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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-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
83,410
1
1
40
56
40
40
40
0
56
56
56
0
1,150.941134
23.97794
83,410
0
83,410
83,410
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
11.98897
11.98897
40
56
45.333333
9.237604
85.333333
0
0
0
0
0
0
0
0
1
68
40
56
20
0
0
0
0
0
0
1
40
1
56
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
23,520
1
1
39
99
39
39
39
0
99
99
99
0
5,867.346939
85.034014
23,520
0
23,520
23,520
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
42.517007
42.517007
39
99
59
34.641016
1,200
0
0
0
0
0
0
0
0
1
88.5
39
99
20
0
0
0
0
0
0
1
39
1
99
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
23,306
1
1
45
173
45
45
45
0
173
173
173
0
9,353.814468
85.814812
23,306
0
23,306
23,306
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
42.907406
42.907406
45
173
87.666667
73.900834
5,461.333333
0
0
0
0
0
0
0
0
1
131.5
45
173
20
0
0
0
0
0
0
1
45
1
173
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
23,689
1
1
51
67
51
51
51
0
67
67
67
0
4,981.21491
84.427371
23,689
0
23,689
23,689
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
42.213686
42.213686
51
67
56.333333
9.237604
85.333333
0
0
0
0
0
0
0
0
1
84.5
51
67
20
0
0
0
0
0
0
1
51
1
67
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
6,839,562
2
2
119
264
61
58
59.5
2.12132
139
125
132
9.899495
55.997738
0.584833
2,279,854
3,870,959.823
6,749,583
23,265
6,816,297
6,816,297
0
6,816,297
6,816,297
6,772,848
6,772,848
0
6,772,848
6,772,848
0
0
0
0
52
52
0.292416
0.292416
58
139
88.2
40.307568
1,624.7
0
0
0
0
0
0
0
0
1
110.25
59.5
132
52
0
0
0
0
0
0
2
119
2
264
-1
-1
1
20
66,714
0
66,714
66,714
6,749,583
0
6,749,583
6,749,583
BENIGN
53
23,457
1
1
46
62
46
46
46
0
62
62
62
0
4,604.169331
85.262395
23,457
0
23,457
23,457
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
42.631198
42.631198
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
53
25,931
1
1
81
163
81
81
81
0
163
163
163
0
9,409.586981
77.127762
25,931
0
25,931
25,931
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
20
38.563881
38.563881
81
163
108.333333
47.342722
2,241.333333
0
0
0
0
0
0
0
0
1
162.5
81
163
32
0
0
0
0
0
0
1
81
1
163
-1
-1
0
32
0
0
0
0
0
0
0
0
BENIGN
53
60,440
1
1
51
67
51
51
51
0
67
67
67
0
1,952.349437
33.090668
60,440
0
60,440
60,440
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
32
16.545334
16.545334
51
67
56.333333
9.237604
85.333333
0
0
0
0
0
0
0
0
1
84.5
51
67
20
0
0
0
0
0
0
1
51
1
67
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
46,421
1
1
47
106
47
47
47
0
106
106
106
0
3,295.922104
43.083949
46,421
0
46,421
46,421
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
21.541975
21.541975
47
106
66.666667
34.063666
1,160.333333
0
0
0
0
0
0
0
0
1
100
47
106
20
0
0
0
0
0
0
1
47
1
106
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
46,385
1
1
49
148
49
49
49
0
148
148
148
0
4,247.062628
43.117387
46,385
0
46,385
46,385
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
20
21.558694
21.558694
49
148
82
57.157677
3,267
0
0
0
0
0
0
0
0
1
123
49
148
32
0
0
0
0
0
0
1
49
1
148
-1
-1
0
32
0
0
0
0
0
0
0
0
BENIGN
53
60,198
1
1
51
112
51
51
51
0
112
112
112
0
2,707.731154
33.223695
60,198
0
60,198
60,198
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
16.611848
16.611848
51
112
71.333333
35.218366
