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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168
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216
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BENIGN
53,074
72
1
1
6
6
6
6
6
0
6
6
6
0
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0
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BENIGN
53
217
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2
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406
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75
75
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203
203
203
0
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BENIGN
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2
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33
33
33
0
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49
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0
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BENIGN
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2
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33
33
33
0
49
49
49
0
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3
3
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3
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47
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47
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49
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1
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229
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32
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BENIGN
53
23,859
2
2
66
386
33
33
33
0
193
193
193
0
18,944.63305
167.65162
7,953
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3
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3
3
3
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3
3
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64
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BENIGN
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2
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0
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3
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BENIGN
80
207,406
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1
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32
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BENIGN
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1
3
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6
6
0
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0
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1
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BENIGN
53
24,520
2
2
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38
38
38
0
136
136
136
0
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1
1
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1
3
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BENIGN
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2
2
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30
30
30
0
106
106
106
0
8,626.978337
126.867329
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1
1
0
1
1
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4
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64
64
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106
60.4
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BENIGN
53
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112
224
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56
56
0
112
112
112
0
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1
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0
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1
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64
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0
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224
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1
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BENIGN
53
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2
2
64
272
32
32
32
0
136
136
136
0
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3
3
3
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3
3
3
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BENIGN
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BENIGN
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11,509,201
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32
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DoS GoldenEye
