
118,923
80
784
3
1
0
0
0
0
0
0
0
0
0
0
0
5,102.040816
261.333333
380.83636
701
34
784
392
485.075252
735
49
0
0
0
0
0
104
40
3,826.530612
1,275.510204
0
0
0
0
0
1
0
0
0
0
0
0
104
3
0
1
0
29,200
28,960
0
32
0
0
0
0
0
0
PortScan
219,547
443
338,153
14
11
1,303
4,646
698
0
93.071429
185.034493
3,743
0
422.363636
1,109.363085
17,592.62819
73.931031
14,089.70833
18,891.97594
64,341
4
338,153
26,011.76923
28,266.34163
100,378
4
237,717
23,771.7
28,968.0915
72,022
4
292
232
41.401377
32.529654
0
3,743
228.807692
734.148542
538,974.0815
1
0
0
0
237.96
93.071429
422.363636
292
14
1,303
11
4,646
8,192
362
13
20
0
0
0
0
0
0
BENIGN
263,871
80
34,142,277
62
76
3,264
147,227
599
0
52.645161
162.406099
4,344
0
1,937.197368
926.658499
4,407.761088
4.04191
249,213.7007
1,483,631.663
10,200,000
0
33,100,000
541,985.0656
2,225,236.213
10,200,000
28
33,900,000
452,555
2,029,102.135
10,400,000
1
1,992
2,440
1.81593
2.225979
0
4,344
1,082.669065
1,168.607368
1,365,643.18
1
0
0
1
1,090.514493
52.645161
1,937.197368
1,992
62
3,264
76
147,227
29,200
282
6
32
2,342,598
198,176
10,100,000
113,716.3496
10,200,000
10,000,000
BENIGN
14,797
59,460
96,755,362
6
10
11,613
68
10,220
0
1,935.5
4,095.416255
20
0
6.8
5.006662
120.727159
0.165366
6,450,357.467
24,200,000
93,800,000
1
96,800,000
19,400,000
42,300,000
95,000,000
1
95,000,000
10,600,000
31,200,000
93,800,000
1
132
212
0.062012
0.103353
0
10,220
687.470588
2,478.726844
6,144,086.765
0
1
1
1
730.4375
1,935.5
6.8
132
6
11,613
10
68
229
256
4
20
1,223,656
1,223,656
93,800,000
0
93,800,000
93,800,000
BENIGN
156,262
53
61,817
2
2
76
262
38
38
38
0
131
131
131
0
5,467.751589
64.707119
20,605.666667
35,683.999416
61,810
3
3
3
0
3
3
4
4
0
4
4
64
64
32.35356
32.35356
38
131
75.2
50.938198
2,594.7
0
0
0
1
94
38
131
64
2
76
2
262
-1
-1
1
32
0
0
0
0
0
0
BENIGN
439,130
53
59,783
1
1
47
63
47
47
47
0
63
63
63
0
1,839.987956
33.454326
59,783
0
59,783
59,783
0
0
0
0
0
0
0
0
0
0
32
20
16.727163
16.727163
47
63
52.333333
9.237604
85.333333
0
0
0
1
78.5
47
63
32
1
47
1
63
-1
-1
0
32
0
0
0
0
0
0
BENIGN
470,148
5,910
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
129,959
443
57
2
0
0
0
0
0
0
0
0
0
0
0
0
35,087.7193
57
0
57
57
57
57
0
57
57
0
0
0
0
0
64
0
35,087.7193
0
0
0
0
0
0
0
1
0
0
0
0
0
64
2
0
0
0
652
-1
0
32
0
0
0
0
0
0
BENIGN
365,323
53
31,387
2
2
62
262
31
31
31
0
131
131
131
0
10,322.74509
127.441297
10,462.33333
18,116.09677
31,381
2
2
2
0
2
2
4
4
0
4
4
64
64
63.720649
63.720649
31
131
71
54.772256
3,000
0
0
0
1
88.75
31
131
64
2
62
2
262
-1
-1
1
32
0
0
0
0
0
0
BENIGN
611,158
80
5,430,635
3
1
12
0
6
0
4
3.464102
0
0
0
0
2.209686
0.736562
1,810,211.667
3,114,670.484
5,406,697
46
5,430,635
2,715,317.5
3,806,185.39
5,406,697
23,938
0
0
0
0
0
72
32
0.552422
0.184141
0
6
2.4
3.286335
10.8
1
0
0
0
3
4
0
72
3
12
1
0
8,192
65,535
2
20
0
0
0
0
0
0
BENIGN
29,887
57,191
242
2
0
12
0
6
6
6
0
0
0
0
0
49,586.77686
8,264.46281
242
0
242
242
242
242
0
242
242
0
0
0
0
0
40
0
8,264.46281
0
6
6
6
0
0
0
1
0
0
9
6
0
40
2
12
0
0
360
-1
1
20
0
0
0
0
0
0
BENIGN
246,066
2,121
42
1
1
0
6
0
0
0
0
6
6
6
0
142,857.1429
47,619.04762
42
0
42
42
0
0
0
0
0
0
0
0
0
0
40
20
23,809.52381
23,809.52381
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
223,020
443
5,142,128
7
8
1,154
5,021
517
0
164.857143
236.670255
1,460
2
627.625
635.931249
1,200.8647
2.91708
367,294.857143
1,318,921.057732
4,949,372
