Datasets:
agrawalchaitany
/
cyberbert_dataset

Dataset card Data Studio Files
xet
Community
1
Destination Port
float64
Flow Duration
float64
Total Fwd Packets
float64
Total Backward Packets
float64
Total Length of Fwd Packets
float64
Total Length of Bwd Packets
float64
Fwd Packet Length Max
float64
Fwd Packet Length Min
float64
Fwd Packet Length Mean
float64
Fwd Packet Length Std
float64
Bwd Packet Length Max
float64
Bwd Packet Length Min
float64
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
float64
Flow IAT Min
float64
Fwd IAT Total
float64
Fwd IAT Mean
float64
Fwd IAT Std
float64
Fwd IAT Max
float64
Fwd IAT Min
float64
Bwd IAT Total
float64
Bwd IAT Mean
float64
Bwd IAT Std
float64
Bwd IAT Max
float64
Bwd IAT Min
float64
Fwd PSH Flags
float64
Bwd PSH Flags
float64
Fwd URG Flags
float64
Bwd URG Flags
float64
Fwd Header Length
float64
Bwd Header Length
float64
Fwd Packets/s
float64
Bwd Packets/s
float64
Min Packet Length
float64
Max Packet Length
float64
Packet Length Mean
float64
Packet Length Std
float64
Packet Length Variance
float64
FIN Flag Count
float64
SYN Flag Count
float64
RST Flag Count
float64
PSH Flag Count
float64
ACK Flag Count
float64
URG Flag Count
float64
CWE Flag Count
float64
ECE Flag Count
float64
Down/Up Ratio
float64
Average Packet Size
float64
Avg Fwd Segment Size
float64
Avg Bwd Segment Size
float64
Fwd Header Length.1
float64
Fwd Avg Bytes/Bulk
float64
Fwd Avg Packets/Bulk
float64
Fwd Avg Bulk Rate
float64
Bwd Avg Bytes/Bulk
float64
Bwd Avg Packets/Bulk
float64
Bwd Avg Bulk Rate
float64
Subflow Fwd Packets
float64
Subflow Fwd Bytes
float64
Subflow Bwd Packets
float64
Subflow Bwd Bytes
float64
Init_Win_bytes_forward
float64
Init_Win_bytes_backward
float64
act_data_pkt_fwd
float64
min_seg_size_forward
float64
Active Mean
float64
Active Std
float64
Active Max
float64
Active Min
float64
Idle Mean
float64
Idle Std
float64
Idle Max
float64
Idle Min
float64
Label
string
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2
100
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50
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108
108
108
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19,727.33333
34,167.01158
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1
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1
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40
40
33.794059
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BENIGN
80
11,502,986
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5
387
3,525
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0
77.4
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2,077
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705
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340.085609
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15
6,507,902
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6,506,078
243
11,500,000
2,875,742.75
3,376,205.061
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0
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168
0.43467
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2,077
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705
168
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387
5
3,525
29,200
235
1
32
909
0
909
909
6,501,861
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6,501,861
6,501,861
DoS GoldenEye
51,169
75
1
1
6
6
6
6
6
0
6
6
6
0
160,000
26,666.66667
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20
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6
8,190
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BENIGN
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6
31
6
14.333333
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6
6
0
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6
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BENIGN
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2
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BENIGN
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182
2
