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Flow Duration
int64
-919,011,000,000
120M
Total Fwd Packets
int32
0
310k
Total Backward Packets
int32
0
292k
Fwd Packets Length Total
float64
0
144M
Bwd Packets Length Total
float64
0
655M
Fwd Packet Length Max
float64
0
64.4k
Fwd Packet Length Mean
float32
0
16.5k
Fwd Packet Length Std
float32
0
18.4k
Bwd Packet Length Max
float64
0
65.2k
Bwd Packet Length Mean
float32
0
33.9k
Bwd Packet Length Std
float32
0
21.3k
Flow Bytes/s
float64
-261,000,000
2.94B
Flow Packets/s
float64
-2,000,000
4M
Flow IAT Mean
float32
-828,219,981,824
120M
Flow IAT Std
float32
0
474B
Flow IAT Max
float64
-828,220,000,000
980B
Flow IAT Min
float64
-947,405,000,000
120M
Fwd IAT Total
float64
-919,011,000,000
120M
Fwd IAT Mean
float32
-828,219,981,824
120M
Fwd IAT Std
float32
0
474B
Fwd IAT Max
float64
-828,220,000,000
980B
Fwd IAT Min
float64
-947,405,000,000
120M
Bwd IAT Total
float64
0
120M
Bwd IAT Mean
float32
0
120M
Bwd IAT Std
float32
0
84.8M
Bwd IAT Max
float64
0
120M
Bwd IAT Min
float64
0
120M
Fwd PSH Flags
int8
0
1
Fwd Header Length
int64
-212,543,795,000
134M
Bwd Header Length
int64
-17,003,494,240
5.84M
Fwd Packets/s
float32
0
4M
Bwd Packets/s
float32
0
2M
Packet Length Max
float64
0
65.2k
Packet Length Mean
float32
0
17.3k
Packet Length Std
float32
0
22.8k
Packet Length Variance
float32
0
519M
SYN Flag Count
int8
0
1
URG Flag Count
int8
0
1
Avg Packet Size
float32
0
17.5k
Avg Fwd Segment Size
float32
0
16.5k
Avg Bwd Segment Size
float32
0
33.9k
Subflow Fwd Packets
int32
0
310k
Subflow Fwd Bytes
int32
0
144M
Subflow Bwd Packets
int32
0
292k
Subflow Bwd Bytes
int32
0
655M
Init Fwd Win Bytes
int32
-1
65.5k
Init Bwd Win Bytes
int32
-1
65.5k
Fwd Act Data Packets
int32
0
310k
Fwd Seg Size Min
int32
-1,408,237,563
67.2M
Active Mean
float32
0
114M
Active Std
float32
0
75M
Active Max
float64
0
114M
Active Min
float64
0
114M
Idle Mean
float32
0
396B
Idle Std
float32
0
262B
Idle Max
float64
0
980B
Idle Min
float64
0
240B
Label
stringclasses
33 values
ClassLabel
stringclasses
8 values
4
2
0
12
0
6
6
0
0
0
0
3,000,000
500,000
4
0
4
4
4
4
0
4
4
0
0
0
0
0
0
40
0
500,000
0
6
6
0
0
0
1
9
6
0
2
12
0
0
329
-1
1
20
0
0
0
0
0
0
0
0
Benign
Benign
1
2
0
12
0
6
6
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
40
0
2,000,000
0
6
6
0
0
0
1
9
6
0
2
12
0
0
329
-1
1
20
0
0
0
0
0
0
0
0
Benign
Benign
3
2
0
12
0
6
6
0
0
0
0
4,000,000
666,666.666667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
0
40
0
666,666.6875
0
6
6
0
0
0
1
9
6
0
2
12
0
0
245
-1
1
20
0
0
0
0
0
0
0
0
Benign
Benign
1
2
0
12
0
6
6
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
40
0
2,000,000
0
6
6
0
0
0
1
9
6
0
2
12
0
0
245
-1
1
20
0
0
0
0
0
0
0
0
Benign
Benign
609
7
4
484
414
233
69.14286
111.967896
207
103.5
119.511505
1,474,548.440066
18,062.397373
60.900002
115.194954
381
2
609
101.5
177.089523
460
2
467
155.666672
263.560883
460
3
0
164
104
11,494.25293
6,568.144531
233
74.833336
107.527443
11,562.151367
0
0
81.63636
69.14286
103.5
7
484
4
414
8,192
2,053
5
20
0
0
0
0
0
0
0
0
Benign
Benign
879
9
4
656
3,064
313
72.888885
136.153809
1,532
766
884.50061
4,232,081.911263
14,789.533561
73.25
209.055069
734
1
879
109.875
281.977417
806
1
764
254.666672
434.168549
756
3
0
204
104
10,238.908203
4,550.625488
1,532
265.714294
547.842529
300,131.4375
0
0
286.153839
72.888885
766
9
656
4
3,064
8,192
2,053
7
20
0
0
0
0
0
0
0
0
Benign
Benign
1,160
9
6
3,134
3,048
1,552
348.222229
682.482544
1,518
508
782.347229
5,329,310.344828
12,931.034483
82.85714
218.246109
836
1
1,160
145
326.90802
950
1
1,022
204.399994
354.353363
836
3
0
204
144
7,758.620605
5,172.413574
1,552
386.375
684.968994
469,182.53125
0
0
412.133331
348.222229
508
9
3,134
6
3,048
8,192
2,053
7
20
0
0
0
0
0
0
0
0
Benign
Benign
524
7
4
2,812
2,820
1,397
401.714294
679.914856
1,410
705
814.063904
10,748,091.603053
20,992.366412
52.400002
83.678223
284
1
524
87.333336
143.728455
377
1
440
146.666672
169.163635
342
49
0
164
104
13,358.77832
7,633.587891
1,410
469.333344
689.943359
476,021.875
0
0
512
401.714294
