Datasets:
bvsam
/
cic-ids-2017

Dataset card Data Studio Files
xet
 Community
1
Destination Port
int64
Flow Duration
int64
Total Fwd Packets
int64
Total Backward Packets
int64
Total Length of Fwd Packets
int64
Total Length of Bwd Packets
int64
Fwd Packet Length Max
int64
Fwd Packet Length Min
int64
Fwd Packet Length Mean
float64
Fwd Packet Length Std
float64
Bwd Packet Length Max
int64
Bwd Packet Length Min
int64
Bwd Packet Length Mean
float64
Bwd Packet Length Std
float64
Flow Bytes/s
float64
Flow Packets/s
float64
Flow IAT Mean
float64
Flow IAT Std
float64
Flow IAT Max
int64
Flow IAT Min
int64
Fwd IAT Total
int64
Fwd IAT Mean
float64
Fwd IAT Std
float64
Fwd IAT Max
int64
Fwd IAT Min
int64
Bwd IAT Total
int64
Bwd IAT Mean
float64
Bwd IAT Std
float64
Bwd IAT Max
int64
Bwd IAT Min
int64
Fwd PSH Flags
int64
Bwd PSH Flags
int64
Fwd URG Flags
int64
Bwd URG Flags
int64
Fwd Header Length
int64
Bwd Header Length
int64
Fwd Packets/s
float64
Bwd Packets/s
float64
Min Packet Length
int64
Max Packet Length
int64
Packet Length Mean
float64
Packet Length Std
float64
Packet Length Variance
float64
FIN Flag Count
int64
SYN Flag Count
int64
RST Flag Count
int64
PSH Flag Count
int64
ACK Flag Count
int64
URG Flag Count
int64
CWE Flag Count
int64
ECE Flag Count
int64
Down/Up Ratio
int64
Average Packet Size
float64
Avg Fwd Segment Size
float64
Avg Bwd Segment Size
float64
Fwd Header Length_duplicated_0
int64
Fwd Avg Bytes/Bulk
int64
Fwd Avg Packets/Bulk
int64
Fwd Avg Bulk Rate
int64
Bwd Avg Bytes/Bulk
int64
Bwd Avg Packets/Bulk
int64
Bwd Avg Bulk Rate
int64
Subflow Fwd Packets
int64
Subflow Fwd Bytes
int64
Subflow Bwd Packets
int64
Subflow Bwd Bytes
int64
Init_Win_bytes_forward
int64
Init_Win_bytes_backward
int64
act_data_pkt_fwd
int64
min_seg_size_forward
int64
Active Mean
float64
Active Std
float64
Active Max
int64
Active Min
int64
Idle Mean
float64
Idle Std
float64
Idle Max
int64
Idle Min
int64
Label
large_string
55,259
3
2
0
37
0
31
6
18.5
17.67767
0
0
0
0
12,300,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
1
0
0
0
40
0
666,666.6667
0
6
31
22.666667
14.433757
208.333333
0
1
0
0
1
0
0
0
0
34
18.5
0
40
0
0
0
0
0
0
2
37
0
0
110
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,142
110,379
3
1
12
6
6
0
4
3.464102
6
6
6
0
163.074498
36.238777
36,793
56,576.19635
101,944
49
110,379
55,189.5
66,190.14447
101,993
8,386
0
0
0
0
0
0
0
0
0
72
20
27.179083
9.059694
0
6
4.8
2.683282
7.2
0
0
0
0
1
1
0
0
0
6
4
6
72
0
0
0
0
0
0
3
12
1
6
245
253
1
20
0
0
0
0
0
0
0
0
BENIGN
55,062
18
2
0
12
0
6
6
6
0
0
0
0
0
666,666.6667
111,111.1111
18
0
18
18
18
18
0
18
18
0
0
0
0
0
0
0
0
0
40
0
111,111.1111
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
55
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,134
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
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
55
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,139
3
2
0
12
0
6
6
6
0
0
0
0
0
4,000,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
0
0
0
0
40
0
666,666.6667
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
30,016
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,133
3
2
0
12
0
6
6
6
0
0
0
0
0
