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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BENIGN
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2
120
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60
60
60
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188
188
188
0
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BENIGN
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2
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246
36
36
36
0
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123
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0
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BENIGN
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43
43
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100
100
100
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100
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40
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BENIGN
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195
2
2
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284
46
46
46
0
142
142
142
0
1,928,205.128
20,512.82051
65
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3
3
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3
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64
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0
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284
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BENIGN
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1
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6
6
6
6
0
6
6
6
0
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BENIGN
53
240
2
2
86
300
43
43
43
0
150
150
150
0
1,608,333.333
16,666.66667
80
132.50283
233
3
3
3
0
3
3
4
4
0
4
4
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64
8,333.333333
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43
150
85.8
58.606314
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43
150
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0
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0
0
0
0
2
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2
300
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1
32
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0
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BENIGN
53,406
36
1
1
6
6
6
6
6
0
6
6
6
0
333,333.3333
55,555.55556
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0
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20
20
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6
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1
6
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20
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BENIGN
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30,886
2
2
88
200
44
44
44
0
100
100
100
0
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129.508515
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17,827.71029
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2
2
2
0
2
2
3
3
0
3
3
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0
0
0
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40
64.754258
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100
66.4
30.672463
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44
100
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BENIGN
53
832
2
2
76
122
38
38
38
0
61
61
61
0
237,980.7692
4,807.692308
277.333333
478.623373
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1
1
1
0
1
1
1
