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
53
31,100
2
2
78
206
39
39
39
0
103
103
103
0
9,131.832797
128.617363
10,366.66667
17,950.39722
31,094
3
3
3
0
3
3
3
3
0
3
3
40
64
64.308682
64.308682
39
103
64.6
35.054244
1,228.8
0
0
0
1
80.75
39
103
40
2
78
2
206
-1
-1
1
20
0
0
0
0
0
0
BENIGN
370,500
53
72,347
2
2
80
118
40
40
40
0
59
59
59
0
2,736.810096
55.289093
24,115.66667
41,765.22982
72,342
1
1
1
0
1
1
4
4
0
4
4
80
64
27.644546
27.644546
40
59
47.6
10.406729
108.3
0
0
0
1
59.5
40
59
80
2
80
2
118
-1
-1
1
40
0
0
0
0
0
0
BENIGN
257,177
53
49,540
2
2
58
214
29
29
29
0
107
107
107
0
5,490.512717
80.742834
16,513.333333
28,598.468252
49,536
1
1
1
0
1
1
3
3
0
3
3
64
64
40.371417
40.371417
29
107
60.2
42.722359
1,825.2
0
0
0
1
75.25
29
107
64
2
58
2
214
-1
-1
1
32
0
0
0
0
0
0
BENIGN
282,321
80
987,399
3
5
26
11,601
20
0
8.666667
10.263203
5,840
0
2,320.2
2,658.195854
11,775.38158
8.102094
141,057
363,756.113
965,793
49
21,053
10,526.5
14,817.4226
21,004
49
987,236
246,809
479,424.3488
965,793
153
72
112
3.038285
5.063809
0
5,840
1,291.888889
2,240.544155
5,020,038.111
1
0
0
1
1,453.375
8.666667
2,320.2
72
3
26
5
11,601
8,192
229
2
20
0
0
0
0
0
0
DDoS
116,208
443
47,004
3
3
86
7
86
0
28.666667
49.652123
7
0
2.333333
4.041452
1,978.555017
127.648711
9,400.8
12,722.72206
23,352
3
23,678
11,839
16,392.1494
23,430
248
23,652
11,826
16,720.24695
23,649
3
108
104
63.824355
63.824355
0
86
13.285714
32.169936
1,034.904762
1
0
0
1
15.5
28.666667
2.333333
108
3
86
3
7
65,535
57
1
32
0
0
0
0
0
0
BENIGN
25,028
53
30,454
1
1
55
111
55
55
55
0
111
111
111
0
5,450.843896
65.672818
30,454
0
30,454
30,454
0
0
0
0
0
0
0
0
0
0
32
32
32.836409
32.836409
55
111
73.666667
32.331615
1,045.333333
0
0
0
1
110.5
55
111
32
1
55
1
111
-1
-1
0
32
0
0
0
0
0
0
BENIGN
316,260
53
514
1
1
47
191
47
47
47
0
191
191
191
0
463,035.0195
3,891.050584
514
0
514
514
0
0
0
0
0
0
0
0
0
0
32
32
1,945.525292
1,945.525292
47
191
95
83.138439
6,912
0
0
0
1
142.5
47
191
32
1
47
1
191
-1
-1
0
32
0
0
0
0
0
0
BENIGN
210,611
80
5,168,138
3
1
0
0
0
0
0
0
0
0
0
0
0
0.773973
1,722,712.667
2,963,208.615
5,144,304
91
5,168,138
2,584,069
3,620,719.06
5,144,304
23,834
0
0
0
0
0
104
40
0.58048
0.193493
0
0
0
0
0
1
0
0
0
0
0
0
104
3
0
1
0
29,200
65,535
0
32
0
0
0
0
0
0
BENIGN
165,770
49,584
73
1
1
6
6
6
6
6
0
6
6
6
0
164,383.5616
27,397.26027
73
0
73
73
0
0
0
0
0
0
0
0
0
0
20
20
13,698.63014
13,698.63014
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
41,354
443
4,367,024
5
1
123
46
46
0
24.6
23.276598
46
46
46
0
38.699123
1.373933
873,404.8
1,898,235.776
4,268,919
3
4,367,024
1,091,756
2,118,345.425
4,268,919
3
0
0
0
0
0
100
20
1.144944
0.228989
0
46
30.714286
21.684974
470.238095
0
1
0
0
35.833333
24.6
46
100
5
123
1
46
254
64
2
20
0
0
0
0
0
0
BENIGN
99,907
40,796
71
1
1
0
0
0
0
0
0
0
0
0
0
0
28,169.01408
71
0
71
71
0
0
0
0
0
0
0
0
0
0
32
32
14,084.50704
14,084.50704
0
0
0
0
0
0
1
1
1
0
0
0
32
1
0
1
0
349
252
0
32
0
0
0
0
0
0
BENIGN
239,483
80
98,754,467
8
6
1,053
11,595
351
0
131.625
181.659759
5,792
0
1,932.5
2,181.008184
128.075219
0.141766
7,596,497.462
27,200,000
98,200,000
4
98,600,000
14,100,000
37,100,000
98,200,000
4
579,504
115,900.8
184,871.5615
424,014
47
264
200
0.081009
0.060757
0
5,792
843.2
1,601.252421
2,564,009.314
0
1
0
0
903.428571
131.625
1,932.5
264
8
1,053
6
11,595
251
235
3
32
440
440
98,200,000
0
98,200,000
98,200,000
DoS Hulk
213,696
48,704
2
2
0
1,983
0
1,983
0
991.5
1,402.192747
0
0
0
0
992,000,000
1,000,000
2
0
2
2
2
2
0
2
2
0
0
0
0
0
64
0
1,000,000
0
0
1,983
1,322
1,144.885584
1,310,763
0
1
0
0
1,983
991.5
0
64
2
1,983
0
0
235
-1
0
32
0
0
0
0
0
0
BENIGN
62,107
80
5,417,278
4
2
0
0