3
192,753
32,125.5
31,514.717798
84,935
125
5,113,975
730,567.857143
1,882,520.04929
4,999,468
3
152
164
1.361304
1.555776
0
1,460
385.9375
524.424951
275,021.529167
1
0
0
1
411.666667
164.857143
627.625
152
7
1,154
8
5,021
8,192
31,088
6
20
0
0
0
0
0
0
BENIGN
55,239
55,541
174,207
2
3
0
18
0
0
0
0
6
6
6
0
103.325354
28.701487
43,551.75
86,892.956222
173,891
1
174,207
174,207
0
174,207
174,207
4
2
1.414214
3
1
64
60
11.480595
17.220892
0
6
3
3.286335
10.8
0
1
0
1
3.6
0
6
64
2
0
3
18
116
0
0
32
0
0
0
0
0
0
BENIGN
89,956
80
74,082
6
4
1,256
543
768
0
209.333333
336.168212
543
0
135.75
271.5
24,283.901623
134.985557
8,231.333333
11,265.209741
32,616
4
74,082
14,816.4
14,671.163359
32,616
4
58,419
19,473
25,022.990009
47,780
301
204
136
80.991334
53.994223
0
768
163.545455
287.853909
82,859.872727
1
0
0
0
179.9
209.333333
135.75
204
6
1,256
4
543
65,535
62
2
32
0
0
0
0
0
0
BENIGN
70,588
53
1,167
2
2
76
184
38
38
38
0
92
92
92
0
222,793.487575
3,427.592117
389
668.571612
1,161
3
3
3
0
3
3
3
3
0
3
3
64
64
1,713.796058
1,713.796058
38
92
59.6
29.577018
874.8
0
0
0
1
74.5
38
92
64
2
76
2
184
-1
-1
1
32
0
0
0
0
0
0
BENIGN
397,432
80
400,029
3
4
626
433
620
0
208.666667
356.237748
421
0
108.25
208.519184
2,647.30807
17.498731
66,671.5
102,727.067718
199,337
4
199,535
99,767.5
140,833.750502
199,352
183
200,785
66,928.333333
114,922.718382
199,628
4
72
88
7.499456
9.999275
0
620
132.375
245.404586
60,223.410714
1
0
0
1
151.285714
208.666667
108.25
72
3
626
4
433
8,192
5,000
2
20
0
0
0
0
0
0
BENIGN
264,387
443
11,168,747
14
15
2,959
12,239
851
0
211.357143
303.372482
1,689
2
815.933333
666.747486
1,360.761418
2.596531
398,883.8214
1,842,206.151
9,771,108
1
1,397,636
107,510.4615
201,658.6189
721,965
220
11,100,000
795,482.6429
2,591,369.619
9,771,124
1
292
304
1.253498
1.343033
0
1,689
506.6
596.902672
356,292.8
1
0
0
1
524.068966
211.357143
815.933333
292
14
2,959
15
12,239
8,192
36,593
13
20
1,397,636
1,397,636
9,771,108
0
9,771,108
9,771,108
BENIGN
1,352
60,565
2,040,743
1
6
1,375
30
1,375
1,375
1,375
0
6
0
5
2.44949
688.474737
3.430123
340,123.8333
822,503.4136
2,019,003
3
0
0
0
0
0
2,023,993
404,798.6
902,368.351
2,019,003
3
20
132
0.490018
2.940106
0
1,375
347.5
634.190147
402,197.1429
0
1
1
6
397.142857
1,375
5
20
1
1,375
6
30
229
0
0
20
0
0
0
0
0
0
BENIGN
87,392
443
3
2
0
12
0
6
6
6
0
0
0
0
0
4,000,000
666,666.666667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
40
0
666,666.666667
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
493,117
443
118,777,463
234
376
18,871
630,153
4,194
0
80.645299
333.689697
5,592
0
1,675.93883
923.866729
5,464.201572
5.135654
195,036.8851
3,368,036.063
58,900,000
0
119,000,000
509,774.5193
5,440,784.463
58,900,000
1
119,000,000
316,647.1013
4,293,821.834
59,000,000
1
7,496
12,040
1.970071
3.165584
0
5,592
1,062.232406
1,082.061888
1,170,857.93
1
0
0
1
1,063.97377
80.645299
1,675.93883
7,496
234
18,871
376
630,153
29,200
275
36
32
1,026,420
74,389
58,800,000
155,900.7818
58,900,000
58,700,000
BENIGN
131,674
1,247
42
1
1
0
6
0
0
0
0
6
6
6
0
142,857.1429
47,619.04762
42
0
42
42
0
0
0
0
0
0
0
0
0
0
40
20
23,809.52381
23,809.52381
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
215,429
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
274
-1
0
32
0
0
0
0
0
0
DoS Hulk
254,907
55,393
4
2
0
37
0
31
6
18.5
17.67767
0
0
0
0
9,250,000
500,000
4
0
4
4
4