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120
32
32
32
0
60
60
60
0
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48
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49
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64
10,989.01099
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BENIGN
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2
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32
32
32
0
48
48
48
0
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1
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49
0
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49
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64
64
41.246468
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BENIGN
53
787,115
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2
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218
37
37
37
0
109
109
109
0
370.975016
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262,371.6667
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4
4
0
4
4
3
3
0
3
3
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40
2.540925
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109
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39.436024
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1
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64
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BENIGN
53
199
2
2
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154
37
37
37
0
77
77
77
0
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30.892286
102
48
48
48
0
48
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49
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49
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80
80
10,050.25126
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77
53
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2
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BENIGN
53
23,937
2
2
92
284
46
46
46
0
142
142
142
0
15,707.8999
167.105318
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13,775.01927
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3
49
49
0
49
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3
3
0
3
3
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0
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64
64
83.552659
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84.4
52.581366
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BENIGN
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32
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BENIGN
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2
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204
42
42
42
0
102
102
102
0
2,000,000
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80
13,888.88889
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32.863353
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BENIGN
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2
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6
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BENIGN
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1
1
6
6
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0
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6
0
222,222.2222
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0
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BENIGN
53
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41
41
0
113
113
113
0
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30,246
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BENIGN
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0
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0
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1
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BENIGN
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34
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0
125
125
125
0
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0