705
7
2,812
4
2,820
8,192
2,053
5
20
0
0
0
0
0
0
0
0
Benign
Benign
6
1
1
6
6
6
6
0
6
6
0
2,000,000
333,333.333333
6
0
6
6
0
0
0
0
0
0
0
0
0
0
0
20
20
166,666.671875
166,666.671875
6
6
0
0
0
0
9
6
6
1
6
1
6
2,053
251
0
20
0
0
0
0
0
0
0
0
Benign
Benign
1,119
9
6
3,160
3,060
1,565
351.111115
688.214966
1,524
510
785.445618
5,558,534.405719
13,404.825737
79.928574
190.290649
704
1
1,119
139.875
263.037994
759
1
1,047
209.399994
310.63855
704
3
0
204
144
8,042.895508
5,361.930176
1,565
388.75
689.242554
475,055.28125
0
0
414.666656
351.111115
510
9
3,160
6
3,060
8,192
2,053
7
20
0
0
0
0
0
0
0
0
Benign
Benign
18,378
13
13
4,160
5,724
1,672
320
612.97406
2,634
440.307678
817.30896
537,816.955055
1,414.735009
735.119995
3,222.599609
16,177
1
18,378
1,531.5
4,628.949219
16,177
3
18,292
1,524.333374
4,674.379395
16,337
1
0
284
284
707.367493
707.367493
2,634
366.074066
700.494812
490,693
0
0
380.153839
320
440.307678
13
4,160
13
5,724
8,192
0
11
20
0
0
0
0
0
0
0
0
Benign
Benign
822
7
4
458
356
220
65.428574
105.626472
178
89
102.768349
990,267.639903
13,381.995134
82.199997
177.666229
579
1
822
137
269.600433
683
1
660
220
375.855011
654
3
0
164
104
8,515.81543
4,866.180176
220
67.833336
97.7286
9,550.878906
0
0
74
65.428574
89
7
458
4
356
8,192
2,053
5
20
0
0
0
0
0
0
0
0
Benign
Benign
876
9
4
630
2,942
300
70
130.422394
1,471
735.5
849.282227
4,077,625.570776
14,840.182648
73
209.199341
734
1
876
109.5
281.355408
804
1
756
252
429.549774
748
3
0
204
104
10,273.972656
4,566.209961
1,471
255.142853
525.978333
276,653.21875
0
0
274.769226
70
735.5
9
630
4
2,942
8,192
2,053
7
20
0
0
0
0
0
0
0
0
Benign
Benign
1,009
7
4
2,748
2,780
1,365
392.571442
664.300598
1,390
695
802.516846
5,478,691.774034
10,901.883053
100.900002
248.102783
804
1
1,009
168.166672
340.192535
861
1
864
288
492.768707
857
3
0
164
104
6,937.562012
3,964.321045
1,390
460.666656
677.172791
458,562.96875
0
0
502.545441
392.571442
695
7
2,748
4
2,780
8,192
2,053
5
20
0
0
0
0
0
0
0
0
Benign
Benign
616
7
4
484
414
233
69.14286
111.967896
207
103.5
119.511505
1,457,792.207792
17,857.142857
61.599998
119.006256
393
1
616
102.666664
180.493393
468
1
466
155.333328
262.983521
459
3
0
164
104
11,363.636719
6,493.506348
233
74.833336
107.527443
11,562.151367
0
0
81.63636
69.14286
103.5
7
484
4
414
8,192
2,053
5
20
0
0
0
0
0
0
0
0
Benign
Benign
5
1
1
6
6
6
6
0
6
6
0
2,400,000
400,000
5
0
5
5
0
0
0
0
0
0
0
0
0
0
0
20
20
200,000
200,000
6
6
0
0
0
0
9
6
6
1
6
1
6
2,053
255
0
20
0
0
0
0
0
0
0
0
Benign
Benign
946
9
4
654
3,064
312
72.666664
135.712936
1,532
766
884.50061
3,930,232.55814
13,742.071882
78.833336
193.222824
689
1
946
118.25
248.5896
730
1
790
263.333344
449.179626
782
3
0
204
104
9,513.742188
4,228.32959
1,532
265.571442
547.829407
300,117.03125
0
0
286
72.666664
766
9
654
4
3,064
8,192
2,053
7
20
0
0
0
0
0
0
0
0
Benign
Benign
927
9
6
3,160
3,060
1,565
351.111115
688.214966
1,524
510
785.445618
6,709,816.612729
16,181.229773
66.214287
181.835587
694
2
927
115.875
277.954498
801
2
909
181.800003
286.522614
694
47
0
204
144
9,708.738281
6,472.491699
1,565
388.75
689.242554
475,055.28125
0
0
414.666656
351.111115
510
9
3,160
6
3,060
8,192
2,053
7
20
0
0
0
0
0
0
0
0
Benign
Benign
973
9
6
3,112
3,012
1,541
345.777771
677.632019
1,500
502
773.052124
6,293,936.279548
15,416.238438
69.5
190.582001
727
1
973
121.625
294.127747
843
1
893
178.600006
309.713257
727
3
0
204
144
9,249.743164
6,166.495605
1,541
382.75
678.510742
460,376.875
0
0
408.266663
345.777771
502
9
3,112
6
3,012
8,192
2,053
7
20
0
0
0
0
0
0
0
0
Benign
Benign
953
7
4
2,814
2,836
1,398
402
680.402832
1,418
709
818.682678
5,928,646.379853
11,542.497377
95.300003
211.982727
692
1
953
158.833328
333.205292
837
2
854
284.666656
408.186646
756
49
0
164
104
7,345.225586
4,197.271973
1,418
470.833344
692.174133
479,105.0625
0
0
513.636353
402
709
7
2,814
4
2,836
8,192
2,053
5
20
0
0
0
0
0
0
0
0
Benign
Benign
740
8
6
4,948
270
2,465
618.5
937.901917
129
45
65.121422
7,051,351.351351
18,918.918919
56.923077
123.698196
459
0
740
105.714287
207.419632
550