4
0
4
4
0
0
0
0
0
40
0
500,000
0
6
31
22.666667
14.433757
208.333333
0
1
0
0
34
18.5
0
40
2
37
0
0
127
-1
1
20
0
0
0
0
0
0
BENIGN
214,633
48,848
64
1
1
0
0
0
0
0
0
0
0
0
0
0
31,250
64
0
64
64
0
0
0
0
0
0
0
0
0
0
32
32
15,625
15,625
0
0
0
0
0
0
1
1
1
0
0
0
32
1
0
1
0
119
360
0
32
0
0
0
0
0
0
BENIGN
250,756
443
4,776,546
5
1
135
46
46
6
27
20.124612
46
46
46
0
37.89349
1.256138
955,309.2
1,996,813.555
4,524,351
3
4,776,546
1,194,136.5
2,223,218.378
4,524,351
3
0
0
0
0
0
100
20
1.046782
0.209356
6
46
32.428571
18.8667
355.952381
0
1
0
0
37.833333
27
46
100
5
135
1
46
255
180
4
20
0
0
0
0
0
0
BENIGN
241,703
80
5,544,141
3
1
0
0
0
0
0
0
0
0
0
0
0
0.721482
1,848,047
3,180,739.459
5,520,824
25
5,544,141
2,772,070.5
3,887,324.479
5,520,824
23,317
0
0
0
0
0
104
40
0.541112
0.180371
0
0
0
0
0
1
0
0
0
0
0
0
104
3
0
1
0
29,200
28,960
0
32
0
0
0
0
0
0
BENIGN
135,779
80
26
2
0
0
0
0
0
0
0
0
0
0
0
0
76,923.07692
26
0
26
26
26
26
0
26
26
0
0
0
0
0
40
0
76,923.07692
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
35,841
80
85,687,085
6
7
356
11,595
356
0
59.333333
145.336391
5,792
0
1,656.428571
2,118.227235
139.472594
0.151715
7,140,590.417
24,700,000
85,500,000
1
85,600,000
17,100,000
38,300,000
85,500,000
1
149,528
24,921.33333
54,310.74403
135,194
1
200
232
0.070022
0.081693
0
5,792
853.642857
1,665.312611
2,773,266.093
0
1
0
1
919.307692
59.333333
1,656.428571
200
6
356
7
11,595
251
235
1
32
947
947
85,500,000
0
85,500,000
85,500,000
DoS Hulk
296,994
2,920
39
1
1
2
6
2
2
2
0
6
6
6
0
205,128.2051
51,282.05128
39
0
39
39
0
0
0
0
0
0
0
0
0
0
24
20
25,641.02564
25,641.02564
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
138,410
443
117,798,301
23
26
1,245
6,064
219
0
54.130435
67.712832
1,418
0
233.230769
431.384127
62.046735
0.415965
2,454,131.270833
11,851,410.913601
58,763,787
1
117,798,301
5,354,468.227273
17,273,288.242135
58,763,787
1
117,762,005
4,710,480.2
16,265,159.413063
58,842,365
1
744
840
0.195249
0.220716
0
1,418
146.18
324.711847
105,437.783265
1
0
0
1
149.163265
54.130435
233.230769
744
23
1,245
26
6,064
29,200
357
12
32
290,694
78,640
58,696,247.5
95,515.276896
58,763,787
58,628,708
BENIGN
324,578
53
155
2
2
72
136
36
36
36
0
68
68
68
0
1,341,935.484
25,806.45161
51.666667
84.293139
149
3
3
3
0
3
3
3
3
0
3
3
40
40
12,903.22581
12,903.22581
36
68
48.8
17.527122
307.2
0
0
0
1
61
36
68
40
2
72
2
136
-1
-1
1
20
0
0
0
0
0
0
BENIGN
483,682
5,925
34
1
1
2
6
2
2
2
0
6
6
6
0
235,294.1176
58,823.52941
34
0
34
34
0
0
0
0
0
0
0
0
0
0
24
20
29,411.76471
29,411.76471
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
91,515
80
128,986
3
6
26
11,607
20
0
8.666667
10.263203
4,380
0
1,934.5
2,177.344966
90,188.08243
69.775014
16,123.25
45,119.41813
127,787
17
854
427
343.653896
670
184
128,953
25,790.6
57,018.84824
127,787
17
72
132
23.258338
46.516676
0
4,380
1,163.3
1,903.962654
3,625,073.789
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
100,563
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
274
-1
0
32
0
0
0
0
0
0
DoS Hulk
134,456
53
201
2
2
72
284
36
36
36
0
142
142
142
0
1,771,144.279
19,900.49751
67
110.851252
195
3
3
3
0
3
3
3
3
0
3
3
64
64
9,950.248756
9,950.248756
36
142
78.4
58.058591
3,370.8
0
0
0
1
98
36
142
64
2
72
2
284
-1
-1
1
32
0
0
0
0
0
0
BENIGN
56,259
53
32,044
2
2
88
88
44
44
44
0
44
44
44
0
5,492.447884
124.828361
10,681.33333
18,456.45845
31,993
3
3
3
0