4,000,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
0
0
0
0
40
0
666,666.6667
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
55
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,139
285,448
2
0
12
0
6
6
6
0
0
0
0
0
42.039181
7.00653
285,448
0
285,448
285,448
285,448
285,448
0
285,448
285,448
0
0
0
0
0
0
0
0
0
40
0
7.00653
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
30,016
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,131
117
1
1
6
6
6
6
6
0
6
6
6
0
102,564.1026
17,094.01709
117
0
117
117
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
8,547.008547
8,547.008547
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
286
256
0
20
0
0
0
0
0
0
0
0
BENIGN
8,820
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
300
253
0
20
0
0
0
0
0
0
0
0
BENIGN
8,821
27
1
1
6
6
6
6
6
0
6
6
6
0
444,444.4444
74,074.07407
27
0
27
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
37,037.03704
37,037.03704
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
302
256
0
20
0
0
0
0
0
0
0
0
BENIGN
55,061
3
2
0
12
0
6
6
6
0
0
0
0
0
4,000,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
0
0
0
0
40
0
666,666.6667
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
4,969
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,061
996,811
2
0
12
0
6
6
6
0
0
0
0
0
12.03839
2.006398
996,811
0
996,811
996,811
996,811
996,811
0
996,811
996,811
0
0
0
0
0
0
0
0
0
40
0
2.006398
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
4,969
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,184
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
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
135
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,185
205
2
0
12
0
6
6
6
0
0
0
0
0
58,536.58537
9,756.097561
205
0
205
205
205
205
0
205
205
0
0
0
0
0
0
0
0
0
40
0
9,756.097561
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
135
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,188
3
2
0
37
0
31
6
18.5
17.67767
0
0
0
0
12,300,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
1
0
0
0
40
0
666,666.6667
0
6
31
22.666667
14.433757
208.333333
0
1
0
0
1
0
0
0
0
34
18.5
0
40
0
0
0
0
0
0
2
37
0
0
123
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,187
1
2
0
37
0
31
6
18.5
17.67767
0
0
0
0
37,000,000
2,000,000
1
0
1
1
1
1
0
1
1
0
0
0
0
0
1
0
0
0
40
0
2,000,000
0
6
31
22.666667
14.433757
208.333333
0
1
0
0
1
0
0
0
0
34
18.5
0
40
0
0
0
0
0
0
2
37
0
0
123
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,132
3
2
0
12
0
6
6
6
0
0
0
0
0
4,000,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
0
0
0
0
40
0
666,666.6667
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
5,723
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,193
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
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
5,722
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,233
3
2
0
12
0
6
6
6
0
0
0
0
0
4,000,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
0
0
0
0
40
0
666,666.6667
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
5,743
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,231
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
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