1
0
1
1
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40
80
2,403.846154
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38
61
47.2
12.597619
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BENIGN
80
11,510,135
5
5
530
3,525
530
0
106
237.023206
2,077
0
705
990.64474
352.298214
0.8688
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2,564,084.008
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45
6,511,157
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190
11,500,000
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29,200
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1
32
944
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944
944
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6,505,903
DoS GoldenEye
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2
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30
30
30
0
97
97
97
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36.697411
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BENIGN
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10
523
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52.3
148.53361
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1,060
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9
20
38,519
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119,807
22,050
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BENIGN
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BENIGN
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32
32
0
102
102
102
0
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3
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4
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BENIGN
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34
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0
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95
95
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BENIGN
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190
2
2
80
112
40
40
40
0
56
56
56
0
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4
4
4
0
4
4
50
50
0
50
50
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64
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40
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BENIGN
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2
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35
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BENIGN
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BENIGN
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BENIGN
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33
33
33
0
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138
138
0
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80
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BENIGN
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2
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31
31
31
0
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122
122
0
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3
3
0
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3
3
3
0
3
3
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64
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BENIGN
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37
37
37
0
69
69
69
0
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3
3
0
3
3
3
3
0
3
3
0
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40
40
33.108198
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20
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BENIGN
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54
0
27
27
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0
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0
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49
49
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40
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0
0
0
BENIGN
53
62,347
2
2
72
218
36
36
36
0
109
109
109
0
4,651.386594
64.157056
20,782.33333
35,991.72711
62,342
2
2
2
0
2
2
3
3
0
3
3
0
0
0
0
64
64
32.078528
32.078528
36
109
65.2
39.983747
1,598.7
0
0
0
0
0
0
0
0
1
81.5
36
109
64
0
0
0
0
0
0
2
72
2
218
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
443
9,388
2
0
12
0
6
6
6
0
0
0
0
0
1,278.227524
213.037921
9,388
0
9,388
9,388
9,388
9,388
0
9,388
9,388
0
0
0
0
0
0
0
0
0
40
0
213.037921
0
6
6
6
0
0
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
255
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
53
298
2
2
70
338
35
35
35
0
169
169
169
0
1,369,127.517
13,422.81879
99.333333
169.458943
295
0
0
0
0
0
0
3
3
0
3
3
0
0
0
0
64
64
6,711.409396
6,711.409396
35
169
88.6
73.394823
5,386.8
0
0
0
0
0
0
0
0
1
110.75
35
169
64
0
0
0
0
0
0
2
70
2
338
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
50,242
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
32,476
1
1
6
6
6
6
6
0
6
6
6
0
369.503634
61.583939
32,476
0
32,476
32,476
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
30.791969
30.791969
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
261
11
0
20
0
0
0
0
0
0
0
0
BENIGN
53
60,624
2
2
72
184
36
36
36
0
92
92
92
0
4,222.750066
65.98047
20,208
34,996.08657
60,618
3
3
3
0
3
3
3
3
0
3
3
0
0
0
0
64
64
32.990235
32.990235
36
92
58.4
30.672463
940.8
0
0
0
0
0
0
0
0
1
73
36
92
64
0
0
0
0
0
0
2
72
2
184
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
47,510
2
2
74
106
37
37
37
0
53
53
53
0
3,788.676068
84.192802
15,836.66667
27,423.84912
47,503
3
4
4
0
4
4
3
3
0
3
3
0
0
0
0
40
40
42.096401
42.096401
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
53
565
2
2
68
100
34
34
34
0
50
50
50
0
297,345.1327
7,079.646018
188.333333
325.337261
564
0
0
0
0
0
0
1
1
0
1
1
0
0
0
0
40
40
3,539.823009
3,539.823009
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
51,755
82
1
1
0
0
0
0
0
0
0
0
0
0
0
24,390.2439
82
0
82
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
12,195.12195
12,195.12195
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
351
65,535
0
32
0
0
0
0
0
0
0
0
BENIGN
53
217
2
2
70
264
35
35
35
0
132
132
132
0
1,539,170.507
18,433.17972
72.333333
86.118136
168
1
1
1
0
1
1
48
48
0
48
48
0
0
0
0
64
64
9,216.589862
9,216.589862
35
132
73.8
53.129088
2,822.7
0
0
0
0
0
0
0
0
1
92.25
35
132
64
0
0
0
0
0
0
2
70
2
264
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
43,558
206
2
1
31
6
31
0
15.5
21.92031
6
6
6
0
179,611.6505
14,563.1068
103
39.59798
131
75
206
206
0
206
206
0
0
0
0
0
1
0
0
0
64
20
9,708.737864
4,854.368932
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
1,120
0
0
32
0
0
0
0
0
0
0
0
BENIGN
53
208
2
2
102
224
51
51
51
0
112
112
112
0
1,567,307.692
19,230.76923
69.333333
105.633013
191
1
1
1
0
1
1
16
16
0
16
16
0
0
0
0
64
40
9,615.384615
9,615.384615
51
112
75.4
33.411076
1,116.3
0
0
0
0
0
0
0
0
1
94.25
51
112
64
0
0
0
0
0
0
2
102
2
224
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
31,549
2
2
78
446
39
39
39
0
223
223
223
0
16,609.08428
126.786903
10,516.33333
18,169.80364
31,497
4
4
4
0
4
4
48
48
0
48
48