3
3
48
48
0
48
48
64
64
62.414181
62.414181
44
44
44
0
0
0
0
0
1
55
44
44
64
2
88
2
88
-1
-1
1
32
0
0
0
0
0
0
BENIGN
356,716
53
49,062
2
2
94
206
47
47
47
0
103
103
103
0
6,114.711997
81.529493
16,354
28,321.62882
49,057
1
4
4
0
4
4
1
1
0
1
1
40
40
40.764747
40.764747
47
103
69.4
30.672463
940.8
0
0
0
1
86.75
47
103
40
2
94
2
206
-1
-1
1
20
0
0
0
0
0
0
BENIGN
112,159
80
98,437,779
9
3
62
11,601
20
0
6.888889
5.301991
11,595
0
3,867
6,692.644993
118.480934
0.121904
8,948,889
28,200,000
94,000,000
3
97,800,000
12,200,000
33,100,000
94,000,000
3
630,483
315,241.5
438,135.3824
625,050
5,433
192
72
0.091428
0.030476
0
11,595
897.615385
3,214.167532
10,300,000
0
1
0
0
972.416667
6.888889
3,867
192
9
62
3
11,601
256
229
7
20
3,800,900
3,800,900
94,000,000
0
94,000,000
94,000,000
DDoS
151,813
11,111
49
2
0
4
0
2
2
2
0
0
0
0
0
81,632.65306
40,816.32653
49
0
49
49
49
49
0
49
49
0
0
0
0
0
48
0
40,816.32653
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
217,063
80
100,459,002
8
5
56
11,601
20
0
7
5.656854
5,840
0
2,320.2
2,436.833027
116.037386
0.129406
8,371,583.5
27,700,000
96,300,000
1
99,800,000
14,300,000
36,200,000
96,300,000
1
644,783
161,195.75
316,608.7398
636,074
190
172
112
0.079634
0.049772
0
5,840
833.071429
1,774.906302
3,150,292.379
0
1
0
0
897.153846
7
2,320.2
172
8
56
5
11,601
256
229
6
20
3,488,851
3,488,851
96,300,000
0
96,300,000
96,300,000
DDoS
169,609
51,807
36
2
1
0
0
0
0
0
0
0
0
0
0
0
83,333.333333
18
21.213203
33
3
3
3
0
3
3
0
0
0
0
0
64
32
55,555.555556
27,777.777778
0
0
0
0
0
0
1
1
0
0
0
0
64
2
0
1
0
383
32,832
0
32
0
0
0
0
0
0
BENIGN
63,016
53
170
2
2
90
172
45
45
45
0
86
86
86
0
1,541,176.470588
23,529.411765
56.666667
92.953393
164
3
3
3
0
3
3
3
3
0
3
3
64
64
11,764.705882
11,764.705882
45
86
61.4
22.456625
504.3
0
0
0
1
76.75
45
86
64
2
90
2
172
-1
-1
1
32
0
0
0
0
0
0
BENIGN
456,808
443
1,091
3
0
0
0
0
0
0
0
0
0
0
0
0
2,749.770852
545.5
707.813888
1,046
45
1,091
545.5
707.813888
1,046
45
0
0
0
0
0
96
0
2,749.770852
0
0
0
0
0
0
0
1
0
0
0
0
0
96
3
0
0
0
33,300
-1
0
32
0
0
0
0
0
0
BENIGN
83,970
53
31,008
2
2
62
186
31
31
31
0
93
93
93
0
7,997.936017
128.998968
10,336
17,857.45864
30,956
3
3
3
0
3
3
49
49
0
49
49
40
40
64.499484
64.499484
31
93
55.8
33.958799
1,153.2
0
0
0
1
69.75
31
93
40
2
62
2
186
-1
-1
1
20
0
0
0
0
0
0
BENIGN
385,853
80
1,108,653
5
0
30
0
6
6
6
0
0
0
0
0
27.059865
4.509977
277,163.25
553,547.8348
1,107,485
348
1,108,653
277,163.25
553,547.8348
1,107,485
348
0
0
0
0
0
100
0
4.509977
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
105,042
80
63
2
0
0
0
0
0
0
0
0
0
0
0
0
31,746.03175
63
0
63
63
63
63
0
63
63
0
0
0
0
0
40
0
31,746.03175
0
0
0
0
0
0
0
1
0
0
0
0
0
40
2
0
0
0
254
-1
0
20
0
0
0
0
0
0
BENIGN
151,964
53
122,920
1
1
44
83
44
44
44
0
83
83
83
0
1,033.19232
16.270745
122,920
0
122,920
122,920
0
0
0
0
0
0
0
0
0
0
32
32
8.135373
8.135373
44
83
57
22.516661
507
0
0
0
1
85.5
44
83
32
1
44
1
83
-1
-1
0
32
0
0
0
0
0
0
BENIGN
64,651
443
65,038,345
7
0
0
0
0
0
0
0
0
0
0
0
0
0.107629
10,839,724.166667
12,403,794.6215
33,536,012
1,006,313
65,038,345
10,839,724.166667
12,403,794.6215
33,536,012
1,006,313
0
0
0
0
0
280
0
0.107629
0
0
0
0
0
0
1
0
0
0
0
0
0
280
7
0
0
0
29,200
-1
0
40
7,182,315
7,182,315
19,285,343.333333
12,963,648.872341
33,536,012
8,192,009
BENIGN
387,775
53
202
2
2
62
94
31
31
31
0
47
47
47
0
772,277.2277
19,801.9802
67.333333
32.624122