4,970
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,231
999,353
2
0
12
0
6
6
6
0
0
0
0
0
12.007769
2.001295
999,353
0
999,353
999,353
999,353
999,353
0
999,353
999,353
0
0
0
0
0
0
0
0
0
40
0
2.001295
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
4,970
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
8,669
39,400
2
0
12
0
6
6
6
0
0
0
0
0
304.568528
50.761421
39,400
0
39,400
39,400
39,400
39,400
0
39,400
39,400
0
0
0
0
0
0
0
0
0
40
0
50.761421
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
254
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,025
39
1
1
6
6
6
6
6
0
6
6
6
0
307,692.3077
51,282.05128
39
0
39
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
25,641.02564
25,641.02564
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
123
255
0
20
0
0
0
0
0
0
0
0
BENIGN
55,060
56
1
1
6
6
6
6
6
0
6
6
6
0
214,285.7143
35,714.28571
56
0
56
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
17,857.14286
17,857.14286
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
123
255
0
20
0
0
0
0
0
0
0
0
BENIGN
55,081
74
1
1
6
6
6
6
6
0
6
6
6
0
162,162.1622
27,027.02703
74
0
74
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
13,513.51351
13,513.51351
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
31,088
64,202
0
20
0
0
0
0
0
0
0
0
BENIGN
55,099
60
1
1
6
6
6
6
6
0
6
6
6
0
200,000
33,333.33333
60
0
60
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
16,666.66667
16,666.66667
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
31,088
64,202
0
20
0
0
0
0
0
0
0
0
BENIGN
55,273
46
1
1
6
6
6
6
6
0
6
6
6
0
260,869.5652
43,478.26087
46
0
46
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
21,739.13043
21,739.13043
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
255
0
20
0
0
0
0
0
0
0
0
BENIGN
55,093
46
1
1
6
6
6
6
6
0
6
6
6
0
260,869.5652
43,478.26087
46
0
46
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
21,739.13043
21,739.13043
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
8,683
48
2
0
12
0
6
6
6
0
0
0
0
0
250,000
41,666.66667
48
0
48
48
48
48
0
48
48
0
0
0
0
0
0
0
0
0
40
0
41,666.66667
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
33
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
48,160
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
29
229
0
20
0
0
0
0
0
0
0
0
BENIGN
48,158
77
1
1
6
6
6
6
6
0
6
6
6
0
155,844.1558
25,974.02597
77
0
77
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
12,987.01299
12,987.01299
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
229
0
20
0
0
0
0
0
0
0
0
BENIGN
8,840
242
2
0
12
0
6
6
6
0
0
0
0
0
49,586.77686
8,264.46281
242
0
242
242
242
242
0
242
242
0
0
0
0
0
0
0
0
0
40
0
8,264.46281
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
33
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
8,681
385
2
1
12
6
6
6
6
0
6
6
6
0
46,753.24675
7,792.207792
192.5
270.821897
384
1
385
385
0
385
385
0
0
0
0
0
0
0
0
0
40
20
5,194.805195
2,597.402597
6
6
6
0
0
0
0
0
0
1
0
0
0
0
8
6
6
40
0
0
0
0
0
0
2
12
1
6
32
256
1
20
0
0
0
0
0
0
0
0
BENIGN
42,302
15,459
3
1
0
0
0
0
0
0
0
0
0
0
0
258.748949
5,153
6,165.589266
12,018
87
15,459
7,729.5
6,187.891442
12,105
3,354
0
0
0
0
0
0
0
0
0
96
44
194.061712
64.687237