0
0
0
0
64
64
63.393451
63.393451
39
223
112.6
100.780951
10,156.8
0
0
0
0
0
0
0
0
1
140.75
39
223
64
0
0
0
0
0
0
2
78
2
446
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
215
2
2
82
152
41
41
41
0
76
76
76
0
1,088,372.093
18,604.65116
71.666667
118.934156
209
3
3
3
0
3
3
3
3
0
3
3
0
0
0
0
40
40
9,302.325581
9,302.325581
41
76
55
19.17029
367.5
0
0
0
0
0
0
0
0
1
68.75
41
76
40
0
0
0
0
0
0
2
82
2
152
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
50,171
48
1
1
6
6
6
6
6
0
6
6
6
0
250,000
41,666.66667
48
0
48
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
20,833.33333
20,833.33333
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
229
256
0
20
0
0
0
0
0
0
0
0
BENIGN
42,604
9,546
3
1
31
6
31
0
10.333333
17.897858
6
6
6
0
3,875.968992
419.023675
3,182
5,456.037115
9,482
3
9,485
4,742.5
6,702.665179
9,482
3
0
0
0
0
0
0
0
0
0
96
20
314.267756
104.755919
0
31
7.4
13.446189
180.8
0
0
0
0
1
0
0
0
0
9.25
10.333333
6
96
0
0
0
0
0
0
3
31
1
6
1,006
0
1
32
0
0
0
0
0
0
0
0
BENIGN
53
30,724
2
2
94
350
47
47
47
0
175
175
175
0
14,451.24333
130.191381
10,241.33333
17,655.37123
30,628
48
48
48
0
48
48
48
48
0
48
48
0
0
0
0
64
64
65.095691
65.095691
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
53
38,549
2
2
58
122
29
29
29
0
61
61
61
0
4,669.381826
103.764041
12,849.66667
22,249.34732
38,541
4
4
4
0
4
4
4
4
0
4
4
0
0
0
0
64
64
51.88202
51.88202
29
61
41.8
17.527122
307.2
0
0
0
0
0
0
0
0
1
52.25
29
61
64
0
0
0
0
0
0
2
58
2
122
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
774
2
2
70
158
35
35
35
0
79
79
79
0
294,573.6434
5,167.958656
258
439.940905
766
4
4
4
0
4
4
4
4
0
4
4
0
0
0
0
64
64
2,583.979328
2,583.979328
35
79
52.6
24.099793
580.8
0
0
0
0
0
0
0
0
1
65.75
35
79
64
0
0
0
0
0
0
2
70
2
158
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
80
11,508,905
8
4
584
11,632
584
0
73
206.47518
11,632
0
2,908
5,816
1,061.438947
1.042671
1,046,264.091
2,350,665.342
6,504,193
47
6,509,596
929,942.2857
2,459,552.032
6,507,682
221
11,500,000
3,836,286
3,405,179.915
6,504,193
942
0
0
0
0
264
136
0.695114
0.347557
0
11,632
939.692308
3,216.69083
10,300,000
0
0
0
1
0
0
0
0
0
1,018
73
2,908
264
0
0
0
0
0
0
8
584
4
11,632
29,200
236
1
32
989
0
989
989
6,504,193
0
6,504,193
6,504,193
DoS GoldenEye
53
31,549
2
2
64
270
32
32
32
0
135
135
135
0
10,586.70639
126.786903
10,516.33333
18,210.49358
31,544
1
1
1
0
1
1
4
4
0
4
4
0
0
0
0
64
40
63.393451
63.393451
32
135
73.2
56.415423
3,182.7
0
0
0
0
0
0
0
0
1
91.5
32
135
64
0
0
0
0
0
0
2
64
2
270
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
39,250
4
4
120
528
30
30
30
0
132
132
132
0
16,509.55414
203.821656
5,607.142857
14,663.63904
38,861
3
39,097
13,032.33333
22,529.37295
39,047
3
39,109
13,036.33333
22,496.45324
39,013
48
0
0
0
0
80
80
101.910828
101.910828
30
132
75.333333
53.75872
2,890
0
0
0
0
0
0
0
0
1
84.75
30
132
80
0
0
0
0
0
0
4
120
4
528
-1
-1
3
20
0
0
0
0
0
0
0
0
BENIGN
53
187
2
2
64
96
32
32
32
0
48
48
48
0
855,614.9733
21,390.37433
62.333333
69.615611
138
1
1
1
0
1
1
48
48
0
48
48
0
0
0
0
64
80
10,695.18717
10,695.18717
32
48
38.4
8.763561
76.8
0
0
0
0
0
0
0
0
1
48
32
48
64
0
0
0
0
0
0
2
64
2
96
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
37,726
2
2
92
254
46
46
46
0
127
127
127
0
9,171.393734
106.027673
12,575.33333
21,735.22855
37,673
4
4
4
0
4
4
49
49
0
49
49
0
0
0
0
40
40
53.013837
53.013837
46
127
78.4
44.365527
1,968.3
0
0
0
0
0
0
0
0
1
98
46
127
40
0
0
0
0
0
0
2
92
2
254
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
80
11,507,694
