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
115,867,608
16
14
435
1,769
424
0
27.1875
105.817591
1,769
0
126.357143
472.785137
19.02171
0.258916
3,995,434.759
4,885,794.005
10,100,000
43
116,000,000
7,724,507.2
4,156,367.096
10,100,000
158
110,000,000
8,492,578.538
3,763,628.12
10,100,000
886
332
424
0.138089
0.120828
0
1,769
71.096774
324.163061
105,081.6903
1
0
0
0
73.466667
27.1875
126.357143
332
16
435
14
1,769
8,192
946
12
20
51,712
23,040
10,000,000
15,941.65943
10,100,000
9,999,569
BENIGN
89,366
80
406,884
3
5
26
11,607
20
0
8.666667
10.263203
7,300
0
2,321.4
3,346.363967
28,590.45821
19.661623
58,126.28571
153,204.0667
405,560
3
952
476
578.413347
885
67
406,753
101,688.25
202,581.6274
405,560
3
72
112
7.373109
12.288515
0
7,300
1,292.555556
2,662.264877
7,087,654.278
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
154,177
53
60,144
1
1
47
79
47
47
47
0
79
79
79
0
2,094.972067
33.253525
60,144
0
60,144
60,144
0
0
0
0
0
0
0
0
0
0
32
20
16.626762
16.626762
47
79
57.666667
18.475209
341.333333
0
0
0
1
86.5
47
79
32
1
47
1
79
-1
-1
0
32
0
0
0
0
0
0
BENIGN
74,791
51,767
94
1
1
0
0
0
0
0
0
0
0
0
0
0
21,276.59574
94
0
94
94
0
0
0
0
0
0
0
0
0
0
20
20
10,638.29787
10,638.29787
0
0
0
0
0
0
1
1
1
0
0
0
20
1
0
1
0
294
16,425
0
20
0
0
0
0
0
0
BENIGN
396,798
9,081
50
2
2
4
12
2
2
2
0
6
6
6
0
320,000
80,000
16.666667
27.135463
48
1
1
1
0
1
1
48
48
0
48
48
48
40
40,000
40,000
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
159,508
80
1,007
2
0
0
0
0
0
0
0
0
0
0
0
0
1,986.097319
1,007
0
1,007
1,007
1,007
1,007
0
1,007
1,007
0
0
0
0
0
64
0
1,986.097319
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
174,777
53
360
2
2
86
198
43
43
43
0
99
99
99
0
788,888.888889
11,111.111111
120
134.346567
275
37
37
37
0
37
37
48
48
0
48
48
64
64
5,555.555556
5,555.555556
43
99
65.4
30.672463
940.8
0
0
0
1
81.75
43
99
64
2
86
2
198
-1
-1
1
32
0
0
0
0
0
0
BENIGN
313,397
64,906
82,242,937
5
9
11,613
62
11,595
0
2,322.6
5,183.42983
20
0
6.888889
5.301991
141.957479
0.170227
6,326,379.769
20,300,000
73,600,000
1
82,200,000
20,600,000
40,300,000
81,000,000
186
80,900,000
10,100,000
25,800,000
73,600,000
1
112
192
0.060795
0.109432
0
11,595
778.733333
2,992.233243
8,953,459.781
0
1
1
1
834.357143
2,322.6
6.888889
112
5
11,613
9
62
229
256
3
20
27,224
27,224
40,500,000
46,800,000
73,600,000
7,354,351
BENIGN
95,627
53
48,832
2
2
70
102
35
35
35
0
51
51
51
0
3,522.280472
81.913499
16,277.33333
28,149.01004
48,781
3
3
3
0
3
3
48
48
0
48
48
64
64
40.95675
40.95675
35
51
41.4
8.763561
76.8
0
0
0
1
51.75
35
51
64
2
70
2
102
-1
-1
1
32
0
0
0
0
0
0
BENIGN
26,748
990
27
1
1
2
6
2
2
2
0
6
6
6
0
296,296.2963
74,074.07407
27
0
27
27
0
0
0
0
0
0
0
0
0
0
24
20
37,037.03704
37,037.03704
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
244,015
53
191
2
2
94
220
47
47
47
0
110
110
110
0
1,643,979.058
20,942.40838
63.666667
107.676986
188
1
2
2
0
2
2
1
1
0
1
1
40
40
10,471.20419
10,471.20419
47
110
72.2
34.506521
1,190.7
0
0
0
1
90.25
47
110
40
2
94
2
220
-1
-1
1
20
0
0
0
0
0
0
BENIGN
593,861
443
61,001,516
16
15
1,727
6,037
1,333
0
107.9375
331.180207
1,460
0
402.466667
616.020161
127.275525
0.508184
2,033,383.867
4,050,143.159
10,000,000
2
61,000,000
4,066,767.733
5,048,619.471
10,100,000
358
60,900,000
4,353,564
5,121,063.207
10,100,000
49
332
384
0.262289
0.245896
0
1,460
242.625
498.070325
248,074.0484
1
0
0
0
250.451613
107.9375
402.466667
332
16
1,727
15
6,037
8,192
129
15
20
212,390
51,135
9,995,525.667
9,347.314516
10,000,000
9,977,405
BENIGN
205,297
53
94,044,037
2
2
103
221
54
49
51.5