1,240.333333
0
0
0
0
0
0
0
0
1
107
51
112
20
0
0
0
0
0
0
1
51
1
112
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
92,446
1
1
56
204
56
56
56
0
204
204
204
0
2,812.452675
21.634251
92,446
0
92,446
92,446
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
20
10.817126
10.817126
56
204
105.333333
85.44784
7,301.333333
0
0
0
0
0
0
0
0
1
158
56
204
32
0
0
0
0
0
0
1
56
1
204
-1
-1
0
32
0
0
0
0
0
0
0
0
BENIGN
53
23,922
1
1
56
120
56
56
56
0
120
120
120
0
7,357.244378
83.60505
23,922
0
23,922
23,922
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
41.802525
41.802525
56
120
77.333333
36.950417
1,365.333333
0
0
0
0
0
0
0
0
1
116
56
120
20
0
0
0
0
0
0
1
56
1
120
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
23,345
1
1
66
122
66
66
66
0
122
122
122
0
8,053.116299
85.67145
23,345
0
23,345
23,345
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
42.835725
42.835725
66
122
84.666667
32.331615
1,045.333333
0
0
0
0
0
0
0
0
1
127
66
122
20
0
0
0
0
0
0
1
66
1
122
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
23,762
1
1
47
131
47
47
47
0
131
131
131
0
7,490.95194
84.167999
23,762
0
23,762
23,762
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
42.084
42.084
47
131
75
48.497423
2,352
0
0
0
0
0
0
0
0
1
112.5
47
131
20
0
0
0
0
0
0
1
47
1
131
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
60,370
1
1
52
68
52
52
52
0
68
68
68
0
1,987.742256
33.129038
60,370
0
60,370
60,370
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
16.564519
16.564519
52
68
57.333333
9.237604
85.333333
0
0
0
0
0
0
0
0
1
86
52
68
20
0
0
0
0
0
0
1
52
1
68
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
16,877,560
2
2
102
323
52
50
51
1.414214
255
68
161.5
132.228968
25.181365
0.237001
5,625,853.333
9,643,311.361
16,800,000
46,619
16,800,000
16,800,000
0
16,800,000
16,800,000
16,800,000
16,800,000
0
16,800,000
16,800,000
0
0
0
0
40
52
0.118501
0.118501
50
255
95
89.760793
8,057
0
0
0
0
0
0
0
0
1
118.75
51
161.5
40
0
0
0
0
0
0
2
102
2
323
-1
-1
1
20
69,959
0
69,959
69,959
16,800,000
0
16,800,000
16,800,000
BENIGN
53
30,793
1
1
48
105
48
48
48
0
105
105
105
0
4,968.661709
64.949826
30,793
0
30,793
30,793
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
32.474913
32.474913
48
105
67
32.908965
1,083
0
0
0
0
0
0
0
0
1
100.5
48
105
20
0
0
0
0
0
0
1
48
1
105
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
50,907,205
3
3
168
455
58
54
56
2
272
74
151.666667
105.670873
12.237953
0.117862
10,200,000
20,400,000
46,500,000
24,878
50,700,000
25,400,000
29,900,000
46,500,000
4,253,063
50,900,000
25,400,000
30,000,000
46,600,000
4,229,959
0
0
0
0
84
72
0.058931
0.058931
54
272
97.285714
79.445399
6,311.571429
0
0
0
0
0
0
0
0
1
113.5
56
151.666667
84
0
0
0
0
0
0
3
168
3
455
-1
-1
2
20
4,277,941
0
4,277,941
4,277,941
46,500,000
0
46,500,000
46,500,000
BENIGN
53
76,320
1
1
48
64
48
48
48
0
64
64
64
0
1,467.505241
26.205451
76,320
0
76,320
76,320
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
13.102725
13.102725
48
64
53.333333
9.237604
85.333333
0
0
0
0
0
0
0
0
1
80
48
64
20
0
0
0
0
0
0
1
48
1
64
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
60,992
1
1
58
124
58
58
58
0
124
124
124
0
2,983.997901
32.791186
60,992
0
60,992
60,992
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
16.395593
16.395593
58
124
80
38.105118
1,452
0
0
0
0
0
0
0
0
1
120
58
124
20
0
0
0
0
0
0
1
58
1
124
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