105
48
48
48
0
48
48
49
49
0
49
49
40
40
9,900.990099
9,900.990099
31
47
37.4
8.763561
76.8
0
0
0
1
46.75
31
47
40
2
62
2
94
-1
-1
1
20
0
0
0
0
0
0
BENIGN
45,200
443
32,039,669
2
0
74
0
37
37
37
0
0
0
0
0
2.309637
0.062423
32,039,669
0
32,039,669
32,039,669
32,039,669
32,039,669
0
32,039,669
32,039,669
0
0
0
0
0
64
0
0.062423
0
37
37
37
0
0
0
1
1
0
55.5
37
0
64
2
74
0
0
33,304
-1
1
32
0
0
0
0
0
0
BENIGN
203,102
53
60,318
1
1
48
142
48
48
48
0
142
142
142
0
3,149.971816
33.157598
60,318
0
60,318
60,318
0
0
0
0
0
0
0
0
0
0
32
32
16.578799
16.578799
48
142
79.333333
54.270925
2,945.333333
0
0
0
1
119
48
142
32
1
48
1
142
-1
-1
0
32
0
0
0
0
0
0
BENIGN
333,641
3,031
19
2
2
4
12
2
2
2
0
6
6
6
0
842,105.2632
210,526.3158
6.333333
8.386497
16
1
1
1
0
1
1
2
2
0
2
2
48
40
105,263.1579
105,263.1579
2
6
3.6
2.19089
4.8
1
0
0
1
4.5
2
6
48
2
4
2
12
1,024
0
1
24
0
0
0
0
0
0
BENIGN
208,707
53
31,018
2
2
94
212
47
47
47
0
106
106
106
0
9,865.239538
128.95738
10,339.333333
17,902.188479
31,011
3
4
4
0
4
4
3
3
0
3
3
64
40
64.47869
64.47869
47
106
70.6
32.315631
1,044.3
0
0
0
1
88.25
47
106
64
2
94
2
212
-1
-1
1
32
0
0
0
0
0
0
BENIGN
109,083
80
91,936
3
5
26
11,607
20
0
8.666667
10.263203
5,840
0
2,321.4
3,173.373883
126,533.6756
87.017055
13,133.71429
34,293.59611
90,903
4
780
390
376.180808
656
124
91,874
22,968.5
45,290.89092
90,903
4
72
112
32.631396
54.38566
0
5,840
1,292.555556
2,554.159212
6,523,729.278
1
0
0
1
1,454.125
8.666667
2,321.4
72
3
26
5
11,607
8,192
229
2
20
0
0
0
0
0
0
DDoS
123,857
80
11,885,654
4
0
24
0
6
6
6
0
0
0
0
0
2.019241
0.33654
3,961,884.667
6,862,182.072
11,900,000
1
11,900,000
3,961,884.667
6,862,182.072
11,900,000
1
0
0
0
0
0
80
0
0.33654
0
6
6
6
0
0
0
1
0
0
7.5
6
0
80
4
24
0
0
256
-1
3
20
4
4
11,900,000
0
11,900,000
11,900,000
DDoS
88,800
53
91,572
2
2
84
414
42
42
42
0
207
207
207
0
5,438.343598
43.681475
30,524
52,863.056675
91,565
3
3
3
0
3
3
4
4
0
4
4
64
40
21.840737
21.840737
42
207
108
90.374222
8,167.5
0
0
0
1
135
42
207
64
2
84
2
414
-1
-1
1
32
0
0
0
0
0
0
BENIGN
377,626
80
23,012
3
6
26
11,601
20
0
8.666667
10.263203
5,840
0
1,933.5
2,189.772933
505,258.1262
391.100296
2,876.5
7,683.332908
21,886
4
22,008
11,004
15,556.34919
22,004
4
22,894
4,578.8
9,711.012393
21,946
46
72
132
130.366765
260.73353
0
5,840
1,162.7
1,911.59573
3,654,198.233
1
0
0
2
1,291.888889
8.666667
1,933.5
72
3
26
6
11,601
8,192
229
2
20
0
0
0
0
0
0
DDoS
43,276
54,388
1,888,561
6
2
11,601
26
8,760
0
1,933.5
3,415.532975
20
6
13
9.899495
6,156.539291
4.236029
269,794.4286
709,895.1717
1,879,672
4
1,888,561
377,712.2
839,628.1945
1,879,672
58
4
4
0
4
4
144
40
3.177022
1.059007
0
8,760
1,291.888889
2,866.607422
8,217,438.111
1
0
0
0
1,453.375
1,933.5
13
144
6
11,601
2
26
8,192
256
4
20
0
0
0
0
0
0
BENIGN
128,515
53
40,825
1
1
52
100
52
52
52
0
100
100
100
0
3,723.208818
48.98959
40,825
0
40,825
40,825
0
0
0
0
0
0
0
0
0
0
20
20
24.494795
24.494795
52
100
68
27.712813
768
0
0
0
1
102
52
100
20
1
52
1
100
-1
-1
0
20
0
0
0
0
0
0
BENIGN
240,592
80
1,550,203
3
4
26
11,607
20
0
8.666667
10.263203
11,595
0
2,901.75
5,795.50069
7,504.178485
4.515538
258,367.1667
632,555.6906
1,549,566
5
616
308
367.695526
568
48
1,550,157
516,719
894,471.7874
1,549,566
5
72
92
1.93523
2.580307
0
11,595
1,454.125
4,097.537534
16,800,000
1
0
0
1
1,661.857143
8.666667
2,901.75
72
3
26
4
11,607
8,192
229
2
20
0
0
0
0
0
0
DDoS