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BENIGN
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2
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30
30
30
0
172
172
172
0
1,748,917.749
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129.90766
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1
1
1
0
1
1
3
3
0
3
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64
64
8,658.008658
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108.5
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BENIGN
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46
23
23
23
0
23
23
23
0
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2
2
2
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2
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BENIGN
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1
1
6
6
6
6
6
0
6
6
6
0
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0
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BENIGN
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33
33
0
49
49
49
0
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BENIGN
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34
34
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93
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4
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BENIGN
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32
32
0
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79
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0
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1
49
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1
1
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64
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BENIGN
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34
34
34
0
139
139
139
0
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1
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BENIGN
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2
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184
34
34
34
0
92
92
92
0
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49
49
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49
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49
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49
49
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80
80
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0
0
0
BENIGN
53
23,895
2
2
70
102
35
35
35
0
51
51
51
0
7,198.158611
167.399038
7,965
13,790.58853
23,889
3
3
3
0
3
3
3
3
0
3
3
0
0
0
0
64
64
83.699519
83.699519
35
51
41.4
8.763561
76.8
0
0
0
0
0
0
0
0
1
51.75
35
51
64
0
0
0
0
0
0
2
70
2
102
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
3,308,446
2
2
158
190
79
79
79
0
95
95
95
0
105.185335
1.209027
1,102,815.333
1,910,126.127
3,308,439
3
4
4
0
4
4
3
3
0
3
3
0
0
0
0
64
64
0.604513
0.604513
79
95
85.4
8.763561
76.8
0
0
0
0
0
0
0
0
1
106.75
79
95
64
0
0
0
0
0
0
2
158
2
190
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
443
23,820
1
1
0
0
0
0
0
0
0
0
0
0
0
83.963056
23,820
0
23,820
23,820
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
41.981528
41.981528
0
0
0
0
0
0
0
0
0
1
1
0
0
1
0
0
0
32
0
0
0
0
0
0
1
0
1
0
356
1,120
0
32
0
0
0
0
0
0
0
0
BENIGN
55,017
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
0
0
0
0
20
20
19,230.76923
19,230.76923
6
6
6
0
0
0
0
0
0
1
1
0
0
1
9
6
6
20
0
0
0
0
0
0
1
6
1
6
14,600
29,200
0
20
0
0
0
0
0
0
0
0
BENIGN
53
59,723
2
2
58
90
29
29
29
0
45
45
45
0
2,478.107262
66.975872
19,907.66667
34,436.06449
59,671
3
3
3
0
3
3
49
49
0
49
49
0
0
0
0
64
64
33.487936
33.487936
29
45
35.4
8.763561
76.8
0
0
0
0
0
0
0
0
1
44.25
29
45
64
0
0
0
0
0
0
2
58
2
90
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
54,162
2
2
100
210
50
50
50
0
105
105
105
0
5,723.570031
73.852517
18,054
31,266.98119
54,158
1
1
1
0
1
1
3
3
0
3
3
0
0
0
0
64
64
36.926258
36.926258
50
105
72
30.124741
907.5
0
0
0
0
0
0
0
0
1
90
50
105
64
0
0
0
0
0
0
2
100
2
210
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
92,301
2