48,338
1
1
38
106
38
38
38
0
106
106
106
0
2,979.022715
41.375315
48,338
0
48,338
48,338
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
20
20.687658
20.687658
38
106
60.666667
39.259818
1,541.333333
0
0
0
0
0
0
0
0
1
91
38
106
32
0
0
0
0
0
0
1
38
1
106
-1
-1
0
32
0
0
0
0
0
0
0
0
BENIGN
53
5,254,984
2
2
120
309
63
57
60
4.242641
191
118
154.5
51.618795
81.636785
0.761182
1,751,661.333
2,919,640.963
5,122,615
23,677
5,146,292
5,146,292
0
5,146,292
5,146,292
5,231,307
5,231,307
0
5,231,307
5,231,307
0
0
0
0
52
52
0.380591
0.380591
57
191
97.2
58.379791
3,408.2
0
0
0
0
0
0
0
0
1
121.5
60
154.5
52
0
0
0
0
0
0
2
120
2
309
-1
-1
1
20
23,677
0
23,677
23,677
5,122,615
0
5,122,615
5,122,615
BENIGN
53
23,563
1
1
47
63
47
47
47
0
63
63
63
0
4,668.33595
84.878835
23,563
0
23,563
23,563
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
42.439418
42.439418
47
63
52.333333
9.237604
85.333333
0
0
0
0
0
0
0
0
1
78.5
47
63
20
0
0
0
0
0
0
1
47
1
63
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
48,951
1
1
56
117
56
56
56
0
117
117
117
0
3,534.146391
40.857184
48,951
0
48,951
48,951
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
32
20.428592
20.428592
56
117
76.333333
35.218366
1,240.333333
0
0
0
0
0
0
0
0
1
114.5
56
117
20
0
0
0
0
0
0
1
56
1
117
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
139,895
1
1
60
231
60
60
60
0
231
231
231
0
2,080.131527
14.296437
139,895
0
139,895
139,895
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
7.148218
7.148218
60
231
117
98.726896
9,747
0
0
0
0
0
0
0
0
1
175.5
60
231
20
0
0
0
0
0
0
1
60
1
231
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
50,361
1
1
62
90
62
62
62
0
90
90
90
0
3,018.208534
39.71327
50,361
0
50,361
50,361
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
20
19.856635
19.856635
62
90
71.333333
16.165808
261.333333
0
0
0
0
0
0
0
0
1
107
62
90
32
0
0
0
0
0
0
1
62
1
90
-1
-1
0
32
0
0
0
0
0
0
0
0
BENIGN
53
95,459
1
1
43
147
43
43
43
0
147
147
147
0
1,990.383306
20.951403
95,459
0
95,459
95,459
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
10.475702
10.475702
43
147
77.666667
60.044428
3,605.333333
0
0
0
0
0
0
0
0
1
116.5
43
147
20
0
0
0
0
0
0
1
43
1
147
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
28,722
1
1
45
61
45
45
45
0
61
61
61
0
3,690.550797
69.633034
28,722
0
28,722
28,722
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
34.816517
34.816517
45
61
50.333333
9.237604
85.333333
0
0
0
0
0
0
0
0
1
75.5
45
61
20
0
0
0
0
0
0
1
45
1
61
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
23,215
1
1
47
63
47
47
47
0
63
63
63
0
4,738.315744
86.151195
23,215
0
23,215
23,215
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
43.075598
43.075598
47
63
52.333333
9.237604
85.333333
0
0
0
0
0
0
0
0
1
78.5
47
63
20
0
0
0
0
0
0
1
47
1
63
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
23,414
1
1
53
128
53
53
53
0
128
128
128
0
7,730.417699
85.41898
23,414
0
23,414
23,414
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
32
42.70949
42.70949
53
128
78
43.30127
1,875
0
0
0
0
0
0
0
0
1
117
53
128
20
0
0
0
0
0
0
1
53
1
128
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
31,040
1
1
45
129
45
45
45
0
129
129
129
0
5,605.670103
64.43299
31,040
0
31,040
31,040
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
32.216495
32.216495
45
129
73
48.497423
2,352
0
0
0
0
0
0
0
0
1
109.5
45
129
20
0
0
0
0
0
0