47,551
80
3,002,502
3
0
0
0
0
0
0
0
0
0
0
0
0
0.999167
1,501,251
710,885.5598
2,003,923
998,579
3,002,502
1,501,251
710,885.5598
2,003,923
998,579
0
0
0
0
0
120
0
0.999167
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
31,560
55,819
79
1
3
0
18
0
0
0
0
6
6
6
0
227,848.101266
50,632.911392
26.333333
42.158431
75
1
0
0
0
0
0
4
2
1.414214
3
1
32
60
12,658.227848
37,974.683544
0
6
3.6
3.286335
10.8
0
1
0
3
4.5
0
6
32
1
0
3
18
972
0
0
32
0
0
0
0
0
0
BENIGN
418,154
49,844
79
1
3
0
18
0
0
0
0
6
6
6
0
227,848.101266
50,632.911392
26.333333
42.158431
75
1
0
0
0
0
0
4
2
1.414214
3
1
32
60
12,658.227848
37,974.683544
0
6
3.6
3.286335
10.8
0
1
0
3
4.5
0
6
32
1
0
3
18
1,120
0
0
32
0
0
0
0
0
0
BENIGN
471,551
53
220
2
2
74
154
37
37
37
0
77
77
77
0
1,036,363.636364
18,181.818182
73.333333
121.820907
214
3
3
3
0
3
3
3
3
0
3
3
64
64
9,090.909091
9,090.909091
37
77
53
21.908902
480
0
0
0
1
66.25
37
77
64
2
74
2
154
-1
-1
1
32
0
0
0
0
0
0
BENIGN
517,522
443
40,723,488
41
59
1,578
87,904
373
0
38.487805
104.045692
4,130
0
1,489.898305
643.708134
2,197.306871
2.455585
411,348.3636
4,022,240.234
40,000,000
1
40,700,000
1,018,087.2
6,326,128.819
40,000,000
1
683,085
11,777.32759
64,183.62082
480,105
49
1,324
1,896
1.00679
1.448795
0
4,130
885.960396
873.024375
762,171.5584
1
0
0
1
894.82
38.487805
1,489.898305
1,324
41
1,578
59
87,904
65,535
65
8
32
698,331
698,331
40,000,000
0
40,000,000
40,000,000
BENIGN
260,111
53
30,643
1
1
43
59
43
43
43
0
59
59
59
0
3,328.65581
65.267761
30,643
0
30,643
30,643
0
0
0
0
0
0
0
0
0
0
20
20
32.63388
32.63388
43
59
48.333333
9.237604
85.333333
0
0
0
1
72.5
43
59
20
1
43
1
59
-1
-1
0
20
0
0
0
0
0
0
BENIGN
408,420
443
5,540,718
12
11
393
5,513
194
0
32.75
61.684129
1,996
0
501.181818
749.814086
1,065.926835
4.151087
251,850.818182
996,388.175104
4,695,202
0
5,540,718
503,701.636364
1,394,761.431943
4,695,202
0
538,359
53,835.9
109,533.734249
266,859
1
264
232
2.165784
1.985302
0
1,996
246.083333
551.14836
303,764.514493
1
0
0
0
256.782609
32.75
501.181818
264
12
393
11
5,513
8,192
31
10
20
0
0
0
0
0
0
BENIGN
16,636
2,557
64
1
1
0
6
0
0
0
0
6
6
6
0
93,750
31,250
64
0
64
64
0
0
0
0
0
0
0
0
0
0
40
20
15,625
15,625
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
214,866
80
6,077,368
3
1
0
0
0
0
0
0
0
0
0
0
0
0.65818
2,025,789.333
3,425,397.454
5,980,705
69
6,077,368
3,038,684
4,160,645.999
5,980,705
96,663
0
0
0
0
0
104
40
0.493635
0.164545
0
0
0
0
0
1
0
0
0
0
0
0
104
3
0
1
0
29,200
14,480
0
32
0
0
0
0
0
0
BENIGN
137,601
22
1,429,509
35
42
2,622
7,038
408
0
74.914286
105.280961
976
0
167.571429
317.156355
6,757.56501
53.864649
18,809.328947
111,606.572746
952,155
0
1,429,509
42,044.382353
178,175.766881
995,415
1
477,250
11,640.243902
35,095.121866
199,732
1
724
864
24.483931
29.380717
0
976
123.846154
246.545277
60,784.573427
1
0
0
1
125.454545
74.914286
167.571429
724
35
2,622
42
7,038
8,192
245
33
20
0
0
0
0
0
0
BENIGN
83,812
45,374
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
340
-1
0
32
0
0
0
0
0
0
BENIGN
381,396
53
25,763
2
2
72
200
36
36
36
0
100
100
100
0
10,557.77666
155.261421
8,587.666667
14,868.21282
25,756
3
4
4
0
4
4
3
3
0
3
3
64
40
77.630711
77.630711
36
100
61.6
35.054244
1,228.8
0
0
0
1
77
36
100
64
2
72
2
200
-1
-1
1
32
0
0
0
0
0
0
BENIGN
378,662
80
84,539,048
10
6
722
11,595
361
0
72.2
152.210965
5,792
0
1,932.5
2,181.008184
145.695987
0.189262