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
96
0
0
0
0
0
0
3
0
1
0
237
366
0
32
0
0
0
0
0
0
0
0
BENIGN
8,703
12,816
3
0
18
0
6
6
6
0
0
0
0
0
1,404.494382
234.082397
6,408
9,058.037867
12,813
3
12,816
6,408
9,058.037867
12,813
3
0
0
0
0
0
0
0
0
0
60
0
234.082397
0
6
6
6
0
0
0
0
0
0
1
0
0
0
0
8
6
0
60
0
0
0
0
0
0
3
18
0
0
32
-1
2
20
0
0
0
0
0
0
0
0
BENIGN
8,672
3
2
0
12
0
6
6
6
0
0
0
0
0
4,000,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
0
0
0
0
40
0
666,666.6667
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
34
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
57,763
17
1
1
6
6
6
6
6
0
6
6
6
0
705,882.3529
117,647.0588
17
0
17
17
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
58,823.52941
58,823.52941
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
252
0
20
0
0
0
0
0
0
0
0
BENIGN
46,117
3
2
0
12
0
6
6
6
0
0
0
0
0
4,000,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
0
0
0
0
40
0
666,666.6667
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
31
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
52,888
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
135
1,615
0
32
0
0
0
0
0
0
0
0
BENIGN
40,990
208
2
1
31
6
31
0
15.5
21.92031
6
6
6
0
177,884.6154
14,423.07692
104
89.095454
167
41
208
208
0
208
208
0
0
0
0
0
1
0
0
0
64
20
9,615.384615
4,807.692308
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
939
0
0
32
0
0
0
0
0
0
0
0
BENIGN
40,990
102
1
2
0
12
0
0
0
0
6
6
6
0
117,647.0588
29,411.76471
51
2.828427
53
49
0
0
0
0
0
49
49
0
49
49
0
0
0
0
32
40
9,803.921569
19,607.84314
0
6
3
3.464102
12
0
0
0
0
1
0
0
0
2
4
0
6
32
0
0
0
0
0
0
1
0
2
12
939
0
0
32
0
0
0
0
0
0
0
0
BENIGN
57,796
249
2
1
37
6
31
6
18.5
17.67767
6
6
6
0
172,690.7631
12,048.19277
124.5
102.530483
197
52
249
249
0
249
249
0
0
0
0
0
1
0
0
0
40
20
8,032.128514
4,016.064257
6
31
18.5
14.433757
208.333333
0
1
0
0
1
0
0
0
0
24.666667
18.5
6
40
0
0
0
0
0
0
2
37
1
6
946
0
1
20
0
0
0
0
0
0
0
0
BENIGN
57,798
4
2
0
37
0
31
6
18.5
17.67767
0
0
0
0
9,250,000
500,000
4
0
4
4
4
4
0
4
4
0
0
0
0
0
1
0
0
0
40
0
500,000
0
6
31
22.666667
14.433757
208.333333
0
1
0
0
1
0
0
0
0
34
18.5
0
40
0
0
0
0
0
0
2
37
0
0
946
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
57,839
5
3
0
43
0
31
6
14.333333
14.433757
0
0
0
0
8,600,000
600,000
2.5
2.12132
4
1
5
2.5
2.12132
4
1
0
0
0
0
0
0
0
0
0
60
0
600,000
0
6
31
12.25
12.5
156.25
0
0
0
0
1
0
0
0
0
16.333333
14.333333
0
60
0
0
0
0
0
0
3
43
0
0
946
-1
2
20
0
0
0
0
0
0
0
0
BENIGN
57,840
5
3
0
43
0
31
6
14.333333
14.433757
0
0
0
0
8,600,000
600,000
2.5
2.12132
4
1
5
2.5
2.12132
4
1
0
0
0
0
0
0
0
0
0
60
0
600,000
0
6
31
12.25
12.5
156.25
0
0
0
0
1
0
0
0
0
16.333333
14.333333
0
60
0
0
0
0
0
0
3
43
0
0
946
-1
2
20
0
0
0
0
0
0
0
0
BENIGN
57,840
92
1
1
6
6
6
6
6
0
6
6
6
0
130,434.7826
21,739.13043
92
0
92
92
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
10,869.56522
10,869.56522
6
6
6
0
0
0
0
0
0
1
0
0
0
1
9
6
6
20
0
0
0
0
0
0
1
6
1
6
946
0
0
20
0
0
0
0
0
0
0
0
BENIGN
37,380
3
2
0
31
0
31
0
15.5
21.92031
0
0
0
0
10,300,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
1
0
0
0
64
0
666,666.6667
0
0
31
20.666667
17.897858
320.333333
0
1
0
0
1
0
0
0
0
31
15.5
0
64
0
0
0
0
0
0
2
31
0
0
939
-1
0
32
0
0
0