3.535534
111
110
110.5
0.707107
3.445195
0.042533
31,300,000
54,200,000
93,900,000
59,858
94,000,000
94,000,000
0
94,000,000
94,000,000
94,000,000
94,000,000
0
94,000,000
94,000,000
64
60
0.021267
0.021267
49
111
74.6
32.837479
1,078.3
0
0
0
1
93.25
51.5
110.5
64
2
103
2
221
-1
-1
1
32
59,858
59,858
93,900,000
0
93,900,000
93,900,000
BENIGN
276,548
6,692
49
1
1
2
6
2
2
2
0
6
6
6
0
163,265.3061
40,816.32653
49
0
49
49
0
0
0
0
0
0
0
0
0
0
24
20
20,408.16327
20,408.16327
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
277,369
53
243
2
2
66
154
33
33
33
0
77
77
77
0
905,349.7942
16,460.90535
81
57.157677
147
48
48
48
0
48
48
48
48
0
48
48
64
72
8,230.452675
8,230.452675
33
77
50.6
24.099793
580.8
0
0
0
1
63.25
33
77
64
2
66
2
154
-1
-1
1
32
0
0
0
0
0
0
BENIGN
581,050
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
241,575
55,151
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
972
-1
0
32
0
0
0
0
0
0
BENIGN
88,170
53
81,671
1
1
48
100
48
48
48
0
100
100
100
0
1,812.148743
24.488497
81,671
0
81,671
81,671
0
0
0
0
0
0
0
0
0
0
20
32
12.244248
12.244248
48
100
65.333333
30.022214
901.333333
0
0
0
1
98
48
100
20
1
48
1
100
-1
-1
0
20
0
0
0
0
0
0
BENIGN
441,805
53
48
2
2
64
224
32
32
32
0
112
112
112
0
6,000,000
83,333.33333
16
25.119713
45
1
2
2
0
2
2
1
1
0
1
1
40
40
41,666.66667
41,666.66667
32
112
64
43.817805
1,920
0
0
0
1
80
32
112
40
2
64
2
224
-1
-1
1
20
0
0
0
0
0
0
BENIGN
416,056
1,000
140
2
2
4
12
2
2
2
0
6
6
6
0
114,285.7143
28,571.42857
46.666667
4.041452
49
42
49
49
0
49
49
49
49
0
49
49
48
40
14,285.71429
14,285.71429
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
145,763
53
193
2
2
94
350
47
47
47
0
175
175
175
0
2,300,518.135
20,725.3886
64.333333
104.500399
185
4
4
4
0
4
4
4
4
0
4
4
40
40
10,362.6943
10,362.6943
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
62,950
53
47,318
1
1
49
248
49
49
49
0
248
248
248
0
6,276.681178
42.267213
47,318
0
47,318
47,318
0
0
0
0
0
0
0
0
0
0
20
20
21.133607
21.133607
49
248
115.333333
114.892704
13,200.33333
0
0
0
1
173
49
248
20
1
49
1
248
-1
-1
0
20
0
0
0
0
0
0
BENIGN
408,697
1,300
48
1
1
2
6
2
2
2
0
6
6
6
0
166,666.6667
41,666.66667
48
0
48
48
0
0
0
0
0
0
0
0
0
0
24
20
20,833.33333
20,833.33333
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
136,371
80
68,298,566
9
7
325
11,595
325
0
36.111111
108.333333
5,792
0
1,656.428571
2,118.227235
174.527822
0.234266
4,553,237.733
17,600,000
68,200,000
1
68,200,000
8,520,887.25
24,100,000
68,200,000
1
143,466
23,911
52,741.5973
131,124
1
296
232
0.131774
0.102491
0
5,792
701.176471
1,538.570978
2,367,200.654
0
1
0
0
745
36.111111
1,656.428571
296
9
325
7
11,595
251
235
1
32
1,024
1,024
68,200,000
0
68,200,000
68,200,000
DoS Hulk
144,547
53
154
2
2
62
206
31
31
31
0
103
103
103
0
1,740,259.74
25,974.02597
51.333333
82.851272
147
3
3
3
0
3
3
4
4
0
4
4
64
64
12,987.01299
12,987.01299
31
103
59.8
39.436024
1,555.2
0
0
0
1
74.75
31
103
64
2
62
2
206
-1
-1
1
32
0
0
0
0
0
0
BENIGN
39,005
53
214
2
2
88
188
44
44
44
0
94
94
94
0
1,289,719.626168
18,691.588785
71.333333
40.414519
118
48
48
48
0
48
48
48
48
0
48
48
64
64
9,345.794393
9,345.794393
44
94
64
27.386128
750
0
0
0
1
80
44
94
64
2
88
2
188
-1
-1
1
32
0
0
0
0
0
0
BENIGN
374,193
53
135
2
2
66
98
33
33
33
0
49
49
49
0
1,214,814.815
29,629.62963
45
72.746134
129
3
3
3
0
3
3
3
3
0
3
3
40
40
14,814.81481
14,814.81481
33
49
39.4
8.763561
76.8
0
0
0
1
49.25
33
49
40
2
66
2
98
-1
-1
1
20
0
0
0
0
0
0
BENIGN
455,608
51,307
16
1
1
6
6
6
6
6
0
6
6
6
0
750,000
125,000
16
0
16
16
0
0
0
0
0
0
0
0
0
0
20
20
62,500
62,500
6
6