0
0
0
0
0
0
0
0
0
1.107567
1,083,455.6
1,522,750.698
3,265,947
45
5,417,278
1,805,759.333
1,637,499.384
3,266,046
35,387
3,265,992
3,265,992
0
3,265,992
3,265,992
104
64
0.738378
0.369189
0
0
0
0
0
1
0
0
0
0
0
0
104
4
0
2
0
8,192
5,840
0
20
0
0
0
0
0
0
BENIGN
90,736
57,445
1
2
0
37
0
31
6
18.5
17.67767
0
0
0
0
37,000,000
2,000,000
1
0
1
1
1
1
0
1
1
0
0
0
0
0
40
0
2,000,000
0
6
31
22.666667
14.433757
208.333333
0
1
0
0
34
18.5
0
40
2
37
0
0
245
-1
1
20
0
0
0
0
0
0
BENIGN
121,858
54,765
35
1
1
6
6
6
6
6
0
6
6
6
0
342,857.1429
57,142.85714
35
0
35
35
0
0
0
0
0
0
0
0
0
0
20
20
28,571.42857
28,571.42857
6
6
6
0
0
0
1
1
1
9
6
6
20
1
6
1
6
58
256
0
20
0
0
0
0
0
0
BENIGN
123,500
80
62,791,508
12
11
824
940
385
0
68.666667
147.769066
464
0
85.454545
187.172842
28.092971
0.366292
2,854,159.455
4,467,576.443
10,000,000
90
62,300,000
5,667,171.636
4,999,864.056
10,100,000
50,867
62,700,000
6,274,073.1
4,869,845.918
10,100,000
2,488
252
304
0.191109
0.175183
0
464
73.5
161.216031
25,990.6087
1
0
0
0
76.695652
68.666667
85.454545
252
12
824
11
940
8,192
114
11
20
2,335,280
50,375
9,958,481.167
79,857.24493
10,000,000
9,800,627
BENIGN
422,993
53
180
2
2
68
196
34
34
34
0
98
98
98
0
1,466,666.666667
22,222.222222
60
97.862148
173
3
3
3
0
3
3
4
4
0
4
4
64
64
11,111.111111
11,111.111111
34
98
59.6
35.054244
1,228.8
0
0
0
1
74.5
34
98
64
2
68
2
196
-1
-1
1
32
0
0
0
0
0
0
BENIGN
33,594
39,604
6,032,653
1
5
6
30
6
6
6
0
6
6
6
0
5.967524
0.994587
1,206,530.6
2,675,499.045
5,992,551
1
0
0
0
0
0
6,025,914
1,506,478.5
2,990,752.732
5,992,551
1
20
100
0.165765
0.828823
6
6
6
0
0
0
1
1
5
7
6
6
20
1
6
5
30
229
0
0
20
40,102
40,102
5,992,551
0
5,992,551
5,992,551
BENIGN
177,601
53
262
2
2
68
274
34
34
34
0
137
137
137
0
1,305,343.51145
15,267.175573
87.333333
111.338822
213
1
1
1
0
1
1
48
48
0
48
48
88
64
7,633.587786
7,633.587786
34
137
75.2
56.415423
3,182.7
0
0
0
1
94
34
137
88
2
68
2
274
-1
-1
1
44
0
0
0
0
0
0
BENIGN
302,328
47,872
47
1
2
0
0
0
0
0
0
0
0
0
0
0
63,829.78723
23.5
33.234019
47
0
0
0
0
0
0
0
0
0
0
0
32
64
21,276.59574
42,553.19149
0
0
0
0
0
0
1
1
2
0
0
0
32
1
0
2
0
395
229
0
32
0
0
0
0
0
0
BENIGN
561,247
443
69,256,423
18
20
1,328
5,889
418
0
73.777778
103.739241
1,430
0
294.45
486.991784
104.206941
0.548686
1,871,795.216
9,646,372.345
58,000,000
1
69,300,000
4,073,907.235
14,200,000
58,100,000
2
69,000,000
3,633,039.474
13,400,000
58,000,000
1
372
412
0.259904
0.288782
0
1,430
185.051282
369.405208
136,460.2078
1
0
0
1
189.921053
73.777778
294.45
372
18
1,328
20
5,889
8,192
360
17
20
178,384
132,737
34,400,000
33,400,000
58,000,000
10,700,000
BENIGN
66,036
443
115,657,673
21
16
1,776
4,831
1,328
0
84.571429
288.861831
2,136
0
301.9375
645.834289
57.125479
0.31991
3,212,713.139
4,636,652.544
10,000,000
4
116,000,000
5,782,883.65
4,941,819.523
10,000,000
4
111,000,000
7,378,072.067
4,573,456.018
10,000,000
49
432
464
0.18157
0.138339
0
2,136
173.868421
476.061044
226,634.1174
1
0
0
0
178.567568
84.571429
301.9375
432
21
1,776
16
4,831
8,192
65
20
20
273,744
41,456
9,997,910.909
7,715.707115
10,000,000
9,976,593
BENIGN
18,799
53
23,970
1
1
89
171
89
89
89
0
171
171
171
0
10,846.89195
83.43763
23,970
0
23,970
23,970
0
0
0
0
0
0
0
0
0
0
20
20
41.718815
41.718815
89
171
116.333333
47.342722
2,241.333333
0
0
0
1
174.5
89
171
20
1
89
1
171
-1
-1
0
20
0
0
0
0
0
0
BENIGN
42,674
80
86,081,269
6
8
396
11,595
378
0
66
152.876421
4,344
0
1,449.375
1,729.380148
139.298597
0.162637
6,621,636.077
23,800,000
85,900,000
14
85,900,000
17,200,000
38,400,000
85,900,000
977
86,100,000
12,300,000
32,500,000
85,900,000
14
164
264
0.069702
0.092935
0
4,344
799.8
1,421.483641
2,020,615.743
0
0
0
1