1
45
1
129
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
23,422
1
1
57
121
57
57
57
0
121
121
121
0
7,599.692597
85.389804
23,422
0
23,422
23,422
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
20
42.694902
42.694902
57
121
78.333333
36.950417
1,365.333333
0
0
0
0
0
0
0
0
1
117.5
57
121
32
0
0
0
0
0
0
1
57
1
121
-1
-1
0
32
0
0
0
0
0
0
0
0
BENIGN
53
54,912,722
2
2
89
302
47
42
44.5
3.535534
175
127
151
33.941126
7.12039
0.072843
18,300,000
31,600,000
54,800,000
23,570
54,900,000
54,900,000
0
54,900,000
54,900,000
54,900,000
54,900,000
0
54,900,000
54,900,000
0
0
0
0
60
72
0.036421
0.036421
42
175
86.6
61.223362
3,748.3
0
0
0
0
0
0
0
0
1
108.25
44.5
151
60
0
0
0
0
0
0
2
89
2
302
-1
-1
1
20
23,570
0
23,570
23,570
54,800,000
0
54,800,000
54,800,000
BENIGN
53
2,791,073
2
2
97
286
55
42
48.5
9.192388
170
116
143
38.183766
137.223211
1.433141
930,357.6667
1,516,951.367
2,681,966
48,024
2,743,049
2,743,049
0
2,743,049
2,743,049
2,729,990
2,729,990
0
2,729,990
2,729,990
0
0
0
0
52
52
0.71657
0.71657
42
170
85
56.533176
3,196
0
0
0
0
0
0
0
0
1
106.25
48.5
143
52
0
0
0
0
0
0
2
97
2
286
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
53
23,420
1
1
46
90
46
46
46
0
90
90
90
0
5,807.002562
85.397097
23,420
0
23,420
23,420
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
32
42.698548
42.698548
46
90
60.666667
25.403412
645.333333
0
0
0
0
0
0
0
0
1
91
46
90
20
0
0
0
0
0
0
1
46
1
90
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
70,539,703
2
2
113
247
58
55
56.5
2.12132
136
111
123.5
17.67767
5.103509
0.056706
23,500,000
40,700,000
70,500,000
23,676
70,500,000
70,500,000
0
70,500,000
70,500,000
70,500,000
70,500,000
0
70,500,000
70,500,000
0
0
0
0
52
40
0.028353
0.028353
55
136
83.6
37.500667
1,406.3
0
0
0
0
0
0
0
0
1
104.5
56.5
123.5
52
0
0
0
0
0
0
2
113
2
247
-1
-1
1
20
48,059
0
48,059
48,059
70,500,000
0
70,500,000
70,500,000
BENIGN
53
23,406
1
1
53
117
53
53
53
0
117
117
117
0
7,263.094933
85.448176
23,406
0
23,406
23,406
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
42.724088
42.724088
53
117
74.333333
36.950417
1,365.333333
0
0
0
0
0
0
0
0
1
111.5
53
117
20
0
0
0
0
0
0
1
53
1
117
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
70,367,096
2
2
115
212
66
49
57.5
12.020815
114
98
106
11.313709
4.647058
0.056845
23,500,000
40,600,000
70,300,000
23,466
70,300,000
70,300,000
0
70,300,000
70,300,000
70,300,000
70,300,000
0
70,300,000
70,300,000
0
0
0
0
52
40
0.028422
0.028422
49
114
78.6
26.566897
705.8
0
0
0
0
0
0
0
0
1
98.25
57.5
106
52
0
0
0
0
0
0
2
115
2
212
-1
-1
1
20
23,490
0
23,490
23,490
70,300,000
0
70,300,000
70,300,000
BENIGN
53
23,529
1
1
58
139
58
58
58
0
139
139
139
0
8,372.646521
85.001488
23,529
0
23,529
23,529
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
42.500744
42.500744
58
139
85
46.765372
2,187
0
0
0
0
0
0
0
0
1
127.5
58
139
20
0
0
0
0
0
0
1
58
1
139
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
86,782,656
2
2
86
200
45
41
43
2.828427
105
95
100
7.071068
3.295589
0.046092
28,900,000
50,000,000
86,600,000
25,100
86,800,000
86,800,000
0
86,800,000
86,800,000
86,700,000
86,700,000
0
86,700,000
86,700,000
0
0
0
0
64
52
0.023046
0.023046
41
105
66.2
31.099839
967.2
0
0
0
0
0
0
0
0
1
82.75
43
100
64
0
0
0
0
0
0
2
86
2
200
-1
-1
1
32
129,575
0
129,575
129,575
86,600,000
0
86,600,000
86,600,000
BENIGN
53
23,646
1
1
61
139
61
61
61
0
139
139
139
0
8,458.090163