6
0
0
0
1
1
1
9
6
6
20
1
6
1
6
29
16,425
0
20
0
0
0
0
0
0
BENIGN
382,343
443
5,441,796
8
6
378
4,224
197
0
47.25
73.610461
1,460
0
704
754.605857
845.676685
2.57268
418,599.6923
1,399,190.996
5,072,059
1
5,441,796
777,399.4286
1,895,612.381
5,072,059
3
127,582
25,516.4
34,838.3175
74,063
67
172
132
1.470103
1.102577
0
1,460
306.8
564.721322
318,910.1714
1
0
0
0
328.714286
47.25
704
172
8
378
6
4,224
8,192
110
7
20
369,734
369,734
5,072,059
0
5,072,059
5,072,059
BENIGN
54,620
53
110,540
2
2
68
262
34
34
34
0
131
131
131
0
2,985.344672
36.185996
36,846.66667
63,775.26923
110,488
4
48
48
0
48
48
4
4
0
4
4
64
64
18.092998
18.092998
34
131
72.8
53.129088
2,822.7
0
0
0
1
91
34
131
64
2
68
2
262
-1
-1
1
32
0
0
0
0
0
0
BENIGN
134,942
53
150
2
2
64
120
32
32
32
0
60
60
60
0
1,226,666.667
26,666.66667
50
48.03124
99
3
3
3
0
3
3
48
48
0
48
48
64
64
13,333.33333
13,333.33333
32
60
43.2
15.336232
235.2
0
0
0
1
54
32
60
64
2
64
2
120
-1
-1
1
32
0
0
0
0
0
0
BENIGN
147,111
53
70,091
1
1
49
148
49
49
49
0
148
148
148
0
2,810.631893
28.534334
70,091
0
70,091
70,091
0
0
0
0
0
0
0
0
0
0
40
32
14.267167
14.267167
49
148
82
57.157677
3,267
0
0
0
1
123
49
148
40
1
49
1
148
-1
-1
0
40
0
0
0
0
0
0
BENIGN
90,644
80
98,437,716
6
6
339
11,595
339
0
56.5
138.396171
5,792
0
1,932.5
2,181.008184
121.23402
0.121904
8,948,883.273
29,600,000
98,300,000
1
98,300,000
19,700,000
44,000,000
98,300,000
1
147,324
29,464.8
59,816.27834
136,140
45
200
200
0.060952
0.060952
0
5,792
918
1,716.363161
2,945,902.5
0
1
0
1
994.5
56.5
1,932.5
200
6
339
6
11,595
251
235
1
32
4
4
98,300,000
0
98,300,000
98,300,000
DoS Hulk
131,843
3,884
16
2
0
12
0
6
6
6
0
0
0
0
0
750,000
125,000
16
0
16
16
16
16
0
16
16
0
0
0
0
0
40
0
125,000
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
111,500
57,551
4
2
0
280
0
274
6
140
189.504617
0
0
0
0
70,000,000
500,000
4
0
4
4
4
4
0
4
4
0
0
0
0
0
40
0
500,000
0
6
274
184.666667
154.729872
23,941.33333
0
1
0
0
277
140
0
40
2
280
0
0
60
-1
1
20
0
0
0
0
0
0
BENIGN
456,205
53
204
2
2
64
96
32
32
32
0
48
48
48
0
784,313.7255
19,607.84314
68
76.974022
153
3
3
3
0
3
3
48
48
0
48
48
40
40
9,803.921569
9,803.921569
32
48
38.4
8.763561
76.8
0
0
0
1
48
32
48
40
2
64
2
96
-1
-1
1
20
0
0
0
0
0
0
BENIGN
554,742
54,529
52
1
1
6
6
6
6
6
0
6
6
6
0
230,769.2308
38,461.53846
52
0
52
52
0
0
0
0
0
0
0
0
0
0
20
20
19,230.76923
19,230.76923
6
6
6
0
0
0
1
1
1
9
6
6
20
1
6
1
6
946
256
0
20
0
0
0
0
0
0
BENIGN
117,359
53
211
2
2
82
338
41
41
41
0
169
169
169
0
1,990,521.327
18,957.34597
70.333333
80.847593
160
3
3
3
0
3
3
48
48
0
48
48
40
40
9,478.672986
9,478.672986
41
169
92.2
70.108487
4,915.2
0
0
0
1
115.25
41
169
40
2
82
2
338
-1
-1
1
20
0
0
0
0
0
0
BENIGN
449,620
80
102,466,754
10
8
1,793
11,595
355
0
179.3
185.21702
5,792
0
1,449.375
1,895.881019
130.657013
0.175667
6,027,456.118
24,400,000
101,000,000
1
102,000,000
11,400,000
33,500,000
101,000,000
1
102,000,000
14,600,000
38,000,000
101,000,000
46
292
264
0.097593
0.078074
0
5,792
704.947368
1,357.167413
1,841,903.386
0
0
0
0
744.111111
179.3
1,449.375
292
10
1,793
8
11,595
0
235
7
20
9,987
9,987
101,000,000
0
101,000,000
101,000,000
DoS Hulk
185,910
80
115,183,548
17
15
434
2,497
434
0
25.529412
105.260461
1,448
0
166.466667
445.728756
25.446342
0.277817
3,715,598.323
4,905,901.417
10,200,000
37
115,000,000
7,198,971.75
4,682,618.062
10,200,000
204
113,000,000
8,044,182.929
4,352,153.555
10,300,000
200
552
488
0.147591
0.130227
0
1,448
88.818182
312.506745
97,660.46591
1
0
0
0
91.59375
25.529412
166.466667
552
17
434
15
2,497
29,200
939
1
32
123,571
29,378