0
694
138.800003
186.758408
472
47
0
184
144
10,810.810547
8,108.10791
2,465
347.866669
728.802551
531,153.125
0
0
372.714294
618.5
45
8
4,948
6
270
8,192
2,053
6
20
0
0
0
0
0
0
0
0
Benign
Benign
77,033
13
11
4,122
1,038
1,660
317.076935
600.681885
210
94.36364
89.663002
66,984.279465
311.554788
3,349.260986
15,550.735352
74,678
2
77,033
6,419.416504
21,541.960938
74,816
2
76,989
7,698.899902
23,561.136719
74,748
3
0
284
244
168.75885
142.795944
1,660
206.399994
444.884644
197,922.328125
0
0
215
317.076935
94.36364
13
4,122
11
1,038
8,192
0
11
20
0
0
0
0
0
0
0
0
Benign
Benign
46
1
1
6
6
6
6
0
6
6
0
260,869.565217
43,478.26087
46
0
46
46
0
0
0
0
0
0
0
0
0
0
0
20
20
21,739.130859
21,739.130859
6
6
0
0
0
0
9
6
6
1
6
1
6
0
254
0
20
0
0
0
0
0
0
0
0
Benign
Benign
1,112
9
7
3,134
3,054
1,552
348.222229
682.482544
1,518
436.285706
738.956421
5,564,748.201439
14,388.489209
74.133331
207.441864
819
1
1,112
139
298.786591
875
1
1,058
176.333328
317.479858
819
3
0
204
164
8,093.525391
6,294.963867
1,552
364
669.604004
448,369.5
0
0
386.75
348.222229
436.285706
9
3,134
7
3,054
8,192
2,053
7
20
0
0
0
0
0
0
0
0
Benign
Benign
655
7
4
2,812
2,820
1,397
401.714294
679.914856
1,410
705
814.063904
8,598,473.282443
16,793.89313
65.5
91.557205
274
0
655
109.166664
172.446411
459
1
556
185.333328
186.003586
372
0
0
164
104
10,687.022461
6,106.870117
1,410
469.333344
689.943359
476,021.875
0
0
512
401.714294
705
7
2,812
4
2,820
8,192
2,053
5
20
0
0
0
0
0
0
0
0
Benign
Benign
40,643
3
4
103
191
97
34.333332
54.353779
179
47.75
87.5457
7,233.717983
172.231381
6,773.833496
10,209.40625
19,958
3
20,083
10,041.5
14,094.759766
20,008
75
20,685
6,895
11,413.094727
20,069
3
0
72
92
73.813446
98.417931
179
36.75
66.282402
4,393.356934
0
0
42
34.333332
47.75
3
103
4
191
8,192
913
2
20
0
0
0
0
0
0
0
0
Benign
Benign
4
2
0
12
0
6
6
0
0
0
0
3,000,000
500,000
4
0
4
4
4
4
0
4
4
0
0
0
0
0
0
40
0
500,000
0
6
6
0
0
0
0
9
6
0
2
12
0
0
255
-1
1
20
0
0
0
0
0
0
0
0
Benign
Benign
26,361,049
21
14
3,720
2,672
936
177.142853
268.13678
952
190.857147
324.959381
242.47897
1.327717
775,325
4,298,075.5
25,084,797
1
26,361,049
1,318,052.5
5,597,543.5
25,084,797
1
1,068,197
82,169
295,756.8125
1,066,507
2
0
444
304
0.79663
0.531087
952
177.555557
285.093201
81,278.140625
0
0
182.628571
177.142853
190.857147
21
3,720
14
2,672
8,192
2,053
19
20
0
0
0
0
0
0
0
0
Benign
Benign
52
1
2
6
12
6
6
0
6
6
0
346,153.846154
57,692.307692
26
31.112698
48
4
0
0
0
0
0
4
4
0
4
4
0
20
40
19,230.769531
38,461.539063
6
6
0
0
0
1
8
6
6
1
6
2
12
251
2,053
0
20
0
0
0
0
0
0
0
0
Benign
Benign
1,067
9
6
3,084
2,984
1,527
342.666656
671.458679
1,486
497.333344
765.822632
5,686,972.820993
14,058.106842
76.214287
204.808426
782
1
1,067
133.375
311.196747
901
1
998
199.600006
331.007996
782
1
0
204
144
8,434.864258
5,623.242676
1,527
379.25
672.25061
451,920.875
0
0
404.533325
342.666656
497.333344
9
3,084
6
2,984
8,192
2,053
7
20
0
0
0
0
0
0
0
0
Benign
Benign
3,536
13
11
4,094
1,038
1,646
314.923065
595.465698
210
94.36364
89.663002
1,451,357.466063
6,787.330317
153.739136
318.338898
1,210
1
3,536
294.666656
468.52832
1,348
1
3,497
349.700012
468.643677
1,276
3
0
284
244
3,676.470703
3,110.859619
1,646
205.279999
441.073273
194,545.625
0
0
213.833328
314.923065
94.36364
13
4,094
11
1,038
8,192
0
11
20
0
0
0
0
0
0
0
0
Benign
Benign
519,267
15
10
4,844
3,982
1,660
322.933319
568.093872
1,268
398.200012
498.039001
16,997.036207
48.144789
21,636.125
74,227.679688
315,131
3
519,267
37,090.5
95,598.296875
315,131
3
7,445
827.222229
1,361.89917
3,835
3
0
324
224
28.886873
19.257915
1,660
339.461548
525.526367
276,177.9375
0
0
353.040009
322.933319
398.200012
15
4,844
10
3,982
8,192
2,050
13
20
0
0
0
0
0
0
0
0
Benign
Benign
46
2
1
12
6
6
6
0
6
6
0
391,304.347826
65,217.391304
23
26.870058
42
4
4
4
0
4
4
0
0
0
0
0
0
40
20
43,478.261719
21,739.130859
6
6
0
0
0
0
8
6
6
2
12
1
6
0
256
1
20
0
0
0
0
0
0
0
0
Benign
Benign
13,230,245
23
20
1,976
2,238
228
85.91304
67.343697
414
111.900002
126.098915
318.51262
3.250129
315,005.84375
2,009,537.625
13,026,743
3