2
62
236
31
31
31
0
118
118
118
0
3,228.567404
43.336475
30,767
53,244.97884
92,249
3
3
3
0
3
3
49
49
0
49
49
0
0
0
0
64
64
21.668238
21.668238
31
118
65.8
47.651863
2,270.7
0
0
0
0
0
0
0
0
1
82.25
31
118
64
0
0
0
0
0
0
2
62
2
236
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
121,607
2
2
72
178
36
36
36
0
89
89
89
0
2,055.802709
32.892843
40,535.66667
70,205.50407
121,602
1
1
1
0
1
1
4
4
0
4
4
0
0
0
0
64
64
16.446422
16.446422
36
89
57.2
29.029296
842.7
0
0
0
0
0
0
0
0
1
71.5
36
89
64
0
0
0
0
0
0
2
72
2
178
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
22,487
2
2
84
162
42
42
42
0
81
81
81
0
10,939.65402
177.880553
7,495.666667
12,937.86263
22,435
3
49
49
0
49
49
3
3
0
3
3
0
0
0
0
40
40
88.940277
88.940277
42
81
57.6
21.36118
456.3
0
0
0
0
0
0
0
0
1
72
42
81
40
0
0
0
0
0
0
2
84
2
162
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
46,541
87
1
1
0
0
0
0
0
0
0
0
0
0
0
22,988.50575
87
0
87
87
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
11,494.25287
11,494.25287
0
0
0
0
0
0
0
0
0
1
1
0
0
1
0
0
0
32
0
0
0
0
0
0
1
0
1
0
349
317
0
32
0
0
0
0
0
0
0
0
BENIGN
53
314
2
2
62
94
31
31
31
0
47
47
47
0
496,815.2866
12,738.8535
104.666667
173.50024
305
3
6
6
0
6
6
3
3
0
3
3
0
0
0
0
64
64
6,369.426752
6,369.426752
31
47
37.4
8.763561
76.8
0
0
0
0
0
0
0
0
1
46.75
31
47
64
0
0
0
0
0
0
2
62
2
94
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
80
11,512,366
5
4
560
3,525
560
0
112
250.439614
3,525
0
881.25
1,762.5
354.835835
0.781768
1,439,045.75
2,692,925.044
6,506,459
4
6,512,796
1,628,199
3,255,822.677
6,511,933
4
11,500,000
3,837,441
3,406,307.673
6,506,459
895
0
0
0
0
168
136
0.434316
0.347452
0
3,525
408.5
1,109.078822
1,230,055.833
0
0
0
1
0
0
0
0
0
453.888889
112
881.25
168
0
0
0
0
0
0
5
560
4
3,525
29,200
235
1
32
938
0
938
938
6,506,459
0
6,506,459
6,506,459
DoS GoldenEye
53
203
2
2
60
162
30
30
30
0
81
81
81
0
1,093,596.059
19,704.4335
67.666667
75.447554
151
4
48
48
0
48
48
4
4
0
4
4
0
0
0
0
40
40
9,852.216749
9,852.216749
30
81
50.4
27.93385
780.3
0
0
0
0
0
0
0
0
1
63
30
81
40
0
0
0
0
0
0
2
60
2
162
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
56,328
37
1
1
6
6
6
6
6
0
6
6
6
0
324,324.3243
54,054.05405
37
0
37
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
27,027.02703
27,027.02703
6
6
6
0
0
0
0
0
0
1
1
0
0
1
9
6
6
20
0
0
0
0
0
0
1
6
1
6
30
255
0
20
0
0
0
0
0
0
0
0
BENIGN
53
92,795
4
4
172
284
43
43
43
0
71
71
71
0
4,914.057869
86.211542
13,256.42857
25,374.52667
66,359
3
92,633
30,877.66667
53,475.62531
92,626
3
26,432
8,810.666667
15,216.37165
26,381
3
0
0
0
0
104
80
43.105771
43.105771
43
71
55.444444
14.757296
217.777778
0
0
0
0
0
0
0
0
1
62.375
43
71
104
0
0
0
0
0
0
4
172
4
284
-1
-1
3
20
0
0
0
0
0
0
0
0
BENIGN
53
48,885
4
2
132
98
33
33
33
0
49
49
49
0
4,704.91971
122.737036
9,777
14,730.11003
33,141
3
33,149
11,049.66667
19,131.65587
33,141
4
3
3
0
3
3
0
0
0
0
128
64
81.824691
40.912345
33
49
37.571429
7.807201
60.952381
0
0
0
0
0
0
0
0
0
43.833333
33
49
128
0
0
0
0
0
0
4
132
2
98
-1
-1
3
32
0
0
0
0
0
0
0
0
BENIGN
80
11,504,741
8
5
403
11,632
403
0
50.375
142.482016
7,288
0
2,326.4
3,351.290617
1,046.090477
1.129969
958,728.4167
2,259,714.748
6,500,591
1
6,510,585
930,083.5714
2,459,906.455
6,508,627
1
11,500,000
2,876,174.75
3,376,363.386
6,500,591
117
0
0
0
0
264
168
0.695366
0.434603
0
7,288
859.642857
2,180.364952
4,753,991.324
0
0
0
1
0
0
0
0
0
925.769231
50.375
2,326.4
264
0
0
0
0
0
0
8
403
5
11,632
29,200
235
1
32
901
0
901
901
6,500,591
0
6,500,591
6,500,591
DoS GoldenEye
53
309
2
2
78
204
39
39
39
0
102
102
102
0
912,621.3592
12,944.98382
103
137.21516
259
1
1
1
0
1
1
49
49
0
49
49
0
0
0
0
40
40
6,472.491909
6,472.491909
39
102
64.2
34.506521
1,190.7
0
0
0
0
0
0
0
0
1
80.25
39
102
40
0
0
0
0
0
0
2
78
2
204
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
443
112,315
1
1
6
6
6
6
6
0
6
6
6
0
106.842363
17.807061
112,315
0
112,315
112,315
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
8.90353
8.90353
6
6
6
0
0
0
0
0
0
1
1
0
0
1
9
6
6
20
0
0
0
0
0
0
1
6
1
6