10,200,000
32,692.33768
10,200,000
10,100,000
BENIGN
116,481
22
172
1
1
0
0
0
0
0
0
0
0
0
0
0
11,627.90698
172
0
172
172
0
0
0
0
0
0
0
0
0
0
20
20
5,813.953488
5,813.953488
0
0
0
0
0
0
1
1
1
0
0
0
20
1
0
1
0
16,399
245
0
20
0
0
0
0
0
0
BENIGN
259,916
80
12,647
2
2
12
0
6
6
6
0
0
0
0
0
948.841623
316.280541
4,215.666667
6,789.65436
12,050
40
597
597
0
597
597
12,607
12,607
0
12,607
12,607
40
64
158.14027
158.14027
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
162,181
80
1,660,721
3
6
26
11,607
20
0
8.666667
10.263203
4,380
0
1,934.5
2,177.344966
7,004.788884
5.419333
207,590.125
586,583.0513
1,659,309
16
997
498.5
405.172186
785
212
1,660,673
332,134.6
741,913.1792
1,659,309
16
72
132
1.806444
3.612889
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
145,555
80
80
2
0
12
0
6
6
6
0
0
0
0
0
150,000
25,000
80
0
80
80
80
80
0
80
80
0
0
0
0
0
40
0
25,000
0
6
6
6
0
0
0
1
0
0
9
6
0
40
2
12
0
0
252
-1
1
20
0
0
0
0
0
0
BENIGN
122,353
443
1,530,714
2
0
0
0
0
0
0
0
0
0
0
0
0
1.30658
1,530,714
0
1,530,714
1,530,714
1,530,714
1,530,714
0
1,530,714
1,530,714
0
0
0
0
0
40
0
1.30658
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
251,862
44,442
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
151,093
57,646
483
3
1
154
6
154
0
51.333333
88.911941
6
6
6
0
331,262.94
8,281.573499
161
67.549982
230
95
483
241.5
16.263456
253
230
0
0
0
0
0
96
20
6,211.180124
2,070.393375
0
154
32
68.249542
4,658
0
1
0
0
40
51.333333
6
96
3
154
1
6
115
0
1
32
0
0
0
0
0
0
BENIGN
167,412
80
91,502,435
9
4
62
11,601
20
0
6.888889
5.301991
8,760
0
2,900.25
4,128.319301
127.461089
0.142073
7,625,202.917
24,000,000
83,600,000
1
90,900,000
11,400,000
29,300,000
83,600,000
1
620,965
206,988.3333
328,811.102
586,145
179
192
92
0.098358
0.043715
0
8,760
833.5
2,402.71381
5,773,033.654
0
1
0
0
897.615385
6.888889
2,900.25
192
9
62
4
11,601
256
229
7
20
1,979
1,979
45,400,000
54,000,000
83,600,000
7,262,803
DDoS
131,921
443
117,358,775
15
14
1,068
4,856
399
0
71.2
109.14813
1,430
0
346.857143
525.075065
50.477691
0.247106
4,191,384.821
15,300,000
58,900,000
3
117,000,000
8,382,769.643
21,200,000
58,900,000
26
117,000,000
9,020,927.462
22,000,000
59,000,000
3
312
292
0.127813
0.119292
0
1,430
197.466667
386.9208
149,707.7057
1
0
0
0
204.275862
71.2
346.857143
312
15
1,068
14
4,856
8,192
360
14
20
225,872
87,549
58,500,000
609,393.1093
58,900,000
58,000,000
BENIGN
221,694
443
118,035,296
81
111
6,930
182,186
1,557
0
85.555556
255.710188
4,344
0
1,641.315315
1,009.151362
1,602.198719
1.626632
617,985.8429
2,387,412.449
10,200,000
5
118,000,000
1,475,441.2
3,533,966.125
10,200,000
19
115,000,000
1,044,879.182
3,077,709.733
10,200,000
14
2,600
3,560
0.686235
0.940397
0
4,344
979.875648
1,098.201506
1,206,046.547
1
0
0
1
984.979167
85.555556
1,641.315315
2,600
81
6,930
111
182,186
29,200
1,360
12
32
2,520,755
22,978
10,200,000
60,562.63326
10,200,000
10,000,000
BENIGN
20,442
80
15,213,406
5
5
438
515
420
0
87.6
185.835411
503
0
103
223.626922
62.64212
0.657315
1,690,378.444
3,517,680.054
9,924,219
47
10,100,000
2,517,209.25
4,938,206.4
9,924,219
9,283
15,200,000
3,797,126.75
4,797,786.3
10,000,000
8,778
112
124
0.328658
0.328658
0
503
86.636364
186.285948
34,702.45455
1
0
0
1
95.3
87.6
103
112
5
438
5
515
8,192
31
4
20
144,618
144,618
9,924,219
0
9,924,219
9,924,219
BENIGN
236,138
443
4,982
1
1
6
6
6
6
6
0
6
6
6
0
2,408.671216
401.445203
4,982
0
4,982
4,982
0
0
0
0
0
0
0
0
0
0
20
20
200.722601
200.722601
6
6
6
0
0
0
1
0
1
9
6
6
20
1
6
1
6
0
60
0
20
0
0
0
0
0
0
BENIGN
59,340
53
108,782,408
2
2
92
248
49
43
46