0
0
0
0
0
BENIGN
57,746
479
3
0
43
0
31
6
14.333333
14.433757
0
0
0
0
89,770.35491
6,263.048017
239.5
335.875721
477
2
479
239.5
335.875721
477
2
0
0
0
0
0
0
0
0
0
60
0
6,263.048017
0
6
31
12.25
12.5
156.25
0
0
0
0
1
0
0
0
0
16.333333
14.333333
0
60
0
0
0
0
0
0
3
43
0
0
946
-1
2
20
0
0
0
0
0
0
0
0
BENIGN
45,056
250
2
1
31
6
31
0
15.5
21.92031
6
6
6
0
148,000
12,000
125
48.083261
159
91
250
250
0
250
250
0
0
0
0
0
1
0
0
0
64
20
8,000
4,000
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
978
0
0
32
0
0
0
0
0
0
0
0
BENIGN
45,054
84
2
1
31
6
31
0
15.5
21.92031
6
6
6
0
440,476.1905
35,714.28571
42
57.982756
83
1
1
1
0
1
1
0
0
0
0
0
1
0
0
0
64
20
23,809.52381
11,904.7619
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
978
0
0
32
0
0
0
0
0
0
0
0
BENIGN
45,052
67
2
1
31
6
31
0
15.5
21.92031
6
6
6
0
552,238.806
44,776.1194
33.5
43.133514
64
3
3
3
0
3
3
0
0
0
0
0
1
0
0
0
64
20
29,850.74627
14,925.37313
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
978
0
0
32
0
0
0
0
0
0
0
0
BENIGN
43,596
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
967
237
0
32
0
0
0
0
0
0
0
0
BENIGN
57,701
43
1
1
6
6
6
6
6
0
6
6
6
0
279,069.7674
46,511.62791
43
0
43
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
23,255.81395
23,255.81395
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
946
256
0
20
0
0
0
0
0
0
0
0
BENIGN
57,700
58
1
1
6
6
6
6
6
0
6
6
6
0
206,896.5517
34,482.75862
58
0
58
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
17,241.37931
17,241.37931
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
946
256
0
20
0
0
0
0
0
0
0
0
BENIGN
46,336
53
1
1
0
0
0
0
0
0
0
0
0
0
0
37,735.84906
53
0
53
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
18,867.92453
18,867.92453
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
975
251
0
32
0
0
0
0
0
0
0
0
BENIGN
55,788
1
2
0
31
0
31
0
15.5
21.92031
0
0
0
0
31,000,000
2,000,000
1
0
1
1
1
1
0
1
1
0
0
0
0
0
1
0
0
0
64
0
2,000,000
0
0
31
20.666667
17.897858
320.333333
0
1
0
0
1
0
0
0
0
31
15.5
0
64
0
0
0
0
0
0
2
31
0
0
939
-1
0
32
0
0
0
0
0
0
0
0
BENIGN
55,788
47
1
3
0
18
0
0
0
0
6
6
6
0
382,978.7234
85,106.38298
15.666667
23.692474
43
1
0
0
0
0
0
4
2
1.414214
3
1
0
0
0
0
32
60
21,276.59574
63,829.78723
0
6
3.6
3.286335
10.8
0
0
0
0
1
0
0
0
3
4.5
0
6
32
0
0
0
0
0
0
1
0
3
18
939
0
0
32
0
0
0
0
0
0
0
0
BENIGN
43,674
105
1
1
0
0
0
0
0
0
0
0
0
0
0
19,047.61905
105
0
105
105
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
9,523.809524
9,523.809524
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
341
237
0
32
0
0
0
0
0
0
0
0
BENIGN
56,268
114,084
3
1
38
6
38
0
12.666667
21.93931
6
6
6
0
385.680727
35.061884
38,028
65,791.09763
113,997
1
114,084
57,042
80,668.15581
114,083
1
0
0
0
0
0
0
0
0
0
96
20
26.296413
8.765471
0
38
8.8
16.528763
273.2
0
0
0
0
1
0
0
0
0
11
12.666667
6
96
0
0
0
0
0
0
3
38
1
6
61
0
1
32
0
0
0
0
0
0
0
0
BENIGN
43,278
55,587
2
1
258
6
258
0
129
182.43355
6
6
6
0
4,749.311889
53.969453
27,793.5
39,192.80756
55,507
80
55,587
55,587
0
55,587
55,587
0
0
0
0
0
1
0
0
0
64
20
35.979636
17.989818
0
258
130.5
147.244694
21,681
0
1
0
0
1
0
0
0
0
174
129
6
64
0
0
0
0
0
0
2
258
1
6
123
0
0
32
0
0
0
0
0
0
0
0
BENIGN
43,326
6,895
3
1
150
6
150
0
50
86.60254
6
6
6
0