43,800
17,688
0
20
0
0
0
0
0
0
0
0
BENIGN
53
28,315
4
2
144
104
36
36
36
0
52
52
52
0
8,758.608511
211.901819
5,663
10,603.40375
24,387
2
24,393
8,131
14,078.109
24,387
2
4
4
0
4
4
0
0
0
0
104
40
141.267879
70.63394
36
52
40.571429
7.807201
60.952381
0
0
0
0
0
0
0
0
0
47.333333
36
52
104
0
0
0
0
0
0
4
144
2
104
-1
-1
3
20
0
0
0
0
0
0
0
0
BENIGN
53
33,637
2
2
66
180
33
33
33
0
90
90
90
0
7,313.375152
118.916669
11,212.33333
19,375.31017
33,585
4
4
4
0
4
4
48
48
0
48
48
0
0
0
0
64
80
59.458335
59.458335
33
90
55.8
31.220186
974.7
0
0
0
0
0
0
0
0
1
69.75
33
90
64
0
0
0
0
0
0
2
66
2
180
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
49,255
61
1
1
0
0
0
0
0
0
0
0
0
0
0
32,786.88525
61
0
61
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
16,393.44262
16,393.44262
0
0
0
0
0
0
0
0
0
1
1
0
0
1
0
0
0
32
0
0
0
0
0
0
1
0
1
0
3
229
0
32
0
0
0
0
0
0
0
0
BENIGN
53
230
2
2
94
336
47
47
47
0
168
168
168
0
1,869,565.217
17,391.30435
76.666667
128.469192
225
1
1
1
0
1
1
4
4
0
4
4
0
0
0
0
80
80
8,695.652174
8,695.652174
47
168
95.4
66.274429
4,392.3
0
0
0
0
0
0
0
0
1
119.25
47
168
80
0
0
0
0
0
0
2
94
2
336
-1
-1
1
40
0
0
0
0
0
0
0
0
BENIGN
53
61,009
4
2
116
186
29
29
29
0
93
93
93
0
4,950.089331
98.346146
12,201.8
16,703.19392
30,618
3
30,625
10,208.33333
17,675.28982
30,618
3
4
4
0
4
4
0
0
0
0
104
64
65.564097
32.782049
29
93
47.285714
31.228802
975.238095
0
0
0
0
0
0
0
0
0
55.166667
29
93
104
0
0
0
0
0
0
4
116
2
186
-1
-1
3
20
0
0
0
0
0
0
0
0
BENIGN
80
36,834
1
1
0
0
0
0
0
0
0
0
0
0
0
54.29766
36,834
0
36,834
36,834
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
27.14883
27.14883
0
0
0
0
0
0
0
0
0
1
1
0
0
1
0
0
0
32
0
0
0
0
0
0
1
0
1
0
256
939
0
32
0
0
0
0
0
0
0
0
BENIGN
53
221
2
2
58
90
29
29
29
0
45
45
45
0
669,683.2579
18,099.54751
73.666667
24.583192
97
48
76
76
0
76
76
48
48
0
48
48
0
0
0
0
40
40
9,049.773756
9,049.773756
29
45
35.4
8.763561
76.8
0
0
0
0
0
0
0
0
1
44.25
29
45
40
0
0
0
0
0
0
2
58
2
90
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
57,450
54
1
1
0
0
0
0
0
0
0
0
0
0
0
37,037.03704
54
0
54
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
18,518.51852
18,518.51852
0
0
0
0
0
0
0
0
0
1
1
0
0
1
0
0
0
32
0
0
0
0
0
0
1
0
1
0
972
319
0
32
0
0
0
0
0
0
0
0
BENIGN
50,614
33
1
1
6
6
6
6
6
0
6
6
6
0
363,636.3636
60,606.06061
33
0
33
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
30,303.0303
30,303.0303
6
6
6
0
0
0
0
0
0
1
1
0
0
1
9
6
6
20
0
0
0
0
0
0
1
6
1
6
288
253
0
20
0
0
0
0
0
0
0
0
BENIGN
55,962
92
1
1
0
0
0
0
0
0
0
0
0
0
0
21,739.13043
92
0
92
92
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
10,869.56522
10,869.56522
0
0
0
0
0
0
0
0
0
1
1
0
0
1
0
0
0
32
0
0
0
0
0
0
1
0
1
0
349
310
0
32
0
0
0
0
0
0
0
0
BENIGN
53
194
2
2
62
190
31
31
31
0
95
95
95
0
1,298,969.072
20,618.5567
64.666667
70.493499
142
4
48
48
0
48
48
4
4
0
4
4
0
0
0
0
64
64
10,309.27835
10,309.27835
31
95
56.6
35.054244
1,228.8
0
0
0
0
0
0
0
0
1
70.75
31
95
64
0
0
0
0
0
0
2
62
2
190
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
18,564
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
0
0
0
0
20
20
28,571.42857
28,571.42857
6
6
6
0
0
0
0
0
0
1
1
0
0
1
9
6
6
20
0
0
0
0
0
0
1
6
1
6
913
256
0
20
0
0
0
0
0
0
0
0
BENIGN
53
73,741
2
2
64
148
32
32
32
0
74
74
74
0
2,874.92711
54.243908
24,580.33333
42,570.92211
73,737
1
1
1
0
1
1
3
3
0
3
3
0
0
0
0
64
64
27.121954
27.121954
32
74
48.8
23.004347
529.2
0
0
0
0
0
0
0
0
1
61
32
74
64
0
0
0
0
0
0
2
64
2
148
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
390
2
2
84
228
42
42
42
0
114
114
114
0
800,000
10,256.41026
130
184.236261
341
1
1
1
0
1
1
48
48
0
48
48
0
0
0
0
64
64
5,128.205128
5,128.205128
42
114
70.8
39.436024
1,555.2
0
0
0
0
0
0
0
0
1
88.5
42
114
64
0
0
0
0
0
0
2
84
2
228
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
1,203
2
2
62
94
31
31
31
0
47
47
47
0
129,675.8105
3,325.020781
401
691.088996
1,199
1
1
1
0
1
1
3
3
0
3
3
0
0
0
0
64
64
1,662.510391
1,662.510391
31
47
37.4
8.763561
76.8
0
0
0
0
0
0
0
0
1
46.75
31
47
64
0
0
0
0
0
0
2
62
2
94