4.242641
189
59
124
91.923882
3.125505
0.036771
36,300,000
62,700,000
109,000,000
23,575
109,000,000
109,000,000
0
109,000,000
109,000,000
109,000,000
109,000,000
0
109,000,000
109,000,000
52
52
0.018385
0.018385
43
189
77.8
62.427558
3,897.2
0
0
0
1
97.25
46
124
52
2
92
2
248
-1
-1
1
20
65,446
65,446
109,000,000
0
109,000,000
109,000,000
BENIGN
82,175
55,527
3
2
0
12
0
6
6
6
0
0
0
0
0
4,000,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
40
0
666,666.6667
0
6
6
6
0
0
0
1
0
0
9
6
0
40
2
12
0
0
4,380
-1
1
20
0
0
0
0
0
0
BENIGN
396,657
443
115,837,194
21
21
1,766
5,612
581
0
84.095238
185.148293
1,460
0
267.238095
522.278844
63.692841
0.362578
2,825,297.415
4,461,656.915
10,000,000
48
116,000,000
5,791,859.7
4,913,091.615
10,000,000
48
111,000,000
5,528,277.4
5,103,722.08
10,000,000
48
432
432
0.181289
0.181289
0
1,460
171.581395
394.106176
155,319.6777
1
0
0
1
175.666667
84.095238
267.238095
432
21
1,766
21
5,612
8,192
5,120
16
20
483,446
28,293
9,586,677.25
1,368,999.038
10,000,000
5,243,222
BENIGN
30,970
53
91,528
2
2
90
522
45
45
45
0
261
261
261
0
6,686.478455
43.702474
30,509.333333
52,837.653263
91,521
3
4
4
0
4
4
3
3
0
3
3
80
64
21.851237
21.851237
45
261
131.4
118.308072
13,996.8
0
0
0
1
164.25
45
261
80
2
90
2
522
-1
-1
1
40
0
0
0
0
0
0
BENIGN
400,719
443
151,210
1
1
0
0
0
0
0
0
0
0
0
0
0
13.226638
151,210
0
151,210
151,210
0
0
0
0
0
0
0
0
0
0
32
32
6.613319
6.613319
0
0
0
0
0
0
1
1
1
0
0
0
32
1
0
1
0
431
252
0
32
0
0
0
0
0
0
BENIGN
524,829
56,553
62
1
1
6
6
6
6
6
0
6
6
6
0
193,548.3871
32,258.06452
62
0
62
62
0
0
0
0
0
0
0
0
0
0
20
20
16,129.03226
16,129.03226
6
6
6
0
0
0
1
1
1
9
6
6
20
1
6
1
6
335
258
0
20
0
0
0
0
0
0
BENIGN
69,169
54,456
2
2
0
483
0
483
0
241.5
341.532575
0
0
0
0
242,000,000
1,000,000
2
0
2
2
2
2
0
2
2
0
0
0
0
0
64
0
1,000,000
0
0
483
322
278.86018
77,763
0
1
0
0
483
241.5
0
64
2
483
0
0
235
-1
0
32
0
0
0
0
0
0
BENIGN
42,488
53
32,357
2
2
80
410
40
40
40
0
205
205
205
0
15,143.554718
123.620855
10,785.666667
18,676.126508
32,351
3
3
3
0
3
3
3
3
0
3
3
40
40
61.810427
61.810427
40
205
106
90.374222
8,167.5
0
0
0
1
132.5
40
205
40
2
80
2
410
-1
-1
1
20
0
0
0
0
0
0
BENIGN
485,723
11,922
16
1
1
0
0
0
0
0
0
0
0
0
0
0
125,000
16
0
16
16
0
0
0
0
0
0
0
0
0
0
20
20
62,500
62,500
0
0
0
0
0
0
1
1
1
0
0
0
20
1
0
1
0
106
256
0
20
0
0
0
0
0
0
BENIGN
402,246
53
299,808
2
2
58
282
29
29
29
0
141
141
141
0
1,134.059131
13.341872
99,936
173,087.301302
299,800
4
4
4
0
4
4
4
4
0
4
4
64
64
6.670936
6.670936
29
141
73.8
61.344926
3,763.2
0
0
0
1
92.25
29
141
64
2
58
2
282
-1
-1
1
32
0
0
0
0
0
0
BENIGN
362,539
80
91,825,742
2
0
0
0
0
0
0
0
0
0
0
0
0
0.02178
91,800,000
0
91,800,000
91,800,000
91,800,000
91,800,000
0
91,800,000
91,800,000
0
0
0
0
0
64
0
0.02178
0
0
0
0
0
0
0
1
0
0
0
0
0
64
2
0
0
0
410
-1
0
32
0
0
91,800,000
0
91,800,000
91,800,000
DoS GoldenEye
546,886
80
546
2
0
12
0
6
6
6
0
0
0
0
0
21,978.02198
3,663.003663
546
0
546
546
546
546
0
546
546
0
0
0
0
0
40
0
3,663.003663
0
6
6
6
0
0
0
1
0
0
9
6
0
40
2
12
0
0
252
-1
1
20
0
0
0
0
0
0
BENIGN
434,986
49,176
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
163,654
139
65,544
49
30
2,488
3,188
194
0
50.77551
65.998505
440
0
106.266667
130.703912
86,598.31564
1,205.297205
840.307692
4,750.03447
40,283
1
65,544
1,365.5
7,147.088837
48,873
1
65,108
2,245.103448
7,713.574108
40,451
47
1,592
976
747.589406
457.707799
0
440
70.95
98.526858
9,707.541772
1
0
0
0
71.848101
50.77551
106.266667
1,592
49
2,488
30
3,188
65,535
269
22
32
0
0
0
0
0
0
BENIGN
44,918
443
116,064,576
22
20
1,055
7,094
704
0
47.954545
154.225709