5,635,936.533
21,700,000
84,200,000
1
84,400,000
9,377,949.444
28,000,000
84,200,000
1
364,433
72,886.6
104,627.2495
227,013
13
328
200
0.118289
0.070973
0
5,792
724.529412
1,531.501188
2,345,495.89
0
1
0
0
769.8125
72.2
1,932.5
328
10
722
6
11,595
251
235
2
32
960
960
84,200,000
0
84,200,000
84,200,000
DoS Hulk
93,647
53
198
2
2
104
220
52
52
52
0
110
110
110
0
1,636,363.636
20,202.0202
66
108.25433
191
3
4
4
0
4
4
3
3
0
3
3
64
64
10,101.0101
10,101.0101
52
110
75.2
31.767908
1,009.2
0
0
0
1
94
52
110
64
2
104
2
220
-1
-1
1
32
0
0
0
0
0
0
BENIGN
419,713
53
36,577
4
2
216
164
54
54
54
0
82
82
82
0
10,389.04229
164.03751
7,315.4
13,371.04631
30,829
3
30,847
10,282.33333
17,793.93631
30,829
3
48
48
0
48
48
152
40
109.35834
54.67917
54
82
62
13.662601
186.666667
0
0
0
0
72.333333
54
82
152
4
216
2
164
-1
-1
3
32
0
0
0
0
0
0
BENIGN
16,240
53
60,937
2
2
84
148
42
42
42
0
74
74
74
0
3,807.210726
65.641564
20,312.33333
35,175.93118
60,930
3
3
3
0
3
3
4
4
0
4
4
64
64
32.820782
32.820782
42
74
54.8
17.527122
307.2
0
0
0
1
68.5
42
74
64
2
84
2
148
-1
-1
1
32
0
0
0
0
0
0
BENIGN
561,415
443
5,893,605
9
6
346
6,544
189
0
38.444444
70.05018
2,920
0
1,090.666667
1,210.586414
1,169.063756
2.545132
420,971.7857
1,490,878.104
5,597,726
1
5,893,605
736,700.625
1,965,569.861
5,597,726
1
72,940
14,588
17,995.86855
35,308
51
192
132
1.527079
1.018053
0
2,920
430.625
877.514359
770,031.45
1
0
0
0
459.333333
38.444444
1,090.666667
192
9
346
6
6,544
8,192
119
3
20
295,878
295,878
5,597,726
0
5,597,726
5,597,726
BENIGN
87,705
53
61,232
2
2
64
176
32
32
32
0
88
88
88
0
3,919.519206
65.32532
20,410.66667
35,347.11553
61,226
3
3
3
0
3
3
3
3
0
3
3
64
64
32.66266
32.66266
32
88
54.4
30.672463
940.8
0
0
0
1
68
32
88
64
2
64
2
176
-1
-1
1
32
0
0
0
0
0
0
BENIGN
685,304
53
30,527
1
1
47
108
47
47
47
0
108
108
108
0
5,077.472401
65.515773
30,527
0
30,527
30,527
0
0
0
0
0
0
0
0
0
0
32
32
32.757886
32.757886
47
108
67.333333
35.218366
1,240.333333
0
0
0
1
101
47
108
32
1
47
1
108
-1
-1
0
32
0
0
0
0
0
0
BENIGN
7,197
53
61,521
1
1
91
219
91
91
91
0
219
219
219
0
5,038.929796
32.509224
61,521
0
61,521
61,521
0
0
0
0
0
0
0
0
0
0
20
20
16.254612
16.254612
91
219
133.666667
73.900834
5,461.333333
0
0
0
1
200.5
91
219
20
1
91
1
219
-1
-1
0
20
0
0
0
0
0
0
BENIGN
113,788
53
23,936
2
2
72
160
36
36
36
0
80
80
80
0
9,692.513369
167.1123
7,978.666667
13,813.39387
23,929
3
4
4
0
4
4
3
3
0
3
3
64
64
83.55615
83.55615
36
80
53.6
24.099793
580.8
0
0
0
1
67
36
80
64
2
72
2
160
-1
-1
1
32
0
0
0
0
0
0
BENIGN
660,287
80
431
3
0
0
0
0
0
0
0
0
0
0
0
0
6,960.556845
215.5
72.831998
267
164
431
215.5
72.831998
267
164
0
0
0
0
0
96
0
6,960.556845
0
0
0
0
0
0
0
1
0
0
0
0
0
96
3
0
0
0
274
-1
0
32
0
0
0
0
0
0
DoS Hulk
310,053
44,976
52
1
1
0
0
0
0
0
0
0
0
0
0
0
38,461.53846
52
0
52
52
0
0
0
0
0
0
0
0
0
0
32
32
19,230.76923
19,230.76923
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
150,393
53
173
2
2
78
110
39
39
39
0
55
55
55
0
1,086,705.202
23,121.38728
57.666667
60.086049
122
3
48
48
0
48
48
3
3
0
3
3
64
64
11,560.69364
11,560.69364
39
55
45.4
8.763561
76.8
0
0
0
1
56.75
39
55
64
2
78
2
110
-1
-1
1
32
0
0
0
0
0
0
BENIGN
230,353
80
63,159,327
7
0
0
0
0
0
0
0
0
0
0
0
0
0.110831
10,500,000
11,900,000
32,100,000
999,943
63,200,000
10,500,000
11,900,000
32,100,000
999,943
0
0
0
0
0
280
0
0.110831
0
0
0
0
0
0
1
0
0
0
0
0
0
280
7
0
0
0
29,200
-1
0
40
7,015,667