84.580902
23,646
0
23,646
23,646
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
42.290451
42.290451
61
139
87
45.033321
2,028
0
0
0
0
0
0
0
0
1
130.5
61
139
20
0
0
0
0
0
0
1
61
1
139
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
23,845
1
1
55
116
55
55
55
0
116
116
116
0
7,171.314741
83.875026
23,845
0
23,845
23,845
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
41.937513
41.937513
55
116
75.333333
35.218366
1,240.333333
0
0
0
0
0
0
0
0
1
113
55
116
20
0
0
0
0
0
0
1
55
1
116
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
64,313
1
1
57
144
57
57
57
0
144
144
144
0
3,125.340133
31.097912
64,313
0
64,313
64,313
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
20
15.548956
15.548956
57
144
86
50.229473
2,523
0
0
0
0
0
0
0
0
1
129
57
144
32
0
0
0
0
0
0
1
57
1
144
-1
-1
0
32
0
0
0
0
0
0
0
0
BENIGN
53
168,963
1
1
44
60
44
44
44
0
60
60
60
0
615.519374
11.836911
168,963
0
168,963
168,963
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
32
5.918456
5.918456
44
60
49.333333
9.237604
85.333333
0
0
0
0
0
0
0
0
1
74
44
60
20
0
0
0
0
0
0
1
44
1
60
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
23,634
1
1
75
157
75
75
75
0
157
157
157
0
9,816.366252
84.623847
23,634
0
23,634
23,634
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
42.311924
42.311924
75
157
102.333333
47.342722
2,241.333333
0
0
0
0
0
0
0
0
1
153.5
75
157
20
0
0
0
0
0
0
1
75
1
157
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
81,910
1
1
42
98
42
42
42
0
98
98
98
0
1,709.193017
24.417043
81,910
0
81,910
81,910
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
12.208522
12.208522
42
98
60.666667
32.331615
1,045.333333
0
0
0
0
0
0
0
0
1
91
42
98
20
0
0
0
0
0
0
1
42
1
98
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
47,543
1
1
47
75
47
47
47
0
75
75
75
0
2,566.098059
42.067181
47,543
0
47,543
47,543
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
21.033591
21.033591
47
75
56.333333
16.165808
261.333333
0
0
0
0
0
0
0
0
1
84.5
47
75
20
0
0
0
0
0
0
1
47
1
75
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
47,785
1
1
48
113
48
48
48
0
113
113
113
0
3,369.258135
41.854138
47,785
0
47,785
47,785
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
20.927069
20.927069
48
113
69.666667
37.527768
1,408.333333
0
0
0
0
0
0
0
0
1
104.5
48
113
20
0
0
0
0
0
0
1
48
1
113
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
128,956
1
1
46
216
46
46
46
0
216
216
216
0
2,031.700735
15.509166
128,956
0
128,956
128,956
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
20
7.754583
7.754583
46
216
102.666667
98.149546
9,633.333333
0
0
0
0
0
0
0
0
1
154
46
216
32
0
0
0
0
0
0
1
46
1
216
-1
-1
0
32
0
0
0
0
0
0
0
0
BENIGN
53
48,326
1
1
44
102
44
44
44
0
102
102
102
0
3,021.148036
41.38559
48,326
0
48,326
48,326
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
20
20.692795
20.692795
44
102
63.333333
33.486316
1,121.333333
0
0
0
0
0
0
0
0
1
95
44
102
32
0
0
0
0
0
0
1
44
1
102
-1
-1
0
32
0
0
0
0
0
0
0
0
BENIGN
53
62,867,219
2
2
111
278
59
52
55.5
4.949747
154
124
139
21.213203
6.187644
0.063626
21,000,000
36,100,000
62,600,000
48,010
62,800,000
62,800,000
0
62,800,000
62,800,000
62,700,000
62,700,000
0
62,700,000
62,700,000
0
0
0
0
40
52
0.031813
0.031813
52
154
88.2
47.657109
2,271.2
0
0
0
0
0
0
0
0
1
110.25
55.5
139
40
0
0
0
0
0
0
2
111
2
278
-1
-1
1
20
181,135
0
181,135
181,135
62,600,000
0
62,600,000
62,600,000