1,448
0
354.7
591.541439
70.210914
0.361868
2,830,843.317
4,462,562.285
10,000,000
8
116,000,000
5,526,884.571
5,005,995.738
10,100,000
48
111,000,000
5,867,979
5,109,647.548
10,100,000
48
712
648
0.18955
0.172318
0
1,448
189.511628
441.062158
194,535.8272
1
0
0
0
194.02381
47.954545
354.7
712
22
1,055
20
7,094
29,200
124
4
32
411,530
83,558
10,000,000
20,599.95776
10,000,000
9,960,005
BENIGN
164,567
53
229
2
2
76
484
38
38
38
0
242
242
242
0
2,445,414.847162
17,467.248908
76.333333
125.285008
221
4
4
4
0
4
4
4
4
0
4
4
40
40
8,733.624454
8,733.624454
38
242
119.6
111.735402
12,484.8
0
0
0
1
149.5
38
242
40
2
76
2
484
-1
-1
1
20
0
0
0
0
0
0
BENIGN
434,083
80
2,653
2
0
12
0
6
6
6
0
0
0
0
0
4,523.181304
753.863551
2,653
0
2,653
2,653
2,653
2,653
0
2,653
2,653
0
0
0
0
0
40
0
753.863551
0
6
6
6
0
0
0
1
0
0
9
6
0
40
2
12
0
0
253
-1
1
20
0
0
0
0
0
0
BENIGN
32,269
80
111,852,471
6
6
744
11,595
369
0
124
189.790411
5,792
0
1,932.5
2,181.008184
110.314952
0.107284
10,200,000
28,700,000
95,500,000
46
112,000,000
22,300,000
41,500,000
95,500,000
966
347,437
69,487.4
99,630.59176
215,954
46
196
200
0.053642
0.053642
0
5,792
949.615385
1,701.487415
2,895,059.423
0
0
0
1
1,028.75
124
1,932.5
196
6
744
6
11,595
0
235
2
20
0
0
55,800,000
56,200,000
95,500,000
16,000,000
DoS Hulk
93,088
80
70,370,378
9
5
62
11,601
20
0
6.888889
5.301991
4,380
0
2,320.2
2,207.341206
165.737351
0.198947
5,413,106
16,600,000
60,000,000
1
70,200,000
8,771,169.75
21,000,000
60,000,000
1
213,355
53,338.75
98,325.41644
200,575
157
192
112
0.127895
0.071053
0
4,380
777.933333
1,632.89937
2,666,360.352
0
1
0
0
833.5
6.888889
2,320.2
192
9
62
5
11,601
256
229
7
20
1,992
1,992
35,100,000
35,300,000
60,000,000
10,100,000
DDoS
29,807
80
560,642
20
22
415
59,317
415
0
20.75
92.796821
5,792
0
2,696.227273
1,805.593529
106,542.1428
74.914116
13,674.19512
36,310.91598
115,174
15
560,642
29,507.47368
49,500.61157
115,288
28
455,902
21,709.61905
44,992.66317
115,920
15
652
708
35.673389
39.240728
0
5,792
1,389.116279
1,861.855017
3,466,504.105
1
0
0
1
1,422.190476
20.75
2,696.227273
652
20
415
22
59,317
65,535
15,544
1
32
0
0
0
0
0
0
BENIGN
161,251
80
85,659,329
7
6
335
11,595
329
0
47.857143
123.992511
4,344
0
1,932.5
1,977.812908
139.27263
0.151764
7,138,277.417
24,700,000
85,500,000
1
85,500,000
14,300,000
34,900,000
85,500,000
1
147,693
29,538.6
58,882.80676
134,399
55
220
200
0.081719
0.070045
0
4,344
852.142857
1,566.678744
2,454,482.286
0
1
0
0
917.692308
47.857143
1,932.5
220
7
335
6
11,595
251
235
2
20
1,005
1,005
85,500,000
0
85,500,000
85,500,000
DoS Hulk
266,830
80
10,390,702
8
6
353
11,632
353
0
44.125
124.804347
5,792
0
1,938.666667
2,544.918912
1,153.435061
1.347358
799,284.7692
1,951,917.694
5,384,697
45
5,387,707
769,672.4286
2,035,456.552
5,385,654
243
10,400,000
2,078,127.2
2,848,329.52
5,384,697
45
264
200
0.769919
0.577439
0
5,792
799
1,802.423488
3,248,730.429
1
0
0
0
856.071429
44.125
1,938.666667
264
8
353
6
11,632
29,200
235
1
32
914
914
5,384,697
0
5,384,697
5,384,697
DoS GoldenEye
638,445
47,173
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
357
339
0
32
0
0
0
0
0
0
BENIGN
269,438
80
1,166,259
3
5
26
11,607
20
0
8.666667
10.263203
7,300
0
2,321.4
3,346.363967
9,974.628277
6.85954
166,608.4286
440,429.2591
1,165,408
2
648
324
453.962554
645
3
1,166,183
291,545.75
582,574.8832
1,165,408
2
72
112
2.572327
4.287212
0
7,300
1,292.555556
2,662.264877
7,087,654.278
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
179,717
53
173,388
1
1
54
132
54
54
54
0
132
132
132
0
1,072.738598
11.534824
173,388