856.928571
66
1,449.375
164
6
396
8
11,595
0
235
3
20
11,978
11,978
85,900,000
0
85,900,000
85,900,000
DoS Hulk
203,709
443
93,045
4
0
0
0
0
0
0
0
0
0
0
0
0
42.989951
31,015
27,084.77803
50,031
4
93,045
31,015
27,084.77803
50,031
4
0
0
0
0
0
128
0
42.989951
0
0
0
0
0
0
0
1
0
0
0
0
0
128
4
0
0
0
309
-1
0
32
0
0
0
0
0
0
BENIGN
147,863
53
50,966,837
2
2
107
279
54
53
53.5
0.707107
158
121
139.5
26.162951
7.573552
0.078482
17,000,000
29,300,000
50,800,000
48,506
50,900,000
50,900,000
0
50,900,000
50,900,000
50,900,000
50,900,000
0
50,900,000
50,900,000
52
52
0.039241
0.039241
53
158
88
48.800615
2,381.5
0
0
0
1
110
53.5
139.5
52
2
107
2
279
-1
-1
1
20
48,506
48,506
50,800,000
0
50,800,000
50,800,000
BENIGN
257,229
80
15,626
5
0
0
0
0
0
0
0
0
0
0
0
0
319.979521
3,906.5
7,319.002186
14,885
239
15,626
3,906.5
7,319.002186
14,885
239
0
0
0
0
0
160
0
319.979521
0
0
0
0
0
0
0
1
0
0
0
0
0
160
5
0
0
0
274
-1
0
32
0
0
0
0
0
0
DoS Hulk
328,928
80
5,992,350
3
1
12
0
6
0
4
3.464102
0
0
0
0
2.002553
0.667518
1,997,450
3,439,526.72
5,969,051
109
5,992,350
2,996,175
4,204,281.558
5,969,051
23,299
0
0
0
0
0
72
32
0.500638
0.166879
0
6
2.4
3.286335
10.8
1
0
0
0
3
4
0
72
3
12
1
0
8,192
29,200
2
20
0
0
0
0
0
0
BENIGN
6,242
80
98,537,744
7
6
359
11,595
353
0
51.285714
133.062284
5,792
0
1,932.5
2,181.008184
121.31392
0.131929
8,211,478.667
28,400,000
98,500,000
8
98,500,000
16,400,000
40,200,000
98,500,000
8
13,313
2,662.6
4,254.369201
9,903
43
220
200
0.071039
0.06089
0
5,792
853.857143
1,666.616972
2,777,612.132
0
1
0
0
919.538462
51.285714
1,932.5
220
7
359
6
11,595
251
235
2
20
2,000
2,000
98,500,000
0
98,500,000
98,500,000
DoS Hulk
223,017
80
84,525,168
5
7
339
11,595
327
0
67.8
144.928258
7,240
0
1,656.428571
2,566.885263
141.188717
0.14197
7,684,106.182
25,400,000
84,400,000
54
84,400,000
21,100,000
42,200,000
84,400,000
10,993
84,500,000
14,100,000
34,400,000
84,400,000
69
144
232
0.059154
0.082816
0
7,240
918.461539
1,997.504594
3,990,024.603
0
0
0
1
995
67.8
1,656.428571
144
5
339
7
11,595
0
235
2
20
10,993
10,993
84,400,000
0
84,400,000
84,400,000
DoS Hulk
294,195
53
98,488
4
4
188
428
47
47
47
0
107
107
107
0
6,254.569085
81.22817
14,069.71429
23,956.987
51,240
4
98,240
32,746.66667
56,673.86139
98,188
4
51,496
17,165.33333
29,686.20429
51,444
4
104
104
40.614085
40.614085
47
107
73.666667
31.622777
1,000
0
0
0
1
82.875
47
107
104
4
188
4
428
-1
-1
3
20
0
0
0
0
0
0
BENIGN
206,176
53
121,306
1
1
62
172
62
62
62
0
172
172
172
0
1,929.005985
16.487231
121,306
0
121,306
121,306
0
0
0
0
0
0
0
0
0
0
20
40
8.243615
8.243615
62
172
98.666667
63.50853
4,033.333333
0
0
0
1
148
62
172
20
1
62
1
172
-1
-1
0
20
0
0
0
0
0
0
BENIGN
143,034
53
31,966
2
2
66
190
33
33
33
0
95
95
95
0
8,008.509041
125.132954
10,655.33333
18,453.84665
31,964
1
1
1
0
1
1
1
1
0
1
1
64
64
62.566477
62.566477
33
95
57.8
33.958799
1,153.2
0
0
0
1
72.25
33
95
64
2
66
2
190
-1
-1
1
32
0
0
0
0
0
0
BENIGN
47,259
53
31,101
2
2
72
128
36
36
36
0
64
64
64
0
6,430.661394
128.613228
10,367
17,913.75089
31,052
1
1
1
0
1
1
48
48
0
48
48
40
40
64.306614
64.306614
36
64
47.2
15.336232
235.2
0
0
0
1
59
36
64
40
2
72
2
128
-1
-1
1
20
0
0
0
0
0
0
BENIGN
236,808
80
9,600,725
4
0
24
0
6
6
6
0
0
0
0
0
2.499811
0.416635
3,200,241.667
5,542,090.913
9,599,697
1
9,600,725
3,200,241.667
5,542,090.913
9,599,697
1
0
0
0
0
0
80
0
0.416635
0
6
6
6
0
0
0
1
0
0
7.5
6
0
80
4
24
0
0
256
-1
3
20
1,028
1,028
9,599,697
0
9,599,697
9,599,697
DDoS
105,160
80
1,011
4
0
6
0
6
0
1.5
3
0
0
0
0
5,934.718101
3,956.478734
337
580.237882
1,007
1
1,011
337
580.237882
1,007
1
0
0
0
0
0
116
0
3,956.478734
0
0
6
1.2
2.683282
7.2
0
1
0
0
1.5
1.5
0
116
4
6
0
0
274