53
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2
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256
47
47
47
0
128
128
128
0
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48
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48
48
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48
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112
64
29.904753
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128
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0
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0
0
1
99.25
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0
0
0
0
0
2
94
2
256
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1
56
0
0
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BENIGN
53
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51
51
51
0
105
105
105
0
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4
4
4
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4
4
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40
40
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105
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210
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BENIGN
53
50,297
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38
38
38
0
102
102
102
0
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48
48
0
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48
4
4
0
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40
40
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BENIGN
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36
36
0
164
164
164
0
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49
49
0
49
49
3
3
0
3
3
0
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40
64
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20
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BENIGN
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32
32
0
100
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100
0
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4
4
0
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40
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100
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200
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BENIGN
53
30,904
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35
35
35
0
122
122
122
0
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3
3
3
0
3
3
3
3
0
3
3
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40
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BENIGN
53
219
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2
64
252
32
32
32
0
126
126
126
0
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4
4
4
0
4
4
48
48
0
48
48
0
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0
64
64
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126
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64
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252
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32
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BENIGN
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3
1
43
6
31
6
14.333333
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6
6
6
0
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0
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2
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60
20
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31
11
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0
0
0
0
0
0
3
43
1
6
980
0
2
20
0
0
0
0
0
0
0
0
BENIGN
53
208
2
2
78
238
39
39
39
0
119
119
119
0
1,519,230.769
19,230.76923
69.333333
36.950417
112
48
48
48
0
48
48
48
48
0
48
48
0
0
0
0
64
64
9,615.384615
9,615.384615
39
119
71
43.817805
1,920
0
0
0
0
0
0
0
0
1
88.75
39
119
64
0
0
0
0
0
0
2
78
2
238
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
53,538
2
2
60
264
30
30
30
0
132
132
132
0
6,051.776308
74.713288
17,846
30,866.01962
53,487
3
3
3
0
3
3
48
48
0
48
48
0
0
0
0
40
40
37.356644
37.356644
30
132
70.8
55.867701
3,121.2
0
0
0
0
0
0
0
0
1
88.5
30
132
40
0
0
0
0
0
0
2
60
2
264
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
53
194
2
2
94
350
47
47
47
0
175
175
175
0
2,288,659.794
20,618.5567
64.666667
69.830748
141
4
4
4
0
4
4
49
49
0
49
49
0
0
0
0
64
64
10,309.27835
10,309.27835
47
175
98.2
70.108487
4,915.2
0
0
0
0
0
0
0
0
1
122.75
47
175
64
0
0
0
0
0
0
2
94
2
350
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
35,378
23
1
1
0
0
0
0
0
0
0