13,230,245
601,374.75
2,775,567.5
13,026,743
3
13,229,879
696,309.4375
3,034,079.5
13,225,490
3
0
484
424
1.738441
1.511688
414
95.772728
98.653931
9,732.598633
0
0
98
85.91304
111.900002
23
1,976
20
2,238
8,192
2,050
21
20
202,580
0
202,580
202,580
13,026,743
0
13,026,743
13,026,743
Benign
Benign
55
1
1
6
6
6
6
0
6
6
0
218,181.818182
36,363.636364
55
0
55
55
0
0
0
0
0
0
0
0
0
0
0
20
20
18,181.818359
18,181.818359
6
6
0
0
0
1
9
6
6
1
6
1
6
252
2,050
0
20
0
0
0
0
0
0
0
0
Benign
Benign
464
10
4
165
326
79
16.5
33.012623
163
81.5
94.108093
1,058,189.655172
30,172.413793
35.692307
28.018995
101
0
464
51.555557
53.012054
163
0
320
106.666664
100.748863
223
48
0
336
144
21,551.724609
8,620.689453
163
32.733334
59.520065
3,542.638184
0
0
35.07143
16.5
81.5
10
165
4
326
29,200
2,081
3
32
0
0
0
0
0
0
0
0
Benign
Benign
1
2
0
7
0
7
3.5
4.949748
0
0
0
7,000,000
2,000,000
1
0
1
1
1
1
0
1
1
0
0
0
0
0
1
64
0
2,000,000
0
7
4.666667
4.041452
16.333334
1
0
7
3.5
0
2
7
0
0
237
-1
0
32
0
0
0
0
0
0
0
0
Benign
Benign
1,175
9
6
3,110
3,108
1,555
345.555542
685.690552
1,554
518
802.482178
5,291,914.893617
12,765.957447
83.928574
219.180099
842
1
1,175
146.875
307.714813
906
1
1,036
207.199997
358.963379
842
4
0
304
208
7,659.574707
5,106.382813
1,555
388.625
695.193604
483,294.125
0
0
414.533325
345.555542
518
9
3,110
6
3,108
29,200
2,081
2
32
0
0
0
0
0
0
0
0
Benign
Benign
77,216
19
11
3,412
6,654
1,293
179.578949
400.318817
3,069
604.909119
1,009.026489
130,361.583092
388.520514
2,662.620605
13,971.623047
75,306
1
77,216
4,289.777832
17,724.007813
75,306
1
76,926
7,692.600098
23,970.09375
75,912
1
0
624
368
246.062988
142.45752
3,069
324.709686
693.666565
481,173.28125
0
0
335.533325
179.578949
604.909119
19
3,412
11
6,654
29,200
2,076
10
32
0
0
0
0
0
0
0
0
Benign
Benign
1,053
9
6
3,110
3,108
1,555
345.555542
685.690552
1,554
518
802.482178
5,905,033.238367
14,245.014245
75.214287
204.371521
782
1
1,053
131.625
318.125732
916
1
995
199
328.089172
782
5
0
304
208
8,547.008789
5,698.005859
1,555
388.625
695.193604
483,294.125
0
0
414.533325
345.555542
518
9
3,110
6
3,108
29,200
2,081
2
32
0
0
0
0
0
0
0
0
Benign
Benign
436
10
4
165
326
79
16.5
33.012623
163
81.5
94.108093
1,126,146.788991
32,110.091743
33.53846
25.796043
87
1
436
48.444443
47.597561
148
1
302
100.666664
91.221344
206
48
0
336
144
22,935.779297
9,174.311523
163
32.733334
59.520065
3,542.638184
0
0
35.07143
16.5
81.5
10
165
4
326
29,200
2,081
3
32
0
0
0
0
0
0
0
0
Benign
Benign
1,172
9
6
3,110
3,108
1,555
345.555542
685.690552
1,554
518
802.482178
5,305,460.750853
12,798.634812
83.714287
220.346039
846
1
1,172
146.5
310.546997
913
1
1,046
209.199997
360.54361
846
3
0
304
208
7,679.180664
5,119.454102
1,555
388.625
695.193604
483,294.125
0
0
414.533325
345.555542
518
9
3,110
6
3,108
29,200
2,081
2
32
0
0
0
0
0
0
0
0
Benign
Benign
56,361,247
23
12
1,730
1,784
168
75.217392
81.815178
268
148.666672
84.884232
62.347804
0.620994
1,657,683.75
5,134,992
21,449,915
1
56,361,247
2,561,874.75
6,245,714
21,449,915
1
34,693,536
3,153,957.75
6,385,923.5
20,331,895
3
0
484
264
0.408082
0.212912
268
97.611115
89.260864
7,967.501465
0
0
100.400002
75.217392
148.666672
23
1,730
12
1,784
8,192
2,050
21
20
204,149
5,830.512695
210,844
200,187
11,360,298
7,620,304.5
20,131,476
6,367,360
Benign
Benign
73
1
1
6
6
6
6
0
6
6
0
164,383.561644
27,397.260274
73
0
73
73
0
0
0
0
0
0
0
0
0
0
0
20
20
13,698.629883
13,698.629883
6
6
0
0
0
1
9
6
6
1
6
1
6
253
2,050
0
20
0
0
0
0
0
0
0
0
Benign
Benign
512
11
4
172
326
79
15.636364
31.449238
163
81.5
94.108093
972,656.25
29,296.875
36.57143
29.042976
80
1
512
51.200001
43.42503
127
1
284
94.666664
158.774475
278
2
0
368
144
21,484.375
7,812.5
163
31.125
57.860607
3,347.850098
0
0
33.200001
15.636364
81.5
11
172
4
326
29,200
2,081
4
32
0
0
0
0
0
0
0
0
Benign
Benign
1,100
10
6
3,150
3,152
1,575
315
632.561646
1,576
525.333313
813.842896
5,729,090.909091
14,545.454545
73.333336
220.309097
867
1
1,100
122.222221
301.096252
922
1
1,026
205.199997
375.298828
867
1
0
336
208
9,090.90918
5,454.54541
1,576