22,625.09065
580.130529
2,298.333333
3,611.76665
6,465
60
6,895
3,447.5
4,352.242238
6,525
370
0
0
0
0
0
0
0
0
0
96
20
435.097897
145.032632
0
150
31.2
66.462019
4,417.2
0
0
0
0
1
0
0
0
0
39
50
6
96
0
0
0
0
0
0
3
150
1
6
114
0
1
32
0
0
0
0
0
0
0
0
BENIGN
43,322
6,814
3
1
150
6
150
0
50
86.60254
6
6
6
0
22,894.04168
587.02671
2,271.333333
3,635.106647
6,465
20
6,814
3,407
4,352.949345
6,485
329
0
0
0
0
0
0
0
0
0
96
20
440.270032
146.756677
0
150
31.2
66.462019
4,417.2
0
0
0
0
1
0
0
0
0
39
50
6
96
0
0
0
0
0
0
3
150
1
6
114
0
1
32
0
0
0
0
0
0
0
0
BENIGN
43,315
769
2
0
0
0
0
0
0
0
0
0
0
0
0
2,600.780234
769
0
769
769
769
769
0
769
769
0
0
0
0
0
0
0
0
0
64
0
2,600.780234
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
64
0
0
0
0
0
0
2
0
0
0
114
-1
0
32
0
0
0
0
0
0
0
0
BENIGN
43,327
47
2
0
0
0
0
0
0
0
0
0
0
0
0
42,553.19149
47
0
47
47
47
47
0
47
47
0
0
0
0
0
0
0
0
0
64
0
42,553.19149
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
64
0
0
0
0
0
0
2
0
0
0
114
-1
0
32
0
0
0
0
0
0
0
0
BENIGN
43,100
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
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
5,114
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
43,112
220
2
0
12
0
6
6
6
0
0
0
0
0
54,545.45455
9,090.909091
220
0
220
220
220
220
0
220
220
0
0
0
0
0
0
0
0
0
40
0
9,090.909091
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
5,114
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
43,106
3
2
0
12
0
6
6
6
0
0
0
0
0
4,000,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
0
0
0
0
40
0
666,666.6667
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
5,114
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
60,018
0
2
0
12
0
6
6
6
0
0
0
0
0
null
null
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
40
0
0
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
5,114
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
34,314
111
1
1
0
0
0
0
0
0
0
0
0
0
0
18,018.01802
111
0
111
111
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
9,009.009009
9,009.009009
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
63
437
0
32
0
0
0
0
0
0
0
0
BENIGN
48,660
4
2
0
31
0
31
0
15.5
21.92031
0
0
0
0
7,750,000
500,000
4
0
4
4
4
4
0
4
4
0
0
0
0
0
1
0
0
0
64
0
500,000
0
0
31
20.666667
17.897858
320.333333
0
1
0
0
1
0
0
0
0
31
15.5
0
64
0
0
0
0
0
0
2
31
0
0
61
-1
0
32
0
0
0
0
0
0
0
0
BENIGN
46,702
4
2
0
31
0
31
0
15.5
21.92031
0
0
0
0
7,750,000
500,000
4
0
4
4
4
4
0
4
4
0
0
0
0
0
1
0
0
0
64
0
500,000
0
0
31
20.666667
17.897858
320.333333
0
1
0
0
1
0
0
0
0
31
15.5
0
64
0
0
0
0
0
0
2
31
0
0
61
-1
0
32
0
0
0
0
0
0
0
0
BENIGN
54,192
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
57
229
0
32
0
0
0
0
0
0
0
0
BENIGN
54,194
86
1
1
0
0
0
0
0
0
0
0
0
0
0
23,255.81395
86
0
86
86
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
11,627.90698
11,627.90698
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
57
229
0
32
0
0
0
0
0
0
0
0
BENIGN
53,210
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
68
251
0
32
0
0
0
0
0
0
0
0
BENIGN
55,288
195
3
1
43
6
31
6
14.333333
14.433757
6
6
6
0
251,282.0513
20,512.82051
65
62.506
128
3
195
97.5
133.643182
192
3
0
0
0
0
0
0
0
0
0
60
20
15,384.61538
5,128.205128