BENIGN
53
566
1
1
55
71
55
55
55
0
71
71
71
0
222,614.841
3,533.568905
566
0
566
566
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
1,766.784452
1,766.784452
55
71
60.333333
9.237604
85.333333
0
0
0
0
0
0
0
0
1
90.5
55
71
20
0
0
0
0
0
0
1
55
1
71
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
23,461
1
1
47
91
47
47
47
0
91
91
91
0
5,882.102212
85.247858
23,461
0
23,461
23,461
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
42.623929
42.623929
47
91
61.666667
25.403412
645.333333
0
0
0
0
0
0
0
0
1
92.5
47
91
20
0
0
0
0
0
0
1
47
1
91
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
279,986
1
1
48
219
48
48
48
0
219
219
219
0
953.61911
7.143214
279,986
0
279,986
279,986
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
20
3.571607
3.571607
48
219
105
98.726896
9,747
0
0
0
0
0
0
0
0
1
157.5
48
219
32
0
0
0
0
0
0
1
48
1
219
-1
-1
0
32
0
0
0
0
0
0
0
0
BENIGN
53
62,233
1
1
58
138
58
58
58
0
138
138
138
0
3,149.454469
32.137291
62,233
0
62,233
62,233
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
40
16.068645
16.068645
58
138
84.666667
46.188022
2,133.333333
0
0
0
0
0
0
0
0
1
127
58
138
20
0
0
0
0
0
0
1
58
1
138
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
60,122
1
1
55
111
55
55
55
0
111
111
111
0
2,761.052527
33.265693
60,122
0
60,122
60,122
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
16.632847
16.632847
55
111
73.666667
32.331615
1,045.333333
0
0
0
0
0
0
0
0
1
110.5
55
111
20
0
0
0
0
0
0
1
55
1
111
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
61,215
1
1
58
139
58
58
58
0
139
139
139
0
3,218.165482
32.671731
61,215
0
61,215
61,215
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
16.335865
16.335865
58
139
85
46.765372
2,187
0
0
0
0
0
0
0
0
1
127.5
58
139
20
0
0
0
0
0
0
1
58
1
139
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
58,147,679
2
2
93
283
49
44
46.5
3.535534
152
131
141.5
14.849242
6.466294
0.06879
19,400,000
33,300,000
57,800,000
23,444
57,800,000
57,800,000
0
57,800,000
57,800,000
58,100,000
58,100,000
0
58,100,000
58,100,000
0
0
0
0
52
40
0.034395
0.034395
44
152
84
53.051861
2,814.5
0
0
0
0
0
0
0
0
1
105
46.5
141.5
52
0
0
0
0
0
0
2
93
2
283
-1
-1
1
20
23,444
0
23,444
23,444
57,800,000
0
57,800,000
57,800,000
BENIGN
53
153,357
1
1
42
213
42
42
42
0
213
213
213
0
1,662.786831
13.041465
153,357
0
153,357
153,357
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
6.520733
6.520733
42
213
99
98.726896
9,747
0
0
0
0
0
0
0
0
1
148.5
42
213
20
0
0
0
0
0
0
1
42
1
213
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
168,759
1
1
54
70
54
54
54
0
70
70
70
0
734.775627
11.85122
168,759
0
168,759
168,759
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
5.92561
5.92561
54
70
59.333333
9.237604
85.333333
0
0
0
0
0
0
0
0
1
89
54
70
20
0
0
0
0
0
0
1
54
1
70
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
9,740,076
2
2
100
197
58
42
50
11.313709
139
58
98.5
57.275649
30.492575
0.410674
3,246,692
5,515,382.871
9,615,286
48,040
9,692,036
9,692,036
0
9,692,036
9,692,036
9,663,326
9,663,326
0
9,663,326
9,663,326
0
0
0
0
52
40
0.205337
0.205337
42
139
71
38.639358
1,493
0
0
0
0
0
0
0
0
1
88.75
50
98.5
52
0
0
0
0
0
0
2
100
2
197
-1
-1
1
20
76,750
0
76,750
76,750
9,615,286
0
9,615,286
9,615,286
BENIGN
53
153,871
1
1
45
216
45
45
45
0
216
216
216
0
1,696.226059
12.997901
153,871
0
153,871
153,871
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