5
4
450
3,525
450
0
90
201.246118
3,525
0
881.25
1,762.5
345.421072
0.782085
1,438,461.75
2,692,044.779
6,503,640
46
6,509,118
1,627,279.5
3,253,727.001
6,507,870
306
11,500,000
3,835,882.333
3,404,921.007
6,503,640
846
0
0
0
0
168
136
0.434492
0.347594
0
3,525
397.5
1,107.954196
1,227,562.5
0
0
0
1
0
0
0
0
0
441.666667
90
881.25
168
0
0
0
0
0
0
5
450
4
3,525
29,200
235
1
32
893
0
893
893
6,503,640
0
6,503,640
6,503,640
DoS GoldenEye
443
138,082
1
1
0
0
0
0
0
0
0
0
0
0
0
14.484147
138,082
0
138,082
138,082
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
7.242074
7.242074
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
1,084
65
0
32
0
0
0
0
0
0
0
0
BENIGN
54,516
306
3
1
31
6
31
0
10.333333
17.897858
6
6
6
0
120,915.0327
13,071.89542
102
109.877204
219
1
220
110
154.149278
219
1
0
0
0
0
0
0
0
0
0
96
20
9,803.921569
3,267.973856
0
31
7.4
13.446189
180.8
0
0
0
0
1
0
0
0
0
9.25
10.333333
6
96
0
0
0
0
0
0
3
31
1
6
1,111
0
1
32
0
0
0
0
0
0
0
0
BENIGN
53
210
2
2
78
134
39
39
39
0
67
67
67
0
1,009,523.81
19,047.61905
70
38.118237
114
47
49
49
0
49
49
47
47
0
47
47
0
0
0
0
64
64
9,523.809524
9,523.809524
39
67
50.2
15.336232
235.2
0
0
0
0
0
0
0
0
1
62.75
39
67
64
0
0
0
0
0
0
2
78
2
134
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
49,105
2
2
78
146
39
39
39
0
73
73
73
0
4,561.653599
81.4581
16,368.33333
28,346.45488
49,100
1
1
1
0
1
1
4
4
0
4
4
0
0
0
0
64
64
40.72905
40.72905
39
73
52.6
18.622567
346.8
0
0
0
0
0
0
0
0
1
65.75
39
73
64
0
0
0
0
0
0
2
78
2
146
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
43,750
65
1
1
0
0
0
0
0
0
0
0
0
0
0
30,769.23077
65
0
65
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
15,384.61538
15,384.61538
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
79
338
0
32
0
0
0
0
0
0
0
0
BENIGN
53
62,005
2
2
78
190
39
39
39
0
95
95
95
0
4,322.232078
64.510927
20,668.33333
35,795.13935
62,001
1
1
1
0
1
1
3
3
0
3
3
0
0
0
0
64
64
32.255463
32.255463
39
95
61.4
30.672463
940.8
0
0
0
0
0
0
0
0
1
76.75
39
95
64
0
0
0
0
0
0
2
78
2
190
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
638,169
2
2
56
176
28
28
28
0
88
88
88
0
363.540065
6.267932
212,723
368,443.5798
638,165
1
1
1
0
1
1
3
3
0
3
3
0
0
0
0
40
40
3.133966
3.133966
28
88
52
32.863353
1,080
0
0
0
0
0
0
0
0
1
65
28
88
40
0
0
0
0
0
0
2
56
2
176
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
443
36,993
2
1
0
0
0
0
0
0
0
0
0
0
0
81.096424
18,496.5
26,156.58694
36,992
1
1
1
0
1
1
0
0
0
0
0
0
0
0
0
64
44
54.064282
27.032141
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
64
0
0
0
0
0
0
2
0
1
0
65,535
370
0
32
0
0
0
0
0
0
0
0
BENIGN
34,979
53
2
1
31
6
31
0
15.5
21.92031
6
6
6
0
698,113.2075
56,603.77358
26.5
31.819805
49
4
4
4
0
4
4
0
0
0
0
0
1
0
0
0
64
20
37,735.84906
18,867.92453
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
1,039
0
0
32
0
0
0
0
0
0
0
0
BENIGN
33,438
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
0
0
0
0
20
20
16,129.03226
16,129.03226
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
62
344
0
20
0
0
0
0
0
0
0
0
BENIGN
51,737
55
3
1
31
6
31
0
10.333333
17.897858
6
6
6
0
672,727.2727
72,727.27273
18.333333
27.465129
50
1
5
2.5
2.12132
4
1
0
0
0
0
0
0
0
0
0
96
20
54,545.45455
18,181.81818
0
31
7.4
13.446189
180.8
0
0
0
0
1
0
0
0
0
9.25
10.333333
6
96
0
0
0
0
0
0
3
31
1
6
1,006
0
1
32
0
0
0
0
0
0
0
0
BENIGN
50,106
69
1
1
0
0
0
0
0
0
0
0
0
0
0
28,985.50725
69
0
69
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
14,492.75362
14,492.75362
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