-1
1
20
0
0
0
0
0
0
DoS Hulk
324,007
80
100,448,628
8
7
1,424
11,595
353
0
178
187.096614
5,792
0
1,656.428571
2,120.732252
129.60854
0.14933
7,174,902
26,600,000
99,400,000
0
100,000,000
14,300,000
37,500,000
99,400,000
3
100,000,000
16,700,000
40,500,000
99,500,000
46
240
232
0.079643
0.069687
0
5,792
814.0625
1,551.057724
2,405,780.063
0
0
0
0
868.333333
178
1,656.428571
240
8
1,424
7
11,595
0
235
5
20
11,003
11,003
99,400,000
0
99,400,000
99,400,000
DoS Hulk
150,990
80
72,189
3
2
427
656
421
0
142.333333
241.351058
654
2
328
461.033621
15,002.285667
69.26263
18,047.25
14,089.356086
29,267
36
42,930
21,465
11,084.605902
29,303
13,627
42,922
42,922
0
42,922
42,922
72
44
41.557578
27.705052
0
654
180.5
286.187177
81,903.1
1
0
0
0
216.6
142.333333
328
72
3
427
2
656
8,192
16,384
2
20
0
0
0
0
0
0
BENIGN
303,095
34,035
22,571
5
2
1,517
12
1,486
0
303.4
661.229763
6
6
6
0
67,741.79257
310.132471
3,761.833333
5,486.087109
14,239
59
22,571
5,642.75
6,047.828446
14,298
196
14,303
14,303
0
14,303
14,303
160
40
221.523194
88.609277
0
1,486
191.125
523.313465
273,856.9821
0
1
0
0
218.428571
303.4
6
160
5
1,517
2
12
939
0
2
32
0
0
0
0
0
0
BENIGN
4,452
54,165
3
2
0
37
0
31
6
18.5
17.67767
0
0
0
0
12,300,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
40
0
666,666.6667
0
6
31
22.666667
14.433757
208.333333
0
1
0
0
34
18.5
0
40
2
37
0
0
946
-1
1
20
0
0
0
0
0
0
BENIGN
18,342
80
99,999,269
2
2
16
0
8
8
8
0
0
0
0
0
0.160001
0.04
33,300,000
57,700,000
100,000,000
57
100,000,000
100,000,000
0
100,000,000
100,000,000
100,000,000
100,000,000
0
100,000,000
100,000,000
64
64
0.02
0.02
0
8
4.8
4.38178
19.2
0
1
0
1
6
8
0
64
2
16
2
0
229
235
1
32
72
72
100,000,000
0
100,000,000
100,000,000
DoS slowloris
55,181
80
1,079,397
2
0
0
0
0
0
0
0
0
0
0
0
0
1.852886
1,079,397
0
1,079,397
1,079,397
1,079,397
1,079,397
0
1,079,397
1,079,397
0
0
0
0
0
40
0
1.852886
0
0
0
0
0
0
0
1
0
0
0
0
0
40
2
0
0
0
237
-1
0
20
0
0
0
0
0
0
BENIGN
23,598
8,083
66
2
2
4
12
2
2
2
0
6
6
6
0
242,424.2424
60,606.06061
22
8.660254
32
17
49
49
0
49
49
49
49
0
49
49
48
40
30,303.0303
30,303.0303
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
139,909
80
10,059,722
5
0
30
0
6
6
6
0
0
0
0
0
2.98219
0.497032
2,514,930.5
5,028,515.09
10,100,000
1
10,100,000
2,514,930.5
5,028,515.09
10,100,000
1
0
0
0
0
0
100
0
0.497032
0
6
6
6
0
0
0
1
0
0
7.2
6
0
100
5
30
0
0
256
-1
4
20
2,019
2,019
10,100,000
0
10,100,000
10,100,000
DDoS
72,527
443
137,410
10
5
968
975
725
0
96.8
225.522997
837
0
195
363.82963
14,140.164471
109.162361
9,815
12,959.607514
29,668
3
137,410
15,267.777778
19,528.168032
56,227
3
102,622
25,655.5
17,802.955644
42,667
579
332
168
72.774907
36.387454
0
837
121.4375
262.692207
69,007.195833
1
0
0
0
129.533333
96.8
195
332
10
968
5
975
65,535
120
5
32
0
0
0
0
0
0
BENIGN
151,595
443
798,137
9
6
527
4,502
198
0
58.555556
77.335488
1,460
0
750.333333
696.880382
6,300.923275
18.793766
57,009.785714
111,305.837189
262,369
1
798,137
99,767.125
137,349.311689
268,199
1
529,013
105,802.6
143,185.999819
262,735
48
204
132
11.27626
7.517506
0
1,460
314.3125
535.676484
286,949.295833
1
0
0
0
335.266667
58.555556
750.333333
204
9
527
6
4,502
8,192
31
7
20
0
0
0
0
0
0
BENIGN
291,189
53
31,069
2
2
82
252
41
41
41
0
126
126
126
0
10,750.26554
128.745695
10,356.33333
17,931.63334
31,062
3
3
3
0
3
3
4
4
0
4
4
64
40
64.372848
64.372848
41
126
75
46.556417
2,167.5
0
0
0
1
93.75
41
126
64
2
82
2
252
-1
-1
1
32
0
0
0
0
0
0
BENIGN
304,069
443
283
3
1
18
0
6
6
6
0
0
0
0
0
63,604.240283
14,134.275618
94.333333
147.886218
265
4
283
141.5
194.454365
279
4
0
0
0
0
0
60
32
10,600.706714
3,533.568905
0
6
4.8
2.683282
7.2
0
0
0
0
6
6
0