32
6.49895
6.49895
45
216
102
98.726896
9,747
0
0
0
0
0
0
0
0
1
153
45
216
20
0
0
0
0
0
0
1
45
1
216
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
46,556
1
1
46
102
46
46
46
0
102
102
102
0
3,178.967265
42.959017
46,556
0
46,556
46,556
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
32
21.479509
21.479509
46
102
64.666667
32.331615
1,045.333333
0
0
0
0
0
0
0
0
1
97
46
102
20
0
0
0
0
0
0
1
46
1
102
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
60,516
1
1
44
92
44
44
44
0
92
92
92
0
2,247.339547
33.049111
60,516
0
60,516
60,516
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
32
16.524555
16.524555
44
92
60
27.712813
768
0
0
0
0
0
0
0
0
1
90
44
92
20
0
0
0
0
0
0
1
44
1
92
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
76,755
1
1
58
139
58
58
58
0
139
139
139
0
2,566.608039
26.056934
76,755
0
76,755
76,755
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
20
13.028467
13.028467
58
139
85
46.765372
2,187
0
0
0
0
0
0
0
0
1
127.5
58
139
32
0
0
0
0
0
0
1
58
1
139
-1
-1
0
32
0
0
0
0
0
0
0
0
BENIGN
53
48,835
1
1
54
110
54
54
54
0
110
110
110
0
3,358.247159
40.954234
48,835
0
48,835
48,835
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
20.477117
20.477117
54
110
72.666667
32.331615
1,045.333333
0
0
0
0
0
0
0
0
1
109
54
110
20
0
0
0
0
0
0
1
54
1
110
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
405
1
1
55
111
55
55
55
0
111
111
111
0
409,876.5432
4,938.271605
405
0
405
405
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
2,469.135802
2,469.135802
55
111
73.666667
32.331615
1,045.333333
0
0
0
0
0
0
0
0
1
110.5
55
111
32
0
0
0
0
0
0
1
55
1
111
-1
-1
0
32
0
0
0
0
0
0
0
0
BENIGN
53
491
1
1
64
117
64
64
64
0
117
117
117
0
368,635.4379
4,073.319756
491
0
491
491
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
2,036.659878
2,036.659878
64
117
81.666667
30.599564
936.333333
0
0
0
0
0
0
0
0
1
122.5
64
117
32
0
0
0
0
0
0
1
64
1
117
-1
-1
0
32
0
0
0
0
0
0
0
0
BENIGN
53
109,665
1
1
41
143
41
41
41
0
143
143
143
0
1,677.837049
18.237359
109,665
0
109,665
109,665
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
40
9.11868
9.11868
41
143
75
58.889727
3,468
0
0
0
0
0
0
0
0
1
112.5
41
143
32
0
0
0
0
0
0
1
41
1
143
-1
-1
0
32
0
0
0
0
0
0
0
0
BENIGN
53
25,309
1
1
54
121
54
54
54
0
121
121
121
0
6,914.536331
79.023272
25,309
0
25,309
25,309
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
39.511636
39.511636
54
121
76.333333
38.682468
1,496.333333
0
0
0
0
0
0
0
0
1
114.5
54
121
32
0
0
0
0
0
0
1
54
1
121
-1
-1
0
32
0
0
0
0
0
0
0
0
BENIGN
53
50,906
1
1
55
83
55
55
55
0
83
83
83
0
2,710.878875
39.2881
50,906
0
50,906
50,906
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
32
19.64405
19.64405
55
83
64.333333
16.165808
261.333333
0
0
0
0
0
0
0
0
1
96.5
55
83
20
0
0
0
0
0
0
1
55
1
83
-1
-1
0
20
0
0
0
0
0
0
0
0
BENIGN
53
163,477
1
1
43
108
43
43
43
0
108
108
108
0
923.677337
12.234137
163,477
0
163,477
163,477
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
6.117068
6.117068
43
108
64.666667
37.527768
1,408.333333
0
0
0
0
0
0
0
0
1
97
43
108
32
0
0
0
0
0
0
1
43
1
108
-1
-1
0
32
0
0
0
0
0
0
0
0
BENIGN
53
61,496
1
1
50
66
50
50
50
0
66
66
66
0
1,886.301548
32.52244
61,496
0
61,496
61,496
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
16.26122
16.26122
50
66
55.333333
9.237604
85.333333
0
0
0
0
0
0
0
0
1
83
50
66
32
0
0
0
0
0
0
1
50
1
66
-1
-1
0
32
0
0
0
0
0
0
0
0
BENIGN