115
338
0
32
0
0
0
0
0
0
0
0
BENIGN
53
140,178
1
1
45
176
45
45
45
0
176
176
176
0
1,576.566936
14.267574
140,178
0
140,178
140,178
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
32
7.133787
7.133787
45
176
88.666667
75.632885
5,720.333333
0
0
0
0
0
0
0
0
1
133
45
176
20
0
0
0
0
0
0
1
45
1
176
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
80
11,514,480
8
6
436
11,632
436
0
54.5
154.149278
5,792
0
1,938.666667
2,544.918912
1,048.071645
1.21586
885,729.2308
2,183,001.469
6,509,268
1
6,513,072
930,438.8571
2,460,903.342
6,511,243
1
11,500,000
2,302,887.2
3,197,510.794
6,509,268
49
0
0
0
0
264
200
0.694777
0.521083
0
5,792
804.533333
1,801.083399
3,243,901.41
0
0
0
1
0
0
0
0
0
862
54.5
1,938.666667
264
0
0
0
0
0
0
8
436
6
11,632
29,200
235
1
32
897
0
897
897
6,509,268
0
6,509,268
6,509,268
DoS GoldenEye
53
31,424
2
2
88
194
44
44
44
0
97
97
97
0
8,974.032587
127.291242
10,474.66667
18,135.72666
31,416
4
4
4
0
4
4
4
4
0
4
4
0
0
0
0
64
64
63.645621
63.645621
44
97
65.2
29.029296
842.7
0
0
0
0
0
0
0
0
1
81.5
44
97
64
0
0
0
0
0
0
2
88
2
194
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
47,218
68
1
1
0
0
0
0
0
0
0
0
0
0
0
29,411.76471
68
0
68
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
14,705.88235
14,705.88235
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
123
303
0
32
0
0
0
0
0
0
0
0
BENIGN
45,851
46
1
1
0
0
0
0
0
0
0
0
0
0
0
43,478.26087
46
0
46
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
21,739.13043
21,739.13043
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
562
339
0
32
0
0
0
0
0
0
0
0
BENIGN
53
281
2
2
84
116
42
42
42
0
58
58
58
0
711,743.7722
14,234.87544
93.666667
157.039273
275
3
3
3
0
3
3
3
3
0
3
3
0
0
0
0
40
40
7,117.437722
7,117.437722
42
58
48.4
8.763561
76.8
0
0
0
0
0
0
0
0
1
60.5
42
58
40
0
0
0
0
0
0
2
84
2
116
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
53
30,930
2
2
88
344
44
44
44
0
172
172
172
0
13,967.02231
129.324281
10,310
17,851.38166
30,923
3
3
3
0
3
3
4
4
0
4
4
0
0
0
0
64
64
64.66214
64.66214
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
51,603
24
1
1
6
6
6
6
6
0
6
6
6
0
500,000
83,333.33333
24
0
24
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
41,666.66667
41,666.66667
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
1,014
65,335
0
20
0
0
0
0
0
0
0
0
BENIGN
58,058
45
1
1
6
6
6
6
6
0
6
6
6
0
266,666.6667
44,444.44444
45
0
45
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
22,222.22222
22,222.22222
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
29
256
0
20
0
0
0
0
0
0
0
0
BENIGN
53
289
2
2
62
152
31
31
31
0
76
76
76
0
740,484.4291
13,840.83045
96.333333
165.122177
287
1
1
1
0
1
1
1
1
0
1
1
0
0
0
0
64
64
6,920.415225
6,920.415225
31
76
49
24.647515
607.5
0
0
0
0
0
0
0
0
1
61.25
31
76
64
0
0
0
0
0
0
2
62
2
152
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
159
2
2
76
180
38
38
38
0
90
90
90
0
1,610,062.893
25,157.2327
53
84.87049
151
4
4
4
0
4
4
4
4
0
4
4
0
0
0
0
64
64
12,578.61635
12,578.61635
38
90
58.8
28.481573
811.2
0
0
0
0
0
0
0
0
1
73.5
38
90
64
0
0
0
0
0
0
2
76
2
180
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
80
11,507,707
8
6
416
11,632
416
0
52
147.078211
5,792
0
1,938.666667
2,544.918912
1,046.950535
1.216576
885,208.2308
2,181,737.318
6,503,122
44
6,506,122
929,446
2,458,195.327
6,504,109
212
11,500,000
2,301,532.6
3,195,357.876
6,503,122
48
0
0
0
0
264
200
0.695186
0.52139
0
5,792
803.2
1,801.383088
3,244,981.029
0
0
0
1
0
0
0
0
0
860.571429
52
1,938.666667
264
0
0
0
0