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
147
2
2
80
180
40
40
40
0
90
90
90
0
1,768,707.483
27,210.88435
49
80.541915
142
2
2
2
0
2
2
3
3
0
3
3
0
0
0
0
40
40
13,605.44218
13,605.44218
40
90
60
27.386128
750
0
0
0
0
0
0
0
0
1
75
40
90
40
0
0
0
0
0
0
2
80
2
180
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
53
212
2
2
78
134
39
39
39
0
67
67
67
0
1,000,000
18,867.92453
70.666667
120.666206
210
1
1
1
0
1
1
1
1
0
1
1
0
0
0
0
40
40
9,433.962264
9,433.962264
39
67
50.2
15.336232
235.2
0
0
0
0
0
0
0
0
1
62.75
39
67
40
0
0
0
0
0
0
2
78
2
134
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
53
276
2
2
72
104
36
36
36
0
52
52
52
0
637,681.1594
14,492.75362
92
121.94671
231
3
3
3
0
3
3
42
42
0
42
42
0
0
0
0
64
64
7,246.376812
7,246.376812
36
52
42.4
8.763561
76.8
0
0
0
0
0
0
0
0
1
53
36
52
64
0
0
0
0
0
0
2
72
2
104
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
92,843
2
2
96
356
48
48
48
0
178
178
178
0
4,868.433808
43.083485
30,947.66667
53,588.2088
92,826
4
13
13
0
13
13
4
4
0
4
4
0
0
0
0
64
40
21.541743
21.541743
48
178
100
71.203932
5,070
0
0
0
0
0
0
0
0
1
125
48
178
64
0
0
0
0
0
0
2
96
2
356
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
197
2
2
74
154
37
37
37
0
77
77
77
0
1,157,360.406
20,304.56853
65.666667
74.473709
148
3
3
3
0
3
3
46
46
0
46
46
0
0
0
0
64
64
10,152.28426
10,152.28426
37
77
53
21.908902
480
0
0
0
0
0
0
0
0
1
66.25
37
77
64
0
0
0
0
0
0
2
74
2
154
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
30,791
2
2
78
134
39
39
39
0
67
67
67
0
6,885.128771
129.90809
10,263.66667
17,732.17247
30,739
4
4
4
0
4
4
48
48
0
48
48
0
0
0
0
40
40
64.954045
64.954045
39
67
50.2
15.336232
235.2
0
0
0
0
0
0
0
0
1
62.75
39
67
40
0
0
0
0
0
0
2
78
2
134
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
53
200
2
2
116
378
58
58
58
0
189
189
189
0
2,470,000
20,000
66.666667
111.150049
195
1
1
1
0
1
1
4
4
0
4
4
0
0
0
0
40
40
10,000
10,000
58
189
110.4
71.751655
5,148.3
0
0
0
0
0
0
0
0
1
138
58
189
40
0
0
0
0
0
0
2
116
2
378
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
53
277
2
2
56
568
28
28
28
0
284
284
284
0
2,252,707.581
14,440.43321
92.333333
117.925118
226
3
48
48
0
48
48
3
3
0
3
3
0
0
0
0
40
40
7,220.216606
7,220.216606
28
284
130.4
140.216975
19,660.8
0
0
0
0
0
0
0
0
1
163
28
284
40
0
0
0
0
0
0
2
56
2
568
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
53
67,245
1
1
51
129
51
51
51
0
129
129
129
0
2,676.778943
29.741988
67,245
0
67,245
67,245
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
40
14.870994
14.870994
51
129
77
45.033321
2,028
0
0
0
0
0
0
0
0
1
115.5
51
129
32
0
0
0
0
0
0
1
51
1
129
-1
-1
0
32
0
0
0
0
0
0
0
0
BENIGN
53
515,604
2
2
66
98
33
33
33
0
49
49
49
0
318.07356
7.757892
171,868
297,680.6441
515,600
1
1
1
0
1
1
3
3
0
3
3
0
0
0
0
40
80
3.878946
3.878946
33
49
39.4
8.763561
76.8
0
0
0
0
0
0
0
0
1
49.25
33
49
40
0
0
0
0
0
0
2
66
2
98
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
52,992
19
1
1
6
6
6
6
6
0
6
6
6
0
631,578.9474
105,263.1579
19
0
19
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
52,631.57895
52,631.57895
6
6
6
0
0
0
0
0
0
1
1
0
0
1
9
6
6
20
0
0
0
0
0
0
1
6
1
6
31
255
0
20
0
0
0
0
0
0
0
0
BENIGN
53
447
2
2
62
228
31
31
31
0
114
114
114
0
648,769.5749
8,948.545861
149
216.917035
398
1
48
48
0
48
48
1
1
0
1
1
0
0
0
0
64
80
4,474.272931
4,474.272931
31
114
64.2
45.460972
2,066.7
0
0
0
0
0
0
0
0
1
80.25
31
114
64
0
0
0
0
0
0
2
62
2
228
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
175
2
2
84
192
42
42
42
0
96
96
96
0
1,577,142.857
22,857.14286
58.333333
61.158265
124
3
3
3
0
3
3
48
48
0
48
48
0
0
0
0
80
80
11,428.57143
11,428.57143
42
96
63.6
29.577018
874.8
0
0
0
0
0
0
0
0
1
79.5
42
96
80
0
0
0
0
0
0
2
84
2
192
-1
-1
1
40
0
0
0
0
0
0
0
0
BENIGN
50,230
4
2
0
12
0
6
6
6
0
0
0
0
0
3,000,000
500,000
4
0
4
4
4
4
0
4
4
0
0
0
0
0
0
0
0
0
40
0
500,000
0
6
6
6
0
0
1
0
0
0
0
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
0
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
80
22,831,533
8
5
890
3,545
430
0
111.25
196.747663
1,770
0
709