0
173,388
173,388
0
0
0
0
0
0
0
0
0
0
32
20
5.767412
5.767412
54
132
80
45.033321
2,028
0
0
0
1
120
54
132
32
1
54
1
132
-1
-1
0
32
0
0
0
0
0
0
BENIGN
119,160
53
336
2
2
74
494
37
37
37
0
247
247
247
0
1,690,476.19
11,904.7619
112
114.319727
244
45
45
45
0
45
45
47
47
0
47
47
40
40
5,952.380952
5,952.380952
37
247
121
115.021737
13,230
0
0
0
1
151.25
37
247
40
2
74
2
494
-1
-1
1
20
0
0
0
0
0
0
BENIGN
31,634
443
1
2
0
12
0
6
6
6
0
0
0
0
0
12,000,000
2,000,000
1
0
1
1
1
1
0
1
1
0
0
0
0
0
40
0
2,000,000
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
356,395
53
949
2
2
100
264
50
50
50
0
132
132
132
0
383,561.6438
4,214.963119
316.333333
463.901211
852
48
49
49
0
49
49
48
48
0
48
48
64
64
2,107.48156
2,107.48156
50
132
82.8
44.91325
2,017.2
0
0
0
1
103.5
50
132
64
2
100
2
264
-1
-1
1
32
0
0
0
0
0
0
BENIGN
1,566
53
219
2
2
72
288
36
36
36
0
144
144
144
0
1,643,835.616
18,264.84018
73
85.035287
168
4
47
47
0
47
47
4
4
0
4
4
40
40
9,132.420091
9,132.420091
36
144
79.2
59.154036
3,499.2
0
0
0
1
99
36
144
40
2
72
2
288
-1
-1
1
20
0
0
0
0
0
0
BENIGN
185,053
53
215
2
2
64
448
32
32
32
0
224
224
224
0
2,381,395.349
18,604.65116
71.666667
117.202105
207
4
4
4
0
4
4
4
4
0
4
4
64
80
9,302.325581
9,302.325581
32
224
108.8
105.162731
11,059.2
0
0
0
1
136
32
224
64
2
64
2
448
-1
-1
1
32
0
0
0
0
0
0
BENIGN
37,701
80
84,598,176
7
6
359
11,595
353
0
51.285714
133.062284
4,344
0
1,932.5
1,977.812908
141.303283
0.153668
7,049,848
24,400,000
84,500,000
0
84,500,000
14,100,000
34,500,000
84,500,000
0
145,496
29,099.2
58,413.60909
133,187
47
220
200
0.082744
0.070924
0
4,344
853.857143
1,566.075293
2,452,591.824
0
1
0
0
919.538462
51.285714
1,932.5
220
7
359
6
11,595
251
235
2
20
2
2
84,500,000
0
84,500,000
84,500,000
DoS Hulk
210,671
53
36,023
2
2
74
198
37
37
37
0
99
99
99
0
7,550.731477
111.040169
12,007.66667
20,793.55867
36,018
1
1
1
0
1
1
4
4
0
4
4
40
40
55.520084
55.520084
37
99
61.8
33.958799
1,153.2
0
0
0
1
77.25
37
99
40
2
74
2
198
-1
-1
1
20
0
0
0
0
0
0
BENIGN
321,942
53
60,794
2
2
68
250
34
34
34
0
125
125
125
0
5,230.779353
65.795967
20,264.66667
35,094.23611
60,788
3
3
3
0
3
3
3
3
0
3
3
64
64
32.897983
32.897983
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
602,073
443
117,044,570
39
36
2,793
27,866
1,226
0
71.615385
233.610969
2,169
0
774.055556
722.492707
261.942951
0.640782
1,581,683.378
3,600,215.522
10,000,000
2
117,000,000
3,080,120.263
4,587,231.061
10,100,000
2
112,000,000
3,190,348.857
4,711,782.473
10,100,000
2
1,256
1,172
0.333206
0.307575
0
2,169
403.407895
629.766479
396,605.8181
1
0
0
0
408.786667
71.615385
774.055556
1,256
39
2,793
36
27,866
29,200
379
6
32
1,171,383
36,662
9,622,352.917
1,346,906.556
10,000,000
5,345,364
BENIGN
270,261
53
255
2
2
56
476
28
28
28
0
238
238
238
0
2,086,274.509804
15,686.27451
85
64.08588
159
48
48
48
0
48
48
48
48
0
48
48
64
64
7,843.137255
7,843.137255
28
238
112
115.021737
13,230
0
0
0
1
140
28
238
64
2
56
2
476
-1
-1
1
32
0
0
0
0
0
0
BENIGN
366,288
80
216
2
0
0
0
0
0
0
0
0
0
0
0
0
9,259.259259
216
0
216
216
216
216
0
216
216
0
0
0
0
0
64
0
9,259.259259
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
206,523
80
2,799
2
0
0
0
0
0
0
0
0
0
0
0
0
714.540908
2,799
0
2,799
2,799
2,799
2,799
0
2,799
2,799
0
0
0
0
0
64
0
714.540908
0
0
0
0
0
0
0
1
0
0
0
0
0
64
2
0
0
0
31,730
-1
0
32
0
0
0
0
0
0
BENIGN
7,160
53
78,534
1
1
46
188
46
46
46
0
188
188
188
0
2,979.601192
25.466677
78,534
0
78,534
78,534
0
0
0
0
0
0
0
0
0
0
20
20
12.733338
12.733338
46
188
93.333333
81.983738
6,721.333333
0
0
0
1
140
46
188
20
1
46
1
188
-1
-1
0
20