0
0
8
416
6
11,632
29,200
235
1
32
897
0
897
897
6,503,122
0
6,503,122
6,503,122
DoS GoldenEye
80
11,512,204
8
5
326
11,632
326
0
40.75
115.258405
10,184
0
2,326.4
4,437.056321
1,038.723775
1.129236
959,350.3333
2,262,615.635
6,507,197
1
6,510,770
930,110
2,460,477.293
6,509,948
1
11,500,000
2,878,039.5
3,378,874.243
6,507,197
196
0
0
0
0
264
168
0.694915
0.434322
0
10,184
854.142857
2,713.257986
7,361,768.901
0
0
0
1
0
0
0
0
0
919.846154
40.75
2,326.4
264
0
0
0
0
0
0
8
326
5
11,632
29,200
235
1
32
892
0
892
892
6,507,197
0
6,507,197
6,507,197
DoS GoldenEye
51,961
12,021
3
1
43
6
31
6
14.333333
14.433757
6
6
6
0
4,076.199983
332.751019
4,007
6,916.091093
11,993
1
11,994
5,997
8,479.62452
11,993
1
0
0
0
0
0
0
0
0
0
60
20
249.563264
83.187755
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
980
0
2
20
0
0
0
0
0
0
0
0
BENIGN
53
54,170
2
2
60
256
30
30
30
0
128
128
128
0
5,833.48717
73.84161
18,056.66667
31,269.00191
54,163
3
3
3
0
3
3
4
4
0
4
4
0
0
0
0
64
40
36.920805
36.920805
30
128
69.2
53.676811
2,881.2
0
0
0
0
0
0
0
0
1
86.5
30
128
64
0
0
0
0
0
0
2
60
2
256
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
1,028
2
2
94
220
47
47
47
0
110
110
110
0
305,447.4708
3,891.050584
342.666667
590.919904
1,025
0
0
0
0
0
0
3
3
0
3
3
0
0
0
0
64
64
1,945.525292
1,945.525292
47
110
72.2
34.506521
1,190.7
0
0
0
0
0
0
0
0
1
90.25
47
110
64
0
0
0
0
0
0
2
94
2
220
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
50,240
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
53
21,091
2
2
60
264
30
30
30
0
132
132
132
0
15,362.00275
189.654355
7,030.333333
12,131.01605
21,038
4
49
49
0
49
49
4
4
0
4
4
0
0
0
0
64
64
94.827177
94.827177
30
132
70.8
55.867701
3,121.2
0
0
0
0
0
0
0
0
1
88.5
30
132
64
0
0
0
0
0
0
2
60
2
264
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
80
11,513,325
5
5
471
3,525
471
0
94.2
210.637604
2,077
0
705
990.64474
347.076105
0.868559
1,279,258.333
2,565,152.803
6,508,582
53
6,512,631
1,628,157.75
3,255,638.838
6,511,616
176
11,500,000
2,878,318
3,379,305.925
6,508,582
192
0
0
0
0
168
168
0.434279
0.434279
0
2,077
363.272727
719.780257
518,083.6182
0
0
0
1
0
0
0
0
1
399.6
94.2
705
168
0
0
0
0
0
0
5
471
5
3,525
29,200
235
1
32
918
0
918
918
6,508,582
0
6,508,582
6,508,582
DoS GoldenEye
53
150
2
2
76
188
38
38
38
0
94
94
94
0
1,760,000
26,666.66667
50
84.005952
147
1
1
1
0
1
1
2
2
0
2
2
0
0
0
0
40
40
13,333.33333
13,333.33333
38
94
60.4
30.672463
940.8
0
0
0
0
0
0
0
0
1
75.5
38
94
40
0
0
0
0
0
0
2
76
2
188
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
53
30,749
2
2
66
184
33
33
33
0
92
92
92
0
8,130.345702
130.085531
10,249.66667
17,707.05838
30,696
4
49
49
0
49
49
4
4
0
4
4
0
0
0
0
40
40
65.042766
65.042766
33
92
56.6
32.315631
1,044.3
0
0
0
0
0
0
0
0
1
70.75
33
92
40
0
0
0
0
0
0
2
66
2
184
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
53
217
2
2
68
380
34
34
34
0
190
190
190
0
2,064,516.129
18,433.17972
72.333333
119.223879
210
3
3
3
0
3
3
4
4
0
4
4
0
0
0
0
40
40
9,216.589862
9,216.589862
34
190
96.4
85.444719
7,300.8
0
0
0
0
0
0
0
0
1
120.5
34
190
40
0
0
0
0
0
0
2
68
2
380
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
53
119
2
2
46
46
23
23
23
0
23
23
23
0
773,109.2437
33,613.44538
39.666667
66.972631
117
1
1
1
0
1
1
1
1
0
1
1
0
0
0
0
64
64
16,806.72269
16,806.72269
23
23
23
0
0
0
0
0
0
0
0
0
0
1
28.75
23
23
64
0
0
0
0
0
0
2
46
2
46
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
64,318
1
1
41
105
41
41
41
0
105
105
105
0
2,269.971081
31.095494
64,318
0
64,318
64,318