60
3
18
1
0
0
972
2
20
0
0
0
0
0
0
BENIGN
454,496
443
5,278,750
6
6
2,048
957
1,480
0
341.333333
593.504732
766
0
159.5
303.537642
569.263557
2.273265
479,886.363636
1,565,533.886177
5,200,045
1
54,966
10,993.2
11,548.898528
23,515
163
5,255,349
1,051,069.8
2,319,390.536946
5,200,045
1
200
200
1.136633
1.136633
0
1,480
231.153846
445.251773
198,249.141026
1
0
0
1
250.416667
341.333333
159.5
200
6
2,048
6
957
29,200
65
3
32
78,700
78,700
5,200,045
0
5,200,045
5,200,045
BENIGN
62,174
53
447
1
1
47
109
47
47
47
0
109
109
109
0
348,993.2886
4,474.272931
447
0
447
447
0
0
0
0
0
0
0
0
0
0
32
32
2,237.136465
2,237.136465
47
109
67.666667
35.795717
1,281.333333
0
0
0
1
101.5
47
109
32
1
47
1
109
-1
-1
0
32
0
0
0
0
0
0
BENIGN
270,193
80
5,222,888
3
1
12
0
6
0
4
3.464102
0
0
0
0
2.297579
0.76586
1,740,962.666667
2,983,876.897622
5,186,383
76
5,222,888
2,611,444
3,641,513.656083
5,186,383
36,505
0
0
0
0
0
72
32
0.574395
0.191465
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
101,610
3,128
60
1
1
0
6
0
0
0
0
6
6
6
0
100,000
33,333.33333
60
0
60
60
0
0
0
0
0
0
0
0
0
0
40
20
16,666.66667
16,666.66667
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
188,299
56,580
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
32
32
18,867.92453
18,867.92453
0
0
0
0
0
0
1
1
1
0
0
0
32
1
0
1
0
357
294
0
32
0
0
0
0
0
0
BENIGN
46,149
53
173
2
2
72
146
36
36
36
0
73
73
73
0
1,260,115.607
23,121.38728
57.666667
93.820751
166
3
3
3
0
3
3
4
4
0
4
4
64
80
11,560.69364
11,560.69364
36
73
50.8
20.265735
410.7
0
0
0
1
63.5
36
73
64
2
72
2
146
-1
-1
1
32
0
0
0
0
0
0
BENIGN
427,014
38,685
96,898
7
2
1,642
0
1,573
0
234.571429
590.751459
0
0
0
0
16,945.65419
92.881174
12,112.25
33,224.21132
94,321
3
96,898
16,149.66667
38,327.93317
94,371
3
3
3
0
3
3
224
40
72.240913
20.640261
0
1,573
164.2
495.476606
245,497.0667
0
1
0
0
182.444444
234.571429
0
224
7
1,642
2
0
4,674
0
2
32
0
0
0
0
0
0
BENIGN
78,406
53
30,869
2
2
66
122
33
33
33
0
61
61
61
0
6,090.252357
129.579837
10,289.66667
17,815.29726
30,861
4
4
4
0
4
4
4
4
0
4
4
64
40
64.789919
64.789919
33
61
44.2
15.336232
235.2
0
0
0
1
55.25
33
61
64
2
66
2
122
-1
-1
1
32
0
0
0
0
0
0
BENIGN
187,405
443
249,002
1
1
0
6
0
0
0
0
6
6
6
0
24.096192
8.032064
249,002
0
249,002
249,002
0
0
0
0
0
0
0
0
0
0
40
20
4.016032
4.016032
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
BENIGN
48,054
53
32,107
2
2
70
284
35
35
35
0
142
142
142
0
11,025.63304
124.583424
10,702.333333
18,523.99623
32,092
0
0
0
0
0
0
15
15
0
15
15
64
64
62.291712
62.291712
35
142
77.8
58.606314
3,434.7
0
0
0
1
97.25
35
142
64
2
70
2
284
-1
-1
1
32
0
0
0
0
0
0
BENIGN
357,861
80
98,614,818
9
6
414
11,595
414
0
46
138
4,344
0
1,932.5
1,754.831473
121.776831
0.152107
7,043,915.571
26,300,000
98,500,000
0
98,500,000
12,300,000
34,800,000
98,500,000
0
144,493
28,898.6
60,598.37368
137,166
34
296
200
0.091264
0.060843
0
4,344
750.5625
1,389.541793
1,930,826.396
0
1
0
0
800.6
46
1,932.5
296
9
414
6
11,595
251
235
1
32
1,015
1,015
98,500,000
0
98,500,000
98,500,000
DoS Hulk
161,548
53
66,745
2
2
66
436
33
33
33
0
218
218
218
0
7,521.162634
59.929583
22,248.33333
38,491.94932
66,695
2
48
48
0
48
48
2
2
0
2
2
64
64
29.964791
29.964791
33
218
107
101.328673
10,267.5
0
0
0
1
133.75
33
218
64
2
66
2
436
-1
-1
1
32
0
0
0
0
0
0
BENIGN
630,820
21
255
2
1
14
0
14
0
7
9.899495
0
0
0
0
54,901.96078
11,764.70588
127.5
27.577164
147
108
255
255
0
255
255
0
0
0
0
0
64
20
7,843.137255
3,921.568627
0
14
7
8.082904
65.333333
0
1
0
0
9.333333
7
0
64
2
14
1
0
229
0
0
32
0
0
0
0
0
0
FTP-Patator
41,148
443
20,193,256
10
12
1,773
4,802
597
0
177.3
246.416562
1,460
0
400.166667
579.076354
325.603756
1.089473