370.705872
671.975708
451,551.34375
0
0
393.875
315
525.333313
10
3,150
6
3,152
29,200
2,081
3
32
0
0
0
0
0
0
0
0
Benign
Benign
15,745
17
13
3,452
6,666
1,313
203.058823
425.778473
3,069
512.769226
948.171997
642,616.703715
1,905.366783
542.93103
2,557.74707
13,828
1
15,745
984.0625
3,431.506836
13,828
1
15,655
1,304.583374
4,144.950684
14,460
1
0
560
408
1,079.707886
825.658936
3,069
326.387085
695.3573
483,521.78125
0
0
337.266663
203.058823
512.769226
17
3,452
13
6,666
29,200
0
10
32
0
0
0
0
0
0
0
0
Benign
Benign
1,135
9
6
3,150
3,150
1,575
350
694.509705
1,575
525
813.326477
5,550,660.792952
13,215.859031
81.071426
226.610977
864
1
1,135
141.875
324.625702
942
3
1,049
209.800003
373.4216
864
1
0
304
208
7,929.515625
5,286.34375
1,575
393.75
704.361389
496,125
0
0
420
350
525
9
3,150
6
3,150
29,200
2,081
2
32
0
0
0
0
0
0
0
0
Benign
Benign
425
10
4
165
326
79
16.5
33.012623
163
81.5
94.108093
1,155,294.117647
32,941.176471
32.692307
25.137569
78
1
425
47.222221
44.971596
140
1
262
87.333336
109.436432
211
3
0
336
144
23,529.412109
9,411.764648
163
32.733334
59.520065
3,542.638184
0
0
35.07143
16.5
81.5
10
165
4
326
29,200
2,081
3
32
0
0
0
0
0
0
0
0
Benign
Benign
1,122
10
6
3,150
3,152
1,575
315
632.561646
1,576
525.333313
813.842896
5,616,755.793226
14,260.249554
74.800003
212.528381
839
1
1,122
124.666664
281.873199
872
1
996
199.199997
363.030579
839
2
0
336
208
8,912.65625
5,347.59375
1,576
370.705872
671.975708
451,551.34375
0
0
393.875
315
525.333313
10
3,150
6
3,152
29,200
2,081
3
32
0
0
0
0
0
0
0
0
Benign
Benign
625
11
4
172
326
79
15.636364
31.449238
163
81.5
94.108093
796,800
24,000
44.642857
36.197338
128
1
625
62.5
44.895557
128
1
369
123
207.8461
363
3
0
368
144
17,600
6,400
163
31.125
57.860607
3,347.850098
0
0
33.200001
15.636364
81.5
11
172
4
326
29,200
2,081
4
32
0
0
0
0
0
0
0
0
Benign
Benign
1,155
9
6
3,226
3,232
1,613
358.444458
711.266174
1,616
538.666687
834.49884
5,591,341.991342
12,987.012987
82.5
196.309311
761
1
1,155
144.375
302.607208
891
1
1,039
207.800003
311.552094
761
47
0
304
208
7,792.208008
5,194.805176
1,616
403.625
722.026794
521,322.65625
0
0
430.533325
358.444458
538.666687
9
3,226
6
3,232
29,200
2,081
2
32
0
0
0
0
0
0
0
0
Benign
Benign
457
11
4
172
326
79
15.636364
31.449238
163
81.5
94.108093
1,089,715.536105
32,822.757112
32.642857
25.275732
82
1
457
45.700001
34.496536
92
1
296
98.666664
128.710266
245
3
0
368
144
24,070.021484
8,752.735352
163
31.125
57.860607
3,347.850098
0
0
33.200001
15.636364
81.5
11
172
4
326
29,200
2,081
4
32
0
0
0
0
0
0
0
0
Benign
Benign
1,175
9
6
3,226
3,232
1,613
358.444458
711.266174
1,616
538.666687
834.49884
5,496,170.212766
12,765.957447
83.928574
210.590179
811
-1
1,175
146.875
309.230133
910
1
1,042
208.399994
344.224915
811
3
0
304
208
7,659.574707
5,106.382813
1,616
403.625
722.026794
521,322.65625
0
0
430.533325
358.444458
538.666687
9
3,226
6
3,232
29,200
260
2
32
0
0
0
0
0
0
0
0
Benign
Benign
54,462
11
6
2,868
2,790
1,430
260.727264
578.106079
1,395
465
720.374878
103,888.950094
312.144247
3,403.875
13,290.255859
53,238
1
54,462
5,446.200195
16,833.595703
53,349
1
54,394
10,878.799805
23,736.951172
53,336
1
0
368
208
201.975693
110.168556
1,430
314.333344
604.073608
364,904.9375
0
0
332.823517
260.727264
465
11
2,868
6
2,790
29,200
2,075
4
32
0
0
0
0
0
0
0
0
Benign
Benign
61,588
11
6
2,866
2,676
1,429
260.545441
577.701538
1,338
446
690.940247
89,985.062025
276.027798
3,849.25
15,210.007813
60,886
0
61,588
6,158.799805
19,254.3125
60,956
0
61,569
12,313.799805
27,208.5
60,985
1
0
368
208
178.606216
97.421577
1,429
307.888885
592.019592
350,487.15625
0
0
326
260.545441
446
11
2,866
6
2,676
29,200
2,075
4
32
0
0
0
0
0
0
0
0
Benign
Benign
285,298
22
12
5,970
1,138
2,804
271.363647
696.788879
212
94.833336
79.791588
24,914.300135
119.173636
8,645.393555
42,597.351563
242,731
1
285,298
13,585.619141
53,230.695313
242,731
1
284,295
25,845
85,287.171875
282,995
3
0
720
400
77.11235
42.061283
2,804
203.085709
557.047668
310,302.09375
0
0
209.058823
271.363647
94.833336
22
5,970
12
1,138