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
15.547747
15.547747
41
105
62.333333
36.950417
1,365.333333
0
0
0
0
0
0
0
0
1
93.5
41
105
20
0
0
0
0
0
0
1
41
1
105
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
34,157
56
1
1
0
0
0
0
0
0
0
0
0
0
0
35,714.28571
56
0
56
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
17,857.14286
17,857.14286
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
32
0
0
0
0
0
0
1
0
1
0
5,835
31,196
0
32
0
0
0
0
0
0
0
0
BENIGN
53
51,794
2
2
76
164
38
38
38
0
82
82
82
0
4,633.74136
77.229023
17,264.66667
29,898.08369
51,788
3
3
3
0
3
3
3
3
0
3
3
0
0
0
0
64
64
38.614511
38.614511
38
82
55.6
24.099793
580.8
0
0
0
0
0
0
0
0
1
69.5
38
82
64
0
0
0
0
0
0
2
76
2
164
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
31,540
2
2
62
172
31
31
31
0
86
86
86
0
7,419.150285
126.823082
10,513.33333
18,126.48905
31,444
48
48
48
0
48
48
48
48
0
48
48
0
0
0
0
40
40
63.411541
63.411541
31
86
53
30.124741
907.5
0
0
0
0
0
0
0
0
1
66.25
31
86
40
0
0
0
0
0
0
2
62
2
172
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
57,213
93
1
1
0
0
0
0
0
0
0
0
0
0
0
21,505.37634
93
0
93
93
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
10,752.68817
10,752.68817
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
285
241
0
32
0
0
0
0
0
0
0
0
BENIGN
80
28,736
1
1
0
0
0
0
0
0
0
0
0
0
0
69.599109
28,736
0
28,736
28,736
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
34.799555
34.799555
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
282
8,192
0
32
0
0
0
0
0
0
0
0
BENIGN
53
135,379
4
2
124
254
31
31
31
0
127
127
127
0
2,792.161266
44.32002
27,075.8
40,030.8379
89,048
1
46,327
15,442.33333
26,743.44184
46,323
1
4
4
0
4
4
0
0
0
0
80
40
29.54668
14.77334
31
127
58.428571
46.843204
2,194.285714
0
0
0
0
0
0
0
0
0
68.166667
31
127
80
0
0
0
0
0
0
4
124
2
254
-1
-1
3
20
0
0
0
0
0
0
0
0
BENIGN
53
240
2
2
56
568
28
28
28
0
284
284
284
0
2,600,000
16,666.66667
80
96.083297
188
4
4
4
0
4
4
48
48
0
48
48
0
0
0
0
40
40
8,333.333333
8,333.333333
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
31,239
2
2
84
362
42
42
42
0
181
181
181
0
14,277.02551
128.045072
10,413
18,030.64891
31,233
3
3
3
0
3
3
3
3
0
3
3
0
0
0
0
64
40
64.022536
64.022536
42
181
97.6
76.133435
5,796.3
0
0
0
0
0
0
0
0
1
122
42
181
64
0
0
0
0
0
0
2
84
2
362
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
61,077
2
2
90
146
45
45
45
0
73
73
73
0
3,863.974982
65.491101
20,359
35,256.76022
61,070
3
4
4
0
4
4
3
3
0
3
3
0
0
0
0
40
40
32.745551
32.745551
45
73
56.2
15.336232
235.2
0
0
0
0
0
0
0
0
1
70.25
45
73
40
0
0
0
0
0
0
2
90
2
146
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
38,590
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
0
0
0
0
32
32
19,230.76923
19,230.76923
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
380
355
0
32
0
0
0
0
0
0
0
0
BENIGN
53
31,046
2
2
68
132
34
34
34
0
66
66
66
0
6,442.053727
128.841075
10,348.66667
17,843.0101
30,952
46
46
46
0
46
46
48
48
0
48
48
0
0
0
0
64
40
64.420537
64.420537
34
66
46.8
17.527122
307.2
0
0
0
0
0
0
0
0
1
58.5
34
66
64
0
0
0
0
0
0
2
68
2
132
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
53
24,069
2
2
84
162
42
42
42
0
81
81
81
0
10,220.61573
166.188874
8,023
13,852.09302
24,018
4
4
4
0
4
4
47
47
0
47
47
0
0
0
0
40
40
83.094437
83.094437
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
45,294
64
1
1
0
0
0
0
0
0
0
0
0
0
0
31,250
64
0
64
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
15,625
15,625
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