961,583.619048
2,960,537.861207
9,949,648
34
10,387,858
1,154,206.444444
3,298,443.943297
9,949,648
10,592
20,169,944
1,833,631.272727
3,990,145.118507
10,023,052
50
212
248
0.495215
0.594258
0
1,460
285.869565
456.840663
208,703.391304
1
0
0
1
298.863636
177.3
400.166667
212
10
1,773
12
4,802
8,192
6,123
9
20
438,210
23,033
9,866,006.5
118,286.943677
9,949,648
9,782,365
BENIGN
342,665
53
51,165
2
2
96
180
48
48
48
0
90
90
90
0
5,394.312518
78.178442
17,055
29,536.66244
51,161
1
3
3
0
3
3
1
1
0
1
1
80
64
39.089221
39.089221
48
90
64.8
23.004347
529.2
0
0
0
1
81
48
90
80
2
96
2
180
-1
-1
1
40
0
0
0
0
0
0
BENIGN
427,823
53
24,942
2
2
64
276
32
32
32
0
138
138
138
0
13,631.625371
160.372063
8,314
14,356.119218
24,891
4
47
47
0
47
47
4
4
0
4
4
64
40
80.186032
80.186032
32
138
74.4
58.058591
3,370.8
0
0
0
1
93
32
138
64
2
64
2
276
-1
-1
1
32
0
0
0
0
0
0
BENIGN
336,836
80
86,066,550
7
8
355
11,595
337
0
50.714286
126.275775
2,907
0
1,449.375
1,342.289402
138.846044
0.174284
6,147,610.714
22,700,000
85,000,000
1
86,100,000
14,300,000
34,600,000
85,000,000
1
86,100,000
12,300,000
32,500,000
86,100,000
14
204
264
0.081332
0.092951
0
2,907
747.25
1,171.815714
1,373,152.067
0
0
0
1
797.066667
50.714286
1,449.375
204
7
355
8
11,595
0
235
3
20
9,999
9,999
85,000,000
0
85,000,000
85,000,000
DoS Hulk
241,059
53
47,864
2
2
150
314
75
75
75
0
157
157
157
0
9,694.133378
83.570115
15,954.66667
27,628.23111
47,857
3
3
3
0
3
3
4
4
0
4
4
40
40
41.785058
41.785058
75
157
107.8
44.91325
2,017.2
0
0
0
1
134.75
75
157
40
2
150
2
314
-1
-1
1
20
0
0
0
0
0
0
BENIGN
283,060
53
48,255
1
1
54
121
54
54
54
0
121
121
121
0
3,626.567195
41.446482
48,255
0
48,255
48,255
0
0
0
0
0
0
0
0
0
0
20
20
20.723241
20.723241
54
121
76.333333
38.682468
1,496.333333
0
0
0
1
114.5
54
121
20
1
54
1
121
-1
-1
0
20
0
0
0
0
0
0
BENIGN
240,453
443
5,283,337
9
6
388
3,083
201
0
43.111111
71.318729
1,513
2
513.833333
753.904879
656.971153
2.839115
377,381.2143
1,253,245.302
4,726,688
3
5,283,337
660,417.125
1,645,700.671
4,726,688
3
471,920
94,384
115,752.8036
284,164
196
192
124
1.703469
1.135646
0
1,513
216.9375
498.694224
248,695.9292
1
0
0
0
231.4
43.111111
513.833333
192
9
388
6
3,083
8,192
30,016
8
20
0
0
0
0
0
0
BENIGN
233,910
80
3,816
2
0
12
0
6
6
6
0
0
0
0
0
3,144.654088
524.109015
3,816
0
3,816
3,816
3,816
3,816
0
3,816
3,816
0
0
0
0
0
40
0
524.109015
0
6
6
6
0
0
0
1
0
0
9
6
0
40
2
12
0
0
63,955
-1
1
20
0
0
0
0
0
0
BENIGN
57,927
80
3,104,933
4
0
24
0
6
6
6
0
0
0
0
0
7.729635
1.288273
1,034,977.667
1,791,744.569
3,103,906
0
3,104,933
1,034,977.667
1,791,744.569
3,103,906
0
0
0
0
0
0
80
0
1.288273
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
192,189
53
192
2
2
66
122
33
33
33
0
61
61
61
0
979,166.6667
20,833.33333
64
27.712813
96
48
48
48
0
48
48
48
48
0
48
48
40
40
10,416.66667
10,416.66667
33
61
44.2
15.336232
235.2
0
0
0
1
55.25
33
61
40
2
66
2
122
-1
-1
1
20
0
0
0
0
0
0
BENIGN
103,307
80
117,031,803
22
23
1,271
13,761
427
0
57.772727
134.973342
2,860
0
598.304348
799.747769
128.443719
0.384511
2,659,813.705
4,342,419.495
9,993,899
47
117,000,000
5,572,943
4,886,975.355
10,000,000
452
112,000,000
5,085,399.045
5,065,945.959
10,000,000
47
452
604
0.187983
0.196528
0
2,860
326.782609
629.782958
396,626.5739
1
0
0
1
334.044444
57.772727
598.304348
452
22
1,271
23
13,761
8,192
360
21
20
1,782,089
36,706
9,975,275.909
58,012.30161
9,993,899
9,800,600
BENIGN
19,497
53
31,438
1
1
54
110
54
54
54
0
110
110
110
0
5,216.616833
63.617278
31,438
0
31,438
31,438
0
0
0
0
0
0
0
0
0
0
32
20
31.808639
31.808639
54
110
72.666667
32.331615
1,045.333333
0
0
0
1
109
54
110
32
1
54
1
110
-1
-1
0
32
0
0
0
0
0
0
BENIGN
16,387