968.102784
194.248893
0.569388
1,902,627.75
3,496,924.14
9,995,533
39
22,800,000
3,261,647.571
4,172,835.292
9,995,533
63,164
17,200,000
4,310,467.25
5,048,233.37
10,100,000
778
0
0
0
0
172
124
0.350393
0.218995
0
1,770
316.785714
634.115517
402,102.489
0
0
0
1
0
0
0
0
0
341.153846
111.25
709
172
0
0
0
0
0
0
8
890
5
3,545
8,192
980
7
20
141,836
88,557.08109
244,090
90,041
7,468,675
2,299,262.644
9,995,533
5,499,661
BENIGN
80
36,814
1
1
0
0
0
0
0
0
0
0
0
0
0
54.327158
36,814
0
36,814
36,814
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
27.163579
27.163579
0
0
0
0
0
0
0
0
0
1
1
0
0
1
0
0
0
32
0
0
0
0
0
0
1
0
1
0
426
1,073
0
32
0
0
0
0
0
0
0
0
BENIGN
53
203
2
2
86
204
43
43
43
0
102
102
102
0
1,428,571.429
19,704.4335
67.666667
75.745187
151
3
3
3
0
3
3
49
49
0
49
49
0
0
0
0
40
40
9,852.216749
9,852.216749
43
102
66.6
32.315631
1,044.3
0
0
0
0
0
0
0
0
1
83.25
43
102
40
0
0
0
0
0
0
2
86
2
204
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
53
24,193
2
2
70
188
35
35
35
0
94
94
94
0
10,664.24172
165.337081
8,064.333333
13,965.237
24,190
1
1
1
0
1
1
2
2
0
2
2
0
0
0
0
40
64
82.66854
82.66854
35
94
58.6
32.315631
1,044.3
0
0
0
0
0
0
0
0
1
73.25
35
94
40
0
0
0
0
0
0
2
70
2
188
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
53
49,151
2
2
100
216
50
50
50
0
108
108
108
0
6,429.16726
81.381864
16,383.66667
28,373.879
49,147
1
3
3
0
3
3
1
1
0
1
1
0
0
0
0
64
64
40.690932
40.690932
50
108
73.2
31.767908
1,009.2
0
0
0
0
0
0
0
0
1
91.5
50
108
64
0
0
0
0
0
0
2
100
2
216
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
23,708
1
1
46
62
46
46
46
0
62
62
62
0
4,555.424329
84.35971
23,708
0
23,708
23,708
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
42.179855
42.179855
46
62
51.333333
9.237604
85.333333
0
0
0
0
0
0
0
0
1
77
46
62
20
0
0
0
0
0
0
1
46
1
62
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
80
15,031
1
1
6
6
6
6
6
0
6
6
6
0
798.350077
133.058346
15,031
0
15,031
15,031
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
66.529173
66.529173
6
6
6
0
0
0
0
0
0
1
1
0
0
1
9
6
6
20
0
0
0
0
0
0
1
6
1
6
303
30
0
20
0
0
0
0
0
0
0
0
BENIGN
53
37,827
2
2
70
194
35
35
35
0
97
97
97
0
6,979.141883
105.744574
12,609
21,795.27295
37,776
3
3
3
0
3
3
48
48
0
48
48
0
0
0
0
64
40
52.872287
52.872287
35
97
59.8
33.958799
1,153.2
0
0
0
0
0
0
0
0
1
74.75
35
97
64
0
0
0
0
0
0
2
70
2
194
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
170,968
2
2
78
234
39
39
39
0
117
117
117
0
1,824.902906
23.396191
56,989.33333
98,703.22467
170,962
3
3
3
0
3
3
3
3
0
3
3
0
0
0
0
64
64
11.698096
11.698096
39
117
70.2
42.722359
1,825.2
0
0
0
0
0
0
0
0
1
87.75
39
117
64
0
0
0
0
0
0
2
78
2
234
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
156
2
2
72
136
36
36
36
0
68
68
68
0
1,333,333.333
25,641.02564
52
74.719475
138
3
3
3
0
3
3
15
15
0
15
15
0
0
0
0
40
40
12,820.51282
12,820.51282
36
68
48.8
17.527122
307.2
0
0
0
0
0
0
0
0
1
61
36
68
40
0
0
0
0
0
0
2
72
2
136
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
53
69,597
2
2
62
246
31
31
31
0
123
123
123
0
4,425.47811
57.473742
23,199
40,135.95365
69,544
4
49
49
0
49
49
4
4
0
4
4
0
0
0
0
52
80
28.736871
28.736871
31
123
67.8
50.390475
2,539.2
0
0
0
0
0
0
0
0
1
84.75
31
123
52
0
0
0
0
0
0
2
62
2
246
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,423
29
3
1
43
6
31
6
14.333333
14.433757
6
6
6
0
1,689,655.172
137,931.0345
9.666667
12.503333
24
1
5
2.5
2.12132
4
1
0
0
0
0
0
0
0
0
0
60
20
103,448.2759
34,482.75862
6
31
11
11.18034
125
0
0
0
0
1
0
0
0
0
13.75
14.333333
6
60
0
0
0
0
0
0
3
43
1
6
1,036
0
2
20
0
0
0
0
0
0
0
0
BENIGN
53
30,950
2
2
76
108
38
38
38
0
54
54
54
0
5,945.072698
129.240711
10,316.66667
17,806.66758
30,878
3
69
69
0
69
69
3
3
0
3
3
0
0
0
0
64
64
64.620355
64.620355
38
54
44.4
8.763561
76.8
0
0
0
0
0
0
0
0
1
55.5
38
54
64
0
0
0
0
0
0
2
76
2
108
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
498,625
2
2
80
202
40
40
40
0
101
101
101
0
565.555277
8.022061
166,208.3333
287,797.2735
498,528
48
49
49
0
49
49
48
48
0
48
48
0
0
0
0
40
104
4.01103
4.01103