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
60
0
2
20
0
0
0
0
0
0
0
0
BENIGN
56,594
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
61
251
0
32
0
0
0
0
0
0
0
0
BENIGN
57,860
3
2
0
37
0
31
6
18.5
17.67767
0
0
0
0
12,300,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
1
0
0
0
40
0
666,666.6667
0
6
31
22.666667
14.433757
208.333333
0
1
0
0
1
0
0
0
0
34
18.5
0
40
0
0
0
0
0
0
2
37
0
0
60
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
57,870
3
2
0
37
0
31
6
18.5
17.67767
0
0
0
0
12,300,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
1
0
0
0
40
0
666,666.6667
0
6
31
22.666667
14.433757
208.333333
0
1
0
0
1
0
0
0
0
34
18.5
0
40
0
0
0
0
0
0
2
37
0
0
60
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
57,753
3
2
0
37
0
31
6
18.5
17.67767
0
0
0
0
12,300,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
1
0
0
0
40
0
666,666.6667
0
6
31
22.666667
14.433757
208.333333
0
1
0
0
1
0
0
0
0
34
18.5
0
40
0
0
0
0
0
0
2
37
0
0
62
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,228
3
2
0
12
0
6
6
6
0
0
0
0
0
4,000,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
0
0
0
0
40
0
666,666.6667
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
40,905
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,218
3
2
0
12
0
6
6
6
0
0
0
0
0
4,000,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
0
0
0
0
40
0
666,666.6667
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
40,905
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,230
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
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
40,905
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
59,403
83,392
2
1
0
0
0
0
0
0
0
0
0
0
0
35.974674
41,696
58,889.26695
83,337
55
83,392
83,392
0
83,392
83,392
0
0
0
0
0
0
0
0
0
64
32
23.983116
11.991558
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
252
319
0
32
0
0
0
0
0
0
0
0
BENIGN
8,818
48
2
0
12
0
6
6
6
0
0
0
0
0
250,000
41,666.66667
48
0
48
48
48
48
0
48
48
0
0
0
0
0
0
0
0
0
40
0
41,666.66667
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
385
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
57,844
34,209
5
1
3,565
6
1,430
6
713
712.087776
6
6
6
0
104,387.7342
175.392441
6,841.8
9,445.619683
19,482
2
34,209
8,552.25
9,972.843472
19,482
2
0
0
0
0
0
0
0
0
0
100
20
146.160367
29.232073
6
1,430
511
676.060402
457,057.6667
0
0
0
0
1
0
0
0
0
596.166667
713
6
100
0
0
0
0
0
0
5
3,565
1
6
343
0
4
20
0
0
0
0
0
0
0
0
BENIGN
57,841
35,453
4
1
3,565
6
2,860
6
891.25
1,351.864731
6
6
6
0
100,724.9034
141.031789
8,863.25
10,218.28532
19,676
89
35,453
11,817.66667
10,211.03366
19,676
276
0
0
0
0
0
0
0
0
0
80
20
112.825431
28.206358
6
2,860
596.166667
1,142.585212
1,305,500.967
0
0
0
0
1
0
0
0
0
715.4
891.25
6
80
0
0
0
0
0
0
4
3,565
1
6
343
0
3
20
0
0
0
0
0
0
0
0
BENIGN
57,845
34,481
5
1
3,565
6
1,430
6
713
712.087776
6
6
6
0
103,564.2818
174.008875
6,896.2
9,448.864016
19,187
32
34,481
8,620.25
9,961.377762
19,187
48
0
0
0
0
0
0
0
0
0
100
20
145.007395
29.001479
6
1,430
511
676.060402
457,057.6667
0
0
0
0
1
0
0
0
0
596.166667
713
6
100
0
0
0
0
0
0
5
3,565
1
6
343
0
4
20
0
0
0
0
0
0
0
0
BENIGN
57,843
34,641
4
1
3,565
6
2,123
6
891.25
1,060.627919
6
6
6
0
103,085.9386