443
894,317
9
10
703
3,950
267
0
78.111111
103.30228
1,448
0
395
587.483144
5,202.853127
21.245263
49,684.277778
77,886.47815
302,048
4
796,295
99,536.875
129,082.125192
397,184
182
799,222
88,802.444444
105,324.359463
302,048
4
296
328
10.063546
11.181717
0
1,448
232.65
442.733171
196,012.660526
1
0
0
1
244.894737
78.111111
395
296
9
703
10
3,950
29,200
252
4
32
0
0
0
0
0
0
BENIGN
203,413
53
60,987
1
1
46
105
46
46
46
0
105
105
105
0
2,475.937495
32.793874
60,987
0
60,987
60,987
0
0
0
0
0
0
0
0
0
0
32
32
16.396937
16.396937
46
105
65.666667
34.063666
1,160.333333
0
0
0
1
98.5
46
105
32
1
46
1
105
-1
-1
0
32
0
0
0
0
0
0
BENIGN
165,556
545
100
2
2
4
12
2
2
2
0
6
6
6
0
160,000
40,000
33.333333
54.280138
96
1
1
1
0
1
1
3
3
0
3
3
48
40
20,000
20,000
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
160,843
80
41,712,529
9
8
927
1,038
487
0
103
204.721762
519
0
129.75
240.250316
47.108148
0.407551
2,607,033.063
4,405,547.216
10,000,000
49
31,700,000
3,963,204.125
5,074,595.323
10,100,000
716
41,600,000
5,944,167.571
5,147,367.029
10,100,000
21,525
296
264
0.215763
0.191789
0
519
109.166667
210.737989
44,410.5
1
0
0
0
115.588235
103
129.75
296
9
927
8
1,038
29,200
114
2
32
1,478,263
103,097
10,000,000
3,185.572842
10,000,000
10,000,000
BENIGN
339,053
53
209
2
2
80
112
40
40
40
0
56
56
56
0
918,660.2871
19,138.75598
69.666667
37.541089
113
47
49
49
0
49
49
47
47
0
47
47
64
64
9,569.37799
9,569.37799
40
56
46.4
8.763561
76.8
0
0
0
1
58
40
56
64
2
80
2
112
-1
-1
1
32
0
0
0
0
0
0
BENIGN
164,672
53
26,316,233
2
2
99
210
53
46
49.5
4.949747
117
93
105
16.970563
11.741802
0.151997
8,772,077.666667
15,132,321.258452
26,245,372
23,789
26,269,161
26,269,161
0
26,269,161
26,269,161
26,292,444
26,292,444
0
26,292,444
26,292,444
52
76
0.075999
0.075999
46
117
71
32.303251
1,043.5
0
0
0
1
88.75
49.5
105
52
2
99
2
210
-1
-1
1
20
23,789
23,789
26,245,372
0
26,245,372
26,245,372
BENIGN
33,586
53
208
2
2
92
248
46
46
46
0
124
124
124
0
1,634,615.384615
19,230.769231
69.333333
118.356805
206
1
1
1
0
1
1
1
1
0
1
1
64
64
9,615.384615
9,615.384615
46
124
77.2
42.722359
1,825.2
0
0
0
1
96.5
46
124
64
2
92
2
248
-1
-1
1
32
0
0
0
0
0
0
BENIGN
518,008
80
2,809
2
0
12
0
6
6
6
0
0
0
0
0
4,271.982912
711.997152
2,809
0
2,809
2,809
2,809
2,809
0
2,809
2,809
0
0
0
0
0
40
0
711.997152
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
58,268
443
100,635
6
7
1,164
3,900
825
0
194
319.736767
1,590
0
557.142857
695.305072
50,320.46505
129.179709
8,386.25
13,841.53978
33,713
94
68,880
13,776
16,877.27885
34,035
94
70,595
11,765.83333
17,411.30441
34,452
219
132
152
59.621404
69.558305
0
1,590
361.714286
553.228626
306,061.9121
1
0
0
1
389.538462
194
557.142857
132
6
1,164
7
3,900
8,192
136
5
20
0
0
0
0
0
0
BENIGN
46,846
53
174
2
2
80
112
40
40
40
0
56
56
56
0
1,103,448.276
22,988.50575
58
59.016947
121
4
4
4
0
4
4
49
49
0
49
49
64
64
11,494.25287
11,494.25287
40
56
46.4
8.763561
76.8
0
0
0
1
58
40
56
64
2
80
2
112
-1
-1
1
32
0
0
0
0
0
0
BENIGN
238,321
53
50,309
2
2
64
96
32
32
32
0
48
48
48
0
3,180.345465
79.508637
16,769.666667
29,042.450608
50,305
1
1
1
0
1
1
3
3
0
3
3
64
40
39.754318
39.754318
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
429,892
113
3
2
0
4
0
2
2
2
0
0
0
0
0
1,333,333.333
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
48
0
666,666.6667
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
151,156
53
30,826
1
1
37
69
37
37
37
0
69
69
69
0
3,438.65568
64.880296
30,826
0
30,826
30,826
0
0
0
0
0
0
0
0
0
0
20
32
32.440148
32.440148
37
69
47.666667
18.475209
341.333333
0
0
0
1
71.5
37
69
20
1
37
1
69
-1
-1
0
20
0
0
0
0
0
0
BENIGN
105,599
51,358
37
1
1
0
0
0
0
0
0
0