29,200
2,081
11
32
0
0
0
0
0
0
0
0
Benign
Benign
66,026,109
39
34
12,254
6,204
1,793
314.205139
495.927368
348
182.470581
120.926285
279.556077
1.105623
917,029.3125
6,148,586.5
51,448,528
1
66,026,109
1,737,529.125
8,430,942
51,448,528
3
14,360,860
435,177.5625
1,743,332.625
7,778,632
3
0
804
704
0.590675
0.514948
1,793
249.432434
373.922699
139,818.1875
0
0
252.849319
314.205139
182.470581
39
12,254
34
6,204
8,192
2,053
37
20
219,753.5
8,215.874023
225,563
213,944
6,960,254.5
857,916.375
7,566,893
6,353,616
Benign
Benign
71
1
1
6
6
6
6
0
6
6
0
169,014.084507
28,169.014085
71
0
71
71
0
0
0
0
0
0
0
0
0
0
0
20
20
14,084.506836
14,084.506836
6
6
0
0
0
1
9
6
6
1
6
1
6
251
2,053
0
20
0
0
0
0
0
0
0
0
Benign
Benign
59,002,797
17
11
3,298
6,654
1,293
194
422.123047
3,069
604.909119
1,009.026489
168.66997
0.474554
2,185,288.75
11,343,837
58,946,457
1
59,002,797
3,687,674.75
14,735,679
58,946,457
1
15,124
1,512.400024
4,428.921875
14,112
3
0
560
368
0.288122
0.186432
3,069
343.172424
714.192261
510,070.5625
0
0
355.428558
194
604.909119
17
3,298
11
6,654
29,200
2,076
8
32
0
0
0
0
0
0
0
0
Benign
Benign
1,151
9
6
3,110
3,108
1,555
345.555542
685.690552
1,554
518
802.482178
5,402,258.9053
13,032.14596
82.214287
212.750549
818
1
1,151
143.875
344.075348
991
1
1,087
217.399994
337.454895
818
47
0
304
208
7,819.287598
5,212.858398
1,555
388.625
695.193604
483,294.125
0
0
414.533325
345.555542
518
9
3,110
6
3,108
29,200
2,081
2
32
0
0
0
0
0
0
0
0
Benign
Benign
371
10
4
165
326
79
16.5
33.012623
163
81.5
94.108093
1,323,450.134771
37,735.849057
28.538462
21.053961
49
1
371
41.222221
34.726711
100
1
219
73
84.326744
167
4
0
336
144
26,954.177734
10,781.670898
163
32.733334
59.520065
3,542.638184
0
0
35.07143
16.5
81.5
10
165
4
326
29,200
2,081
3
32
0
0
0
0
0
0
0
0
Benign
Benign
1,145
9
6
3,108
3,108
1,554
345.333344
685.249573
1,554
518
802.482178
5,428,820.960699
13,100.436681
81.785713
207.063049
798
1
1,145
143.125
301.416382
887
1
1,059
211.800003
329.108185
798
47
0
304
208
7,860.262207
5,240.174805
1,554
388.5
694.96991
482,983.1875
0
0
414.399994
345.333344
518
9
3,108
6
3,108
29,200
260
2
32
0
0
0
0
0
0
0
0
Benign
Benign
101,567
21
12
5,803
1,138
2,740
276.333344
695.933838
212
94.833336
79.791588
68,339.125897
324.908681
3,173.96875
12,306.138672
55,595
1
101,567
5,078.350098
15,414.117188
55,595
1
100,772
9,161.09082
30,011.474609
99,648
4
0
688
400
206.760071
118.148613
2,740
204.147064
551.884094
304,576.0625
0
0
210.333328
276.333344
94.833336
21
5,803
12
1,138
29,200
2,081
10
32
0
0
0
0
0
0
0
0
Benign
Benign
1
2
0
39
0
39
19.5
27.577164
0
0
0
39,000,000
2,000,000
1
0
1
1
1
1
0
1
1
0
0
0
0
0
1
64
0
2,000,000
0
39
26
22.516661
507
1
0
39
19.5
0
2
39
0
0
245
-1
0
32
0
0
0
0
0
0
0
0
Benign
Benign
119,719,148
231
0
0
0
0
0
0
0
0
0
0
1.929516
520,518.03125
2,274,525.75
20,694,308
0
119,719,148
520,518.03125
2,274,525.75
20,694,308
0
0
0
0
0
0
0
0
0
1.929516
0
0
0
0
0
0
0
0
0
0
231
0
0
0
-1
-1
0
0
8,721,244
8,761,761
22,509,459
17
12,685,486
5,296,658
20,694,308
6,499,982
Benign
Benign
8
7
0
192
0
31
27.428572
9.449112
0
0
0
24,000,000
875,000
1.333333
1.36626
4
0
8
1.333333
1.36626
4
0
0
0
0
0
0
1
140
0
875,000
0
31
27.875
8.838835
78.125
1
0
31.857143
27.428572
0
7
192
0
0
1,013
-1
6
20
0
0
0
0
0
0
0
0
Benign
Benign
1
2
0
37
0
31
18.5
17.67767
0
0
0
37,000,000
2,000,000
1
0
1
1
1
1
0
1
1
0
0
0
0
0
1
40
0
2,000,000
0
31
22.666666
14.433757
208.333328
1
0
34
18.5
0
2
37
0
0
1,013
-1
1
20
0
0
0
0
0
0
0
0
Benign
Benign
1
2
0
12
0
6
6
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
40
0
2,000,000
0
6
6
0
0
0
1
9
6
0
2
12
0
0
1,013
-1
1
20
0
0
0
0
0
0
0
0
Benign
Benign
12
13
0
378
0
31
29.076923
6.933753
0
0
0
31,500,000
1,083,333.333333
1
0.738549
3
0
12
1
0.738549
3
0
0
0
0
0
0
1
260
0
1,083,333.375
0
31
29.214285
6.681531
44.642857
1
0
31.461538
29.076923
0
13
378
0
0
1,013
-1
12
20
0
0
0
0
0
0
0
0
Benign
Benign
4
2
0
12
0
6
6
0
0
0
0
3,000,000
500,000
4
0
4
4
4
4
0
4
4
0
0
0
0
0
0
40
0
500,000
0
6
6
0
0
0
1
9
6
0
2
12
0
0
913
-1
1
20
0
0
0
0
0
0
0
0
Benign
Benign