144.337635
8,660.25
9,990.563026
18,961
2
34,641
11,547
9,987.742137
18,963
190
0
0
0
0
0
0
0
0
0
80
20
115.470108
28.867527
6
2,123
596.166667
940.179221
883,936.9667
0
0
0
0
1
0
0
0
0
715.4
891.25
6
80
0
0
0
0
0
0
4
3,565
1
6
343
0
3
20
0
0
0
0
0
0
0
0
BENIGN
57,842
34,176
4
1
3,565
6
2,860
6
891.25
1,351.864731
6
6
6
0
104,488.53
146.301498
8,544
9,890.223894
18,968
3
34,176
11,392
9,904.707568
18,968
184
0
0
0
0
0
0
0
0
0
80
20
117.041199
29.2603
6
2,860
596.166667
1,142.585212
1,305,500.967
0
0
0
0
1
0
0
0
0
715.4
891.25
6
80
0
0
0
0
0
0
4
3,565
1
6
343
0
3
20
0
0
0
0
0
0
0
0
BENIGN
38,920
58
1
1
0
0
0
0
0
0
0
0
0
0
0
34,482.75862
58
0
58
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
17,241.37931
17,241.37931
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
340
242
0
32
0
0
0
0
0
0
0
0
BENIGN
56,556
28,489
2
1
38
6
38
0
19
26.870058
6
6
6
0
1,544.455755
105.303802
14,244.5
20,055.66963
28,426
63
28,489
28,489
0
28,489
28,489
0
0
0
0
0
1
0
0
0
64
20
70.202534
35.101267
0
38
20.5
20.35518
414.333333
0
1
0
0
1
0
0
0
0
27.333333
19
6
64
0
0
0
0
0
0
2
38
1
6
349
0
0
32
0
0
0
0
0
0
0
0
BENIGN
33,224
7,797
2
0
0
0
0
0
0
0
0
0
0
0
0
256.508914
7,797
0
7,797
7,797
7,797
7,797
0
7,797
7,797
0
0
0
0
0
0
0
0
0
64
0
256.508914
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
64
0
0
0
0
0
0
2
0
0
0
925
-1
0
32
0
0
0
0
0
0
0
0
BENIGN
60,506
67
1
1
0
0
0
0
0
0
0
0
0
0
0
29,850.74627
67
0
67
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
14,925.37313
14,925.37313
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
1,265
0
32
0
0
0
0
0
0
0
0
BENIGN
54,903
3
2
0
12
0
6
6
6
0
0
0
0
0
4,000,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
0
0
0
0
40
0
666,666.6667
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
371
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
54,923
3
2
0
12
0
6
6
6
0
0
0
0
0
4,000,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
0
0
0
0
40
0
666,666.6667
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
502
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
8,781
70
2
0
12
0
6
6
6
0
0
0
0
0
171,428.5714
28,571.42857
70
0
70
70
70
70
0
70
70
0
0
0
0
0
0
0
0
0
40
0
28,571.42857
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
368
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
8,788
48
2
0
12
0
6
6
6
0
0
0
0
0
250,000
41,666.66667
48
0
48
48
48
48
0
48
48
0
0
0
0
0
0
0
0
0
40
0
41,666.66667
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
454
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
57,755
3
2
0
12
0
6
6
6
0
0
0
0
0
4,000,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
0
0
0
0
40
0
666,666.6667
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
362
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
57,760
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
351
253
0
20
0
0
0
0
0
0
0
0
BENIGN
57,114
18,687
5
2
4,022
12
1,418
0
804.4
740.39638
6
6
6
0
215,871.9966
374.591962
3,114.5
7,266.583454
17,943
7
18,687
4,671.75
8,849.296521
17,943
48
217
217
0
217
217
0
0
0
0
160
40
267.565687
107.026275
0
1,418
504.25
696.313917
484,853.0714
0
0
0
0
1
0
0
0
0
576.285714
804.4
6
160
0
0
0
0
0
0
5
4,022
2
12
340
0
3
32
0
0
0
0
0
0
0
0
BENIGN