0
0
0
0
0
0
BENIGN
173,911
80
10,159,050
6
4
863
1,019
452
0
143.833333
216.671564
531
0
254.75
291.393634
185.253542
0.984344
1,128,783.333333
3,307,710.715907
9,949,179
46
209,871
41,974.2
30,549.185729
68,721
2,799
10,142,730
3,380,910
5,731,741.346023
9,999,107
22,211
132
92
0.590606
0.393738
0
531
171.090909
234.774127
55,118.890909
1
0
0
0
188.2
143.833333
254.75
132
6
863
4
1,019
8,192
262
5
20
0
0
0
0
0
0
BENIGN
86,052
63,519
1,128,440
8
2
11,601
26
4,380
0
1,450.125
1,560.300377
20
6
13
9.899495
10,303.60498
8.861792
125,382.2222
365,962.7038
1,101,021
14
1,128,440
161,205.7143
414,539.0796
1,101,021
14
903
903
0
903
903
184
40
7.089433
1.772358
0
4,380
1,057
1,468.855269
2,157,535.8
1
0
0
0
1,162.7
1,450.125
13
184
8
11,601
2
26
8,192
256
6
20
0
0
0
0
0
0
BENIGN
176,870
53
62,748
2
2
68
202
34
34
34
0
101
101
101
0
4,302.92599
63.747052
20,916
36,224.110603
62,744
1
1
1
0
1
1
3
3
0
3
3
64
64
31.873526
31.873526
34
101
60.8
36.697411
1,346.7
0
0
0
1
76
34
101
64
2
68
2
202
-1
-1
1
32
0
0
0
0
0
0
BENIGN
364,991
80
99,729,650
6
7
349
11,595
331
0
58.166667
133.692807
5,792
0
1,656.428571
2,120.732252
119.763781
0.130352
8,310,804.167
28,800,000
99,700,000
1
99,700,000
19,900,000
44,600,000
99,700,000
1
99,700,000
16,600,000
40,700,000
99,700,000
45
164
232
0.060163
0.07019
0
5,792
853.571429
1,666.429796
2,776,988.264
0
0
0
1
919.230769
58.166667
1,656.428571
164
6
349
7
11,595
0
235
3
20
10,965
10,965
99,700,000
0
99,700,000
99,700,000
DoS Hulk
256,753
53
31,179
2
2
74
262
37
37
37
0
131
131
131
0
10,776.484172
128.291478
10,393
17,996.007891
31,173
3
3
3
0
3
3
3
3
0
3
3
64
64
64.145739
64.145739
37
131
74.6
51.48592
2,650.8
0
0
0
1
93.25
37
131
64
2
74
2
262
-1
-1
1
32
0
0
0
0
0
0
BENIGN
343,320
80
11,044,297
5
5
789
810
789
0
157.8
352.851527
810
0
162
362.243012
144.780605
0.905445
1,227,144.111
3,365,191.539
10,200,000
60
10,200,000
2,556,340.25
5,078,567.679
10,200,000
2,500
11,000,000
2,755,274
4,974,965.316
10,200,000
2,125
120
108
0.452722
0.452722
0
810
145.363636
323.447762
104,618.4545
1
0
0
1
159.9
157.8
162
120
5
789
5
810
29,200
8,679
1
20
51,185
51,185
10,200,000
0
10,200,000
10,200,000
BENIGN
120,951
443
60,923,904
38
41
1,084
60,593
410
0
28.526316
92.462918
4,344
0
1,477.878049
1,080.210563
1,012.361256
1.2967
781,075.6923
2,670,294.539
10,200,000
3
60,900,000
1,646,592
3,731,817.324
10,200,000
66
60,900,000
1,521,816.775
3,613,316.444
10,200,000
47
1,224
1,320
0.623729
0.672971
0
4,344
770.9625
1,061.52419
1,126,833.606
1
0
0
1
780.721519
28.526316
1,477.878049
1,224
38
1,084
41
60,593
29,200
118
4
32
909,021
50,418
9,960,304.667
471,770.8716
10,200,000
9,005,542
BENIGN
79,845
80
1,003
2
0
0
0
0
0
0
0
0
0
0
0
0
1,994.017946
1,003
0
1,003
1,003
1,003
1,003
0
1,003
1,003
0
0
0
0
0
64
0
1,994.017946
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
191,247
443
3,706,325
5
1
135
46
46
6
27
20.124612
46
46
46
0
48.835437
1.618854
741,265
1,577,795.426
3,562,910
4
3,706,325
926,581.25
1,758,771.451
3,562,910
4
0
0
0
0
0
100
20
1.349045
0.269809
6
46
32.428571
18.8667
355.952381
0
1
0
0
37.833333
27
46
100
5
135
1
46
253
71
4
20
0
0
0
0
0
0
BENIGN
259,064
80
85,821,601
9
6
357
11,595
357
0
39.666667
119
5,792
0
1,932.5
2,537.820147
139.265638
0.174781
6,130,114.357
22,600,000
84,800,000
48
85,800,000
10,700,000
29,900,000
84,800,000
74
2,619
523.8
879.627023
2,090
48
304
200
0.104869
0.069912
0
5,792
747
1,747.556351
3,053,953.2
0
1
0
0
796.8
39.666667
1,932.5
304
9
357
6
11,595
274
235
1
32
1,314
1,314
84,800,000
0
84,800,000
84,800,000
DoS Hulk
107,009