1
2
0
12
0
6
6
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
40
0
2,000,000
0
6
6
0
0
0
1
9
6
0
2
12
0
0
913
-1
1
20
0
0
0
0
0
0
0
0
Benign
Benign
3
2
0
12
0
6
6
0
0
0
0
4,000,000
666,666.666667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
0
40
0
666,666.6875
0
6
6
0
0
0
1
9
6
0
2
12
0
0
913
-1
1
20
0
0
0
0
0
0
0
0
Benign
Benign
224,644
5
2
0
0
0
0
0
0
0
0
0
31.160414
37,440.667969
91,610.59375
224,440
3
224,644
56,161
112,186.015625
224,440
3
3
3
0
3
3
0
184
80
22.257439
8.902975
0
0
0
0
0
0
0
0
0
5
0
2
0
65,535
8,192
0
32
0
0
0
0
0
0
0
0
Benign
Benign
1,224
11
5
92
5,820
39
8.363636
15.396576
2,910
1,164
1,217.350342
4,830,065.359477
13,071.895425
81.599998
176.774185
683
1
1,224
122.400002
225.748734
683
1
358
89.5
165.727692
338
3
0
376
176
8,986.927734
4,084.967285
2,910
347.764709
815.835571
665,587.6875
0
0
369.5
8.363636
1,164
11
92
5
5,820
65,535
2,081
4
32
0
0
0
0
0
0
0
0
Benign
Benign
65,511,209
6
6
288
288
48
48
0
48
48
0
8.792388
0.183175
5,955,564.5
19,258,082
64,004,884
3
65,511,097
13,102,219
28,462,970
64,004,961
3
65,511,105
13,102,221
28,462,988
64,004,995
3
0
120
120
0.091587
0.091587
48
48
0
0
0
0
52
48
48
6
288
6
288
-1
-1
5
20
1,506,210
0
1,506,210
1,506,210
64,004,884
0
64,004,884
64,004,884
Benign
Benign
1,829
5
2
0
0
0
0
0
0
0
0
0
3,827.227993
304.833344
645.217896
1,620
2
1,829
457.25
777.915771
1,620
2
4
4
0
4
4
0
184
80
2,733.734375
1,093.493652
0
0
0
0
0
0
0
0
0
5
0
2
0
65,535
8,192
0
32
0
0
0
0
0
0
0
0
Benign
Benign
1,403
5
2
0
0
0
0
0
0
0
0
0
4,989.308624
233.833328
498.814362
1,251
3
1,403
350.75
601.447876
1,251
4
3
3
0
3
3
0
184
80
3,563.791992
1,425.516724
0
0
0
0
0
0
0
0
0
5
0
2
0
65,535
8,192
0
32
0
0
0
0
0
0
0
0
Benign
Benign
2,489
19
12
298
738
64
15.684211
24.009378
144
61.5
62.393909
416,231.41824
12,454.801125
82.966667
219.448135
1,227
1
2,489
138.277771
277.260712
1,227
3
2,433
221.181824
433.082397
1,454
1
0
632
352
7,633.587891
4,821.213379
144
32.375
47.423794
2,249.016113
0
0
33.419353
15.684211
61.5
19
298
12
738
65,535
0
8
32
0
0
0
0
0
0
0
0
Benign
Benign
156,516
17
8
284
714
64
16.705883
25.25808
144
89.25
58.96912
6,376.34491
159.728079
6,521.5
31,610.351563
154,927
3
156,516
9,782.25
38,705.398438
154,927
4
1,374
196.285721
252.743423
609
3
0
568
272
108.615097
51.112984
144
38.384617
50.876381
2,588.40625
0
0
39.919998
16.705883
89.25
17
284
8
714
65,535
2,081
6
32
0
0
0
0
0
0
0
0
Benign
Benign
1,151
9
6
3,130
3,124
1,565
347.777771
690.100159
1,562
520.666687
806.613342
5,433,536.055604
13,032.14596
82.214287
210.738327
810
2
1,151
143.875
323.399109
939
2
1,049
209.800003
339.272308
810
3
0
304
208
7,819.287598
5,212.858398
1,565
390.875
699.218872
488,907.0625
0
0
416.933319
347.777771
520.666687
9
3,130
6
3,124
29,200
2,081
2
32
0
0
0
0
0
0
0
0
Benign
Benign
113,976,922
267
0
20,447
0
153
76.580521
44.140625
0
0
0
179.395966
2.342579
428,484.65625
3,701,805.25
48,523,116
0
113,976,922
428,484.65625
3,701,805.25
48,523,116
0
0
0
0
0
0
0
5,078
0
2.34258
0
153
76.649254
44.07225
1,942.363403
0
0
76.936333
76.580521
0
267
20,447
0
0
-1
-1
266
0
2,745,981.5
5,491,934.5
10,983,883
14
25,498,178
18,833,046
48,523,116
5,463,561
Benign
Benign
1,048,289
7
4
438
432
221
62.57143
106.867294
216
108
124.707657
829.923809
10.49329
104,828.898438
220,810.890625
721,217
59
1,048,289
174,714.828125
273,449.84375
721,217
143
189,483
63,161
54,389.867188
95,094
360
0
232
136
6.677548
3.815742
221
72.5
107.096809
11,469.727539
0
0
79.090912
62.57143
108
7
438
4
432
29,200
66
2
32
0
0
0
0
0
0
0
0
Benign
Benign
1,082,649
52
53
217
102,458
217
4.173077
30.092485
4,344
1,933.1698
854.487488
94,836.830773
96.984341
10,410.086914
61,991.5625
606,247
1
1,082,649
21,228.412109
87,670.625
606,247
1
381,758
7,341.5
25,015.091797
95,210
1
0
1,672
1,704
48.030342
48.954002
4,344
968.63208
1,140.715088
1,301,230.875
0
0
977.857117
4.173077
1,933.1698
52
217
53
102,458
29,200
237
1
32
0
0
0
0
0
0
0
0
Benign
Benign
1,084,750
5
3
210
110
210
42
93.914856
110
36.666668
63.50853
294.998848
7.374971
154,964.28125
329,191.5