40
101
64.4
33.411076
1,116.3
0
0
0
0
0
0
0
0
1
80.5
40
101
40
0
0
0
0
0
0
2
80
2
202
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
80
11,506,296
8
6
634
11,632
634
0
79.25
224.15285
5,792
0
1,938.666667
2,544.918912
1,066.02507
1.216725
885,099.6923
2,180,718.049
6,502,344
1
6,509,289
929,898.4286
2,459,960.747
6,508,565
1
11,500,000
2,301,249.8
3,195,011.512
6,502,344
47
0
0
0
0
264
200
0.695272
0.521454
0
5,792
817.733333
1,798.913778
3,236,090.781
0
0
0
1
0
0
0
0
0
876.142857
79.25
1,938.666667
264
0
0
0
0
0
0
8
634
6
11,632
29,200
237
1
32
788
0
788
788
6,502,344
0
6,502,344
6,502,344
DoS GoldenEye
53
102,504
2
2
90
196
45
45
45
0
98
98
98
0
2,790.135019
39.022867
34,168
59,176.38189
102,499
1
1
1
0
1
1
4
4
0
4
4
0
0
0
0
64
64
19.511434
19.511434
45
98
66.2
29.029296
842.7
0
0
0
0
0
0
0
0
1
82.75
45
98
64
0
0
0
0
0
0
2
90
2
196
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
245
2
2
84
228
42
42
42
0
114
114
114
0
1,273,469.388
16,326.53061
81.666667
129.465568
231
1
13
13
0
13
13
1
1
0
1
1
0
0
0
0
64
64
8,163.265306
8,163.265306
42
114
70.8
39.436024
1,555.2
0
0
0
0
0
0
0
0
1
88.5
42
114
64
0
0
0
0
0
0
2
84
2
228
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
23,728
2
2
74
106
37
37
37
0
53
53
53
0
7,585.974376
168.577208
7,909.333333
13,694.17103
23,722
3
3
3
0
3
3
3
3
0
3
3
0
0
0
0
40
64
84.288604
84.288604
37
53
43.4
8.763561
76.8
0
0
0
0
0
0
0
0
1
54.25
37
53
40
0
0
0
0
0
0
2
74
2
106
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
13,864
98
1
1
6
6
6
6
6
0
6
6
6
0
122,448.9796
20,408.16327
98
0
98
98
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
10,204.08163
10,204.08163
6
6
6
0
0
0
0
0
0
1
1
0
0
1
9
6
6
20
0
0
0
0
0
0
1
6
1
6
913
256
0
20
0
0
0
0
0
0
0
0
BENIGN
50,231
4
2
0
12
0
6
6
6
0
0
0
0
0
3,000,000
500,000
4
0
4
4
4
4
0
4
4
0
0
0
0
0
0
0
0
0
40
0
500,000
0
6
6
6
0
0
1
0
0
0
0
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
0
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
389
65,938,875
22
12
4,144
3,172
403
0
188.363636
201.18803
316
6
264.333333
120.667336
110.951241
0.515629
1,998,147.727
6,238,959.758
28,400,000
2
65,900,000
3,139,941.81
7,649,508.192
28,400,000
2
65,900,000
5,994,420.909
9,914,592.067
28,400,000
3
1
0
0
0
704
360
0.333642
0.181987
0
403
220.542857
178.988883
32,037.02017
0
1
0
0
1
0
0
0
0
227.029412
188.363636
264.333333
704
0
0
0
0
0
0
22
4,144
12
3,172
1,136
0
11
32
18,466.5
36,364.33334
73,013
284
16,500,000
9,879,172.026
28,400,000
6,859,561
BENIGN
50,237
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
0
0
0
0
40
0
2,000,000
0
6
6
6
0
0
1
0
0
0
0
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
0
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
80
11,504,219
5
5
336
3,525
336
0
67.2
150.263768
2,077
0
705
990.64474
335.616003
0.869246
1,278,246.556
2,561,889.065
6,501,924
49
6,510,586
1,627,646.5
3,254,096.345
6,508,791
293
11,500,000
2,876,042.25
3,376,482.496
6,501,924
49
0
0
0
0
168
168
0.434623
0.434623
0
2,077
351
718.910147
516,831.8
0
0
0
1
0
0
0
0
1
386.1
67.2
705
168
0
0
0
0
0
0
5
336
5
3,525
29,200
235
1
32
910
0
910
910
6,501,924
0
6,501,924
6,501,924
DoS GoldenEye
53
196
2
2
84
228
42
42
42
0
114
114
114
0
1,591,836.735
20,408.16327
65.333333
111.428602
194
1
1
1
0
1
1
1
1
0
1
1
0
0
0
0
64
64
10,204.08163
10,204.08163
42
114
70.8
39.436024
1,555.2
0
0
0
0
0
0
0
0
1
88.5
42
114
64
0
0
0
0
0
0
2
84
2
228
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
23,952
2
2
68
100
34
34
34
0
50
50
50
0
7,014.028056
167.000668
7,984
13,744.68919
23,855
48
49
49
0
49
49
48
48
0
48
48
0
0
0
0
40
40
83.500334
83.500334
34
50
40.4
8.763561
76.8
0
0
0
0
0
0
0
0
1
50.5
34
50
40
0
0
0
0
0
0
2
68
2
100
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
53,298
72
2
1
31
6
31
0
15.5
21.92031
6
6
6
0
513,888.8889
41,666.66667
36
46.669048
69
3
3
3
0
3
3
0
0
0
0
0
1
0
0
0
64
20
27,777.77778
13,888.88889
0
31
17
16.350331
267.333333
0
1
0
0
1
0
0
0
0
22.666667
15.5
6
64
0
0
0
0
0
0
2
31
1
6
1,006
0
0
32
0
0
0
0
0
0
0
0
BENIGN