0
0
0
0
54,054.054054
37
0
37
37
0
0
0
0
0
0
0
0
0
0
32
32
27,027.027027
27,027.027027
0
0
0
0
0
0
1
1
1
0
0
0
32
1
0
1
0
362
32,832
0
32
0
0
0
0
0
0
BENIGN
399,964
53
158
2
2
76
132
38
38
38
0
66
66
66
0
1,316,455.696
25,316.4557
52.666667
86.02519
152
3
3
3
0
3
3
3
3
0
3
3
40
40
12,658.22785
12,658.22785
38
66
49.2
15.336232
235.2
0
0
0
1
61.5
38
66
40
2
76
2
132
-1
-1
1
20
0
0
0
0
0
0
BENIGN
112,923
80
46,032,769
8
9
487
2,161
451
0
60.875
157.648286
1,460
0
240.111111
510.821996
57.524239
0.369302
2,877,048.0625
4,499,040.519091
10,094,394
3
40,172,080
5,738,868.571429
5,357,991.72636
10,094,394
127
46,017,468
5,752,183.5
4,965,102.374643
10,109,450
3
172
240
0.173789
0.195513
0
1,460
147.111111
377.332727
142,379.986928
1
0
0
1
155.764706
60.875
240.111111
172
8
487
9
2,161
8,192
30
7
20
33,049
15,005
10,023,457.75
47,292.456808
10,094,394
9,999,515
BENIGN
132,373
443
100,942
2
2
12
0
6
6
6
0
0
0
0
0
118.880149
39.626716
33,647.333333
58,236.458566
100,893
6
49
49
0
49
49
100,899
100,899
0
100,899
100,899
40
64
19.813358
19.813358
0
6
3.6
3.286335
10.8
0
0
0
1
4.5
6
0
40
2
12
2
0
0
114
1
20
0
0
0
0
0
0
BENIGN
195,322
80
6,993,768
4
1
0
0
0
0
0
0
0
0
0
0
0
0.714922
1,748,442
2,856,427.487
5,975,639
39
6,993,768
2,331,256
3,193,858.918
5,975,639
19,586
0
0
0
0
0
144
40
0.571938
0.142984
0
0
0
0
0
1
0
0
0
0
0
0
144
4
0
1
0
29,200
14,480
0
32
0
0
0
0
0
0
BENIGN
429,288
53
110,010
2
2
90
352
45
45
45
0
176
176
176
0
4,017.816562
36.360331
36,670
63,510.83902
110,006
1
1
1
0
1
1
3
3
0
3
3
40
64
18.180165
18.180165
45
176
97.4
71.751655
5,148.3
0
0
0
1
121.75
45
176
40
2
90
2
352
-1
-1
1
20
0
0
0
0
0
0
BENIGN
495,402
53
143,597
1
1
54
143
54
54
54
0
143
143
143
0
1,371.894956
13.927868
143,597
0
143,597
143,597
0
0
0
0
0
0
0
0
0
0
20
20
6.963934
6.963934
54
143
83.666667
51.384174
2,640.333333
0
0
0
1
125.5
54
143
20
1
54
1
143
-1
-1
0
20
0
0
0
0
0
0
BENIGN
120,460
53
35,018,743
2
2
92
249
46
46
46
0
187
62
124.5
88.388348
9.737642
0.114225
11,672,914.333333
20,138,115.323267
34,926,400
30,614
34,988,129
34,988,129
0
34,988,129
34,988,129
34,957,014
34,957,014
0
34,957,014
34,957,014
52
52
0.057112
0.057112
46
187
77.4
61.658738
3,801.8
0
0
0
1
96.75
46
124.5
52
2
92
2
249
-1
-1
1
20
61,729
61,729
34,926,400
0
34,926,400
34,926,400
BENIGN
230,146
80
3,121
2
0
0
0
0
0
0
0
0
0
0
0
0
640.82025
3,121
0
3,121
3,121
3,121
3,121
0
3,121
3,121
0
0
0
0
0
64
0
640.82025
0
0
0
0
0
0
0
1
1
0
0
0
0
64
2
0
0
0
227
-1
0
32
0
0
0
0
0
0
DoS GoldenEye
332,420
443
116,029,139
20
19
1,921
3,923
1,317
0
96.05
299.909192
1,460
0
206.473684
470.23391
50.366658
0.336122
3,053,398.395
4,563,830.459
10,100,000
1
116,000,000
6,106,796.789
4,921,575.296
10,200,000
3
112,000,000
6,209,973.778
5,064,032.218
10,200,000
1
412
392
0.17237
0.163752
0
1,460
146.1
386.62987
149,482.6564
1
0
0
0
149.846154
96.05
206.473684
412
20
1,921
19
3,923
8,192
5,120
15
20
466,559
93,611
10,000,000
47,455.41084
10,100,000
9,999,552
BENIGN
222,163
53
241
2
2
74
178
37
37
37
0
89
89
89
0
1,045,643.154
16,597.51037
80.333333
97.633669
189
0
0
0
0
0
0
52
52
0
52
52
40
40
8,298.755187
8,298.755187
37
89
57.8
28.481573
811.2
0
0
0
1
72.25
37
89
40
2
74
2
178
-1
-1
1
20
0
0
0
0
0
0
BENIGN
147,120
443
3
2
0
31
0
31
0
15.5
21.92031
0
0
0
0
10,300,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
64
0
666,666.6667
0
0
31
20.666667
17.897858
320.333333
0
1
0
0
31
15.5
0
64
2
31
0
0
252
-1
0
32
0
0
0
0
0
0
BENIGN
325,235
53,865
49
1
1
6
6
6
6
6
0
6
6
6
0
244,897.9592
40,816.32653
49
0
49
49
0
0
0
0
0
0
0
0
0
0
20
20
20,408.16327
20,408.16327
6
6
6
0
0
0
1
1
1
9
6
6
20
1
6
1
6
29,200
64,240
0
20
0
0
0
0
0
0
BENIGN
11,711