7,015,667
18,700,000
12,300,000
32,100,000
8,016,152
DoS Slowhttptest
73,021
80
6,840,786
2
0
0
0
0
0
0
0
0
0
0
0
0
0.292364
6,840,786
0
6,840,786
6,840,786
6,840,786
6,840,786
0
6,840,786
6,840,786
0
0
0
0
0
64
0
0.292364
0
0
0
0
0
0
0
1
0
0
0
0
0
64
2
0
0
0
254
-1
0
32
0
0
0
0
0
0
BENIGN
2,626
53
619,455
2
2
62
234
31
31
31
0
117
117
117
0
477.839391
6.457289
206,485
357,598.3444
619,404
3
48
48
0
48
48
3
3
0
3
3
40
64
3.228645
3.228645
31
117
65.4
47.10414
2,218.8
0
0
0
1
81.75
31
117
40
2
62
2
234
-1
-1
1
20
0
0
0
0
0
0
BENIGN
216,916
53
30,645
1
1
53
107
53
53
53
0
107
107
107
0
5,221.080111
65.263501
30,645
0
30,645
30,645
0
0
0
0
0
0
0
0
0
0
32
32
32.631751
32.631751
53
107
71
31.176915
972
0
0
0
1
106.5
53
107
32
1
53
1
107
-1
-1
0
32
0
0
0
0
0
0
BENIGN
387,008
443
60,492,813
14
13
1,257
6,426
874
0
89.785714
233.05007
1,817
0
494.307692
761.307361
127.006823
0.446334
2,326,646.653846
4,268,412.547421
10,005,557
33
60,492,813
4,653,293.307692
5,188,920.92242
10,088,144
226
60,408,613
5,034,051.083333
5,226,774.094222
10,089,473
209
292
332
0.231432
0.214902
0
1,817
274.392857
572.268024
327,490.691799
1
0
0
0
284.555556
89.785714
494.307692
292
14
1,257
13
6,426
8,192
82
13
20
266,244
83,670
9,967,824.5
75,258.791573
10,005,557
9,814,569
BENIGN
298,388
53
187
2
2
64
96
32
32
32
0
48
48
48
0
855,614.9733
21,390.37433
62.333333
66.017674
134
4
4
4
0
4
4
49
49
0
49
49
64
64
10,695.18717
10,695.18717
32
48
38.4
8.763561
76.8
0
0
0
1
48
32
48
64
2
64
2
96
-1
-1
1
32
0
0
0
0
0
0
BENIGN
284,074
53
68,838
2
2
56
144
28
28
28
0
72
72
72
0
2,905.372033
58.107441
22,946
39,739.30773
68,833
1
1
1
0
1
1
4
4
0
4
4
40
40
29.05372
29.05372
28
72
45.6
24.099793
580.8
0
0
0
1
57
28
72
40
2
56
2
144
-1
-1
1
20
0
0
0
0
0
0
BENIGN
91,625
53
54,293
2
2
68
250
34
34
34
0
125
125
125
0
5,857.108651
73.674323
18,097.66667
31,340.88201
54,287
3
3
3
0
3
3
3
3
0
3
3
64
64
36.837161
36.837161
34
125
70.4
49.842753
2,484.3
0
0
0
1
88
34
125
64
2
68
2
250
-1
-1
1
32
0
0
0
0
0
0
BENIGN
691,498
80
98,838,654
8
6
330
11,595
330
0
41.25
116.672619
5,792
0
1,932.5
2,181.008184
120.651178
0.141645
7,602,973.385
27,400,000
98,700,000
1
98,700,000
14,100,000
37,300,000
98,700,000
1
119,395
23,879
46,322.56855
106,142
38
264
200
0.08094
0.060705
0
5,792
795
1,621.724083
2,629,989
0
1
0
0
851.785714
41.25
1,932.5
264
8
330
6
11,595
274
235
1
32
979
979
98,700,000
0
98,700,000
98,700,000
DoS Hulk
182,949
80
5,995,084
3
1
12
0
6
0
4
3.464102
0
0
0
0
2.00164
0.667213
1,998,361.333
3,429,791.255
5,958,688
99
5,995,084
2,997,542
4,187,692.833
5,958,688
36,396
0
0
0
0
0
72
32
0.50041
0.166803
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
482,440
80
8,522,979
7
6
50
11,601
20
0
7.142857
6.094494
5,840
0
1,933.5
2,189.772933
1,367.010291
1.525288
710,248.25
1,819,329.63
6,025,814
4
8,522,396
1,420,399.333
2,464,053.156
6,025,814
4
15,566
3,113.2
6,680.02378
15,062
48
152
132
0.821309
0.703979
0
5,840
832.642857
1,680.214254
2,823,119.94
0
1
0
0
896.692308
7.142857
1,933.5
152
7
50
6
11,601
256
229
5
20
2,481,558
2,481,558
6,025,814
0
6,025,814
6,025,814
DDoS
114,260
53
31,280
2
2
70
692
35
35
35
0
346
346
346
0
24,360.613811
127.877238
10,426.666667
18,053.454249
31,273
3
3
3
0
3
3
4
4
0
4
4
40
64
63.938619
63.938619
35
346
159.4
170.341715
29,016.3
0
0
0
1
199.25
35
346
40
2
70
2
692
-1
-1
1
20
0
0
0
0
0
0
BENIGN
514,994