0
0
0
0
86,956.52174
23
0
23
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
43,478.26087
43,478.26087
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
382
299
0
32
0
0
0
0
0
0
0
0
BENIGN
80
23,381
1
1
0
0
0
0
0
0
0
0
0
0
0
85.539541
23,381
0
23,381
23,381
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
42.76977
42.76977
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
261
939
0
32
0
0
0
0
0
0
0
0
BENIGN
53
30,890
2
2
66
98
33
33
33
0
49
49
49
0
5,309.161541
129.491745
10,296.66667
17,828.28764
30,883
3
4
4
0
4
4
3
3
0
3
3
0
0
0
0
64
64
64.745872
64.745872
33
49
39.4
8.763561
76.8
0
0
0
0
0
0
0
0
1
49.25
33
49
64
0
0
0
0
0
0
2
66
2
98
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
80
23,749
1
1
0
0
0
0
0
0
0
0
0
0
0
84.214072
23,749
0
23,749
23,749
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
42.107036
42.107036
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
251
32
0
32
0
0
0
0
0
0
0
0
BENIGN
53
25,726
2
2
104
314
52
52
52
0
157
157
157
0
16,248.15362
155.484724
8,575.333333
14,846.85086
25,719
3
3
3
0
3
3
4
4
0
4
4
0
0
0
0
40
40
77.742362
77.742362
52
157
94
57.510869
3,307.5
0
0
0
0
0
0
0
0
1
117.5
52
157
40
0
0
0
0
0
0
2
104
2
314
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
52,113
54
1
1
6
6
6
6
6
0
6
6
6
0
222,222.2222
37,037.03704
54
0
54
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
18,518.51852
18,518.51852
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
61,685
2
2
62
254
31
31
31
0
127
127
127
0
5,122.801329
64.845586
20,561.66667
35,531.57895
61,590
47
48
48
0
48
48
47
47
0
47
47
0
0
0
0
64
64
32.422793
32.422793
31
127
69.4
52.581366
2,764.8
0
0
0
0
0
0
0
0
1
86.75
31
127
64
0
0
0
0
0
0
2
62
2
254
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
51,621
88
1
1
0
0
0
0
0
0
0
0
0
0
0
22,727.27273
88
0
88
88
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
11,363.63636
11,363.63636
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
1,358
424
0
32
0
0
0
0
0
0
0
0
BENIGN
53
213
2
2
60
264
30
30
30
0
132
132
132
0
1,521,126.761
18,779.34272
71
79.322128
159
5
49
49
0
49
49
5
5
0
5
5
0
0
0
0
80
80
9,389.671362
9,389.671362
30
132
70.8
55.867701
3,121.2
0
0
0
0
0
0
0
0
1
88.5
30
132
80
0
0
0
0
0
0
2
60
2
264
-1
-1
1
40
0
0
0
0
0
0
0
0
BENIGN
53
181
2
2
88
344
44
44
44
0
172
172
172
0
2,386,740.331
22,099.44751
60.333333
99.304246
175
3
3
3
0
3
3
3
3
0
3
3
0
0
0
0
64
64
11,049.72376
11,049.72376
44
172
95.2
70.108487
4,915.2
0
0
0
0
0
0
0
0
1
119
44
172
64
0
0
0
0
0
0
2
88
2
344
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
54,714
3
1
1
6
6
6
6
6
0
6
6
6
0
4,000,000
666,666.6667
3
0
3
3
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
333,333.3333
333,333.3333
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
119
255
0
20
0
0
0
0
0
0
0
0
BENIGN
53
534
2
2
58
178
29
29
29
0
89
89
89
0
441,947.5655
7,490.636704
178
306.572993
532
1
1
1
0
1
1
1
1
0
1
1
0
0
0
0
64
64
3,745.318352
3,745.318352
29
89
53
32.863353
1,080
0
0
0
0
0
0
0
0
1
66.25
29
89
64
0
0
0
0
0
0
2
58
2
178
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
37,907
67
1
1
6
6
6
6
6
0
6
6
6
0
179,104.4776
29,850.74627
67
0
67
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
14,925.37313
14,925.37313
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
8,190
229
0
20
0
0
0
0
0
0
0
0
BENIGN
46,098
57
2
1
31
6
31
0
15.5
21.92031
6
6
6
0
649,122.807
52,631.57895
28.5
36.062446
54
3
3
3
0
3
3
0
0
0
0
0
1
0
0
0
64
20
35,087.7193
17,543.85965
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
1,188
0
0
32
0
0
0
0
0
0
0
0
BENIGN
53
257,644
2
2
74
228
37
37
37
0
114
114
114
0
1,172.160035
15.525298
85,881.33333
148,585.4526
257,453
0
0
0
0
0
0
191
191
0
191
191
0
0
0
0
64
64
7.762649
7.762649
37
114
67.8
42.174637
1,778.7
0
0
0
0
0
0
0
0
1
84.75
37
114
64
0
0
0
0
0
0
2
74
2
228
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
80
11,509,095
8
5
369
11,632
369
0
46.125
130.461201
10,184
0
2,326.4
4,437.056321
1,042.740546
1.129541
959,091.25
2,262,122.237
6,504,954
47
6,507,794
929,684.8571
2,458,891.224
6,505,926
168
11,500,000
2,877,262
3,377,879.022
6,504,954
196
0
0
0
0
264
168
0.695102
0.434439
0
10,184
857.214286
2,712.638403
7,358,407.104
0
0
0
1
0
0
0
0
0
923.153846
46.125
2,326.4
264
0
0
0
0
0
0
8
369
5
11,632
29,200
235
1
32
914
0
914
914
6,504,954
0
6,504,954
6,504,954
DoS GoldenEye
54,901
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
0
0
0
0
20
20
20,408.16327
20,408.16327
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
335
16,560
0
20
0
0
0
0
0
0
0
0
BENIGN
53,379
198
1
2
0
0
0
0
0
0
0
0
0
0
0
15,151.51515
99
70.710678
149
49
0
0
0
0
0
49
49
0
49
49
0
0
0
0
32
64
5,050.505051
10,101.0101
0
0
0
0
0
0
0
0
0
1
1
0
0
2
0
0
0
32
0
0
0
0
0
0
1
0
2
0
269
65,535
0
32
0
0
0
0
0
0
0
0
BENIGN
56,736
15
1
1
6
6
6
6
6
0
6
6
6
0
800,000
133,333.3333
15
0
15
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
66,666.66667
66,666.66667
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
119
255
0
20
0
0
0
0
0
0
0
0
BENIGN
58,891
23,388
2
1
12
6
6
6
6
0
6
6
6
0
769.625449
128.270908
11,694
16,419.01946
23,304
84
23,388
23,388
0
23,388
23,388
0
0
0
0
0
0
0
0
0
40
20
85.513939
42.756969
6
6
6
0
0
0
0
0
0
1
1
0
0
0
8
6
6
40
0
0
0
0
0
0
2
12
1
6
60
255
1
20
0
0
0
0
0
0
0
0
BENIGN
49,032
60
1
1
0
0
0
0
0
0
0
0
0
0
0
33,333.33333
60
0
60
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
16,666.66667
16,666.66667
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
114
338
0
32
0
0
0
0
0
0
0
0
BENIGN
53
24,386
2
2
68
484
34
34
34
0
242
242
242
0
22,635.93865
164.028541
8,128.666667
14,072.33546
24,378
4
4
4
0
4
4
4
4
0
4
4
0
0
0
0
40
40
82.01427
82.01427
34
242
117.2
113.926292
12,979.2
0
0
0
0
0
0
0
0
1
146.5
34
242
40
0
0
0
0
0
0
2
68
2
484
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
443
392
3
1
18
6
6
6
6
0
6
6
6
0
61,224.4898
10,204.08163
130.666667
222.859448
388
1
4
2
1.414214
3
1
0
0
0
0
0
0
0
0
0
60
20
7,653.061224
2,551.020408
6
6
6
0
0
1
0
0
0
0
0
0
0
0
7.5
6
6
60
0
0
0
0
0
0
3
18
1
6
0
0
2
20
0
0
0
0
0
0
0
0
BENIGN
53
247
2
2
74
426
37
37
37
0
213
213
213
0
2,024,291.498
16,194.33198
82.333333
100.021664
195
4
48
48
0
48
48
4
4
0
4
4
0
0
0
0
64
64
8,097.165992
8,097.165992
37
213
107.4
96.39917
9,292.8
0
0
0
0
0
0
0
0
1
134.25
37
213
64
0
0
0
0
0
0
2
74
2
426
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
35,450
33
1
1
0
0
0
0
0
0
0
0
0
0
0
60,606.06061
33
0
33
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
30,303.0303
30,303.0303
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
283
229
0
32
0
0
0
0
0
0
0
0
BENIGN
53
46,982
2
2
58
446
29
29
29
0
223
223
223
0
10,727.51266
85.138989
15,660.66667
27,120.74026
46,977
1
1
1
0
1
1
4
4
0
4
4
0
0
0
0
40
40
42.569495
42.569495
29
223
106.6
106.258176
11,290.8
0
0
0
0
0
0
0
0
1
133.25
29
223
40
0
0
0
0
0
0
2
58
2
446
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
80
11,512,230
5
5
672
3,525
672
0
134.4
300.527536
2,077
0
705
990.64474
364.568811
0.868641
1,279,136.667
2,565,059.835
6,506,213
4
6,509,115
1,627,278.75
3,253,892.183
6,508,117
4
11,500,000
2,878,045.5
3,378,842.065
6,506,213
49
0
0
0
0
168
168
0.434321
0.434321
0
2,077
381.545455
725.318601
526,087.0727
0
0
0
1
0
0
0
0
1
419.7
134.4
705
168
0
0
0
0
0
0
5
672
5
3,525
29,200
237
1
32
821
0
821
821
6,506,213
0
6,506,213
6,506,213
DoS GoldenEye
49,346
145
1
1
0
0
0
0
0
0
0
0
0
0
0
13,793.10345
145
0
145
145
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
6,896.551724
6,896.551724
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
32,215
4
2
112
152
28
28
28
0
76
76
76
0
8,194.940245
186.248642
6,443
13,617.57948
30,780
3
30,832
10,277.33333
17,755.84381
30,780
4
3
3
0
3
3
0
0
0
0
80
64
124.165761
62.082881
28
76
41.714286
23.421602
548.571429
0
0
0
0
0
0
0
0
0
48.666667
28
76
80
0
0
0
0
0
0
4
112
2
152
-1
-1
3
20
0
0
0
0
0
0
0
0
BENIGN
53
324
2
2
84
362
42
42
42
0
181
181
181
0
1,376,543.21
12,345.67901
108
183.597386
320
2
2
2
0
2
2
2
2
0
2
2
0
0
0
0
40
40
6,172.839506
6,172.839506
42
181
97.6
76.133435
5,796.3
0
0
0
0
0
0
0
0
1
122
42
181
40
0
0
0
0
0
0
2
84
2
362
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
58,030
82
2
1
31
6
31
0
15.5
21.92031
6
6
6
0
451,219.5122
36,585.36585
41
52.325902
78
4
4
4
0
4
4
0
0
0
0
0
1
0
0
0
64
20
24,390.2439
12,195.12195
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
53
1,048,635
6
2
192
256
32
32
32
0
128
128
128
0
427.222055
7.628965
149,805
375,521.0405
1,000,947
1
1,033,613
206,722.6
444,210.0686
1,000,947
1
3
3
0
3
3
0
0
0
0
120
40
5.721724
1.907241
32
128
53.333333
42.332021
1,792
0
0
0
0
0
0
0
0
0
60
32
128
120
0
0
0
0
0
0
6
192
2
256
-1
-1
5
20
0
0
0
0
0
0
0
0
BENIGN
53
94,939
4
2
188
226
47
47
47
0
113
113
113
0
4,360.694762
63.198475
18,987.8
31,664.10256
73,049
1
73,051
24,350.33333
42,174.28246
73,049
1
48
48
0
48
48
0
0
0
0
104
64
42.132317
21.066158
47
113
65.857143
32.204702
1,037.142857
0
0
0
0
0
0
0
0
0
76.833333
47
113
104
0
0
0
0
0
0
4
188
2
226
-1
-1
3
20
0
0
0
0
0
0
0
0
BENIGN