894,653
61
1,084,750
271,187.5
418,035.875
894,653
210
95,342
47,671
66,705.625
94,839
503
0
168
104
4.609357
2.765614
210
35.555557
74.851707
5,602.777832
0
0
40
42
36.666668
5
210
3
110
29,200
118
1
32
0
0
0
0
0
0
0
0
Benign
Benign
1,073,099
88
101
648
205,141
220
7.363636
39.42873
4,344
2,031.098999
850.066895
191,770.749949
176.125409
5,707.973633
30,182.101563
354,691
0
1,073,099
12,334.47168
43,612.019531
354,691
2
580,358
5,803.580078
20,374.089844
96,038
1
0
2,824
3,240
82.005478
94.119926
4,344
1,083.099976
1,186.727783
1,408,322.75
0
0
1,088.830688
7.363636
2,031.098999
88
648
101
205,141
29,200
254
3
32
0
0
0
0
0
0
0
0
Benign
Benign
8,439,803
26
30
831
29,479
249
31.961538
63.511562
2,864
982.633362
945.503296
3,591.316053
6.635226
153,450.96875
847,487.625
6,000,678
1
6,426,835
257,073.40625
1,196,848.875
6,000,922
3
8,389,185
289,282.25
1,159,789
6,000,678
1
0
540
612
3.080641
3.554585
2,864
531.754395
833.476929
694,683.8125
0
0
541.25
31.961538
982.633362
26
831
30
29,479
29,200
70
25
20
426,053
0
426,053
426,053
6,000,678
0
6,000,678
6,000,678
Benign
Benign
67,037,196
8
8
384
384
48
48
0
48
48
0
11.456326
0.238673
4,469,146.5
14,271,655
55,956,316
44,916
66,990,997
9,570,142
20,477,636
56,001,261
992,873
66,991,090
9,570,156
20,478,190
56,002,515
991,683
0
160
160
0.119337
0.119337
48
48
0
0
0
0
51
48
48
8
384
8
384
-1
-1
7
8
11,034,681
0
11,034,681
11,034,681
55,956,316
0
55,956,316
55,956,316
Benign
Benign
68,045,057
8
8
384
384
48
48
0
48
48
0
11.286639
0.235138
4,536,337
14,525,054
56,943,904
57,451
67,987,500
9,712,500
20,855,822
57,001,355
989,295
67,987,529
9,712,504
20,855,866
57,001,461
989,348
0
160
160
0.117569
0.117569
48
48
0
0
0
0
51
48
48
8
384
8
384
-1
-1
7
8
11,043,596
0
11,043,596
11,043,596
56,943,904
0
56,943,904
56,943,904
Benign
Benign
70,053,281
3
3
144
144
48
48
0
48
48
0
4.111156
0.085649
14,010,656
29,592,712
66,904,116
93,919
69,959,076
34,979,536
45,281,160
66,998,152
2,960,924
69,959,362
34,979,680
45,281,196
66,998,321
2,961,041
0
72
72
0.042825
0.042825
48
48
0
0
0
0
56
48
48
3
144
3
144
-1
-1
2
20
3,054,960
0
3,054,960
3,054,960
66,904,116
0
66,904,116
66,904,116
Benign
Benign
70,052,323
9
9
432
432
48
48
0
48
48
0
12.333638
0.256951
4,120,725
13,643,811
56,950,908
50,355
70,001,903
8,750,238
19,499,446
57,001,263
1,007,294
70,001,809
8,750,226
19,499,478
57,001,328
1,007,146
0
192
192
0.128475
0.128475
48
48
0
0
0
0
50.666668
48
48
9
432
9
432
-1
-1
8
8
13,050,995
0
13,050,995
13,050,995
56,950,908
0
56,950,908
56,950,908
Benign
Benign
69,066,158
9
9
432
432
48
48
0
48
48
0
12.509745
0.26062
4,062,715.25
13,641,278
56,905,000
96,111
68,969,822
8,621,228
19,553,860
57,001,352
971,635
68,969,976
8,621,247
19,553,846
57,001,336
971,844
0
192
192
0.13031
0.13031
48
48
0
0
0
0
50.666668
48
48
9
432
9
432
-1
-1
8
8
12,064,822
0
12,064,822
12,064,822
56,905,000
0
56,905,000
56,905,000
Benign
Benign
67,987,663
6
6
288
288
48
48
0
48
48
0
8.472125
0.176503
6,180,696.5
20,170,720
66,991,029
3
67,987,529
13,597,506
29,851,050
66,991,109
3
67,987,515
13,597,503
29,851,082
66,991,163
3
0
168
168
0.088251
0.088251
48
48
0
0
0
0
52
48
48
6
288
6
288
-1
-1
5
20
996,497
0
996,497
996,497
66,991,028
0
66,991,029
66,991,029
Benign
Benign
68,014,799
8
8
384
384
48
48
0
48
48
0
11.29166
0.235243
4,534,320
14,536,941
56,977,668
23,512
67,991,012
9,713,002
20,855,544
57,001,279
992,802
67,991,054
9,713,008
20,855,620
57,001,455
992,612
0
160
160
0.117621
0.117621
48
48
0
0
0
0
51
48
48
8
384
8
384
-1
-1
7
8
11,013,344
0
11,013,344
11,013,344
56,977,668
0
56,977,668
56,977,668
Benign
Benign
72,994,028
9
9
432
432
48
48
0
48
48
0
11.836585
0.246596
4,293,766.5
14,124,443
58,976,269
23,583
72,970,218
9,121,277
20,154,566
59,001,278
1,979,154
72,970,010
9,121,251
20,154,092
59,000,079
1,978,719
0
192
192
0.123298
0.123298
48
48
0
0
0
0
50.666668
48
48
9
432
9
432
-1
-1
8
8
13,993,949
0
13,993,949
13,993,949
58,976,268
0
58,976,269
58,976,269
Benign
Benign
72,018,466
8
8
384
384
48
48
0
48
48
0
10.663932
0.222165
4,801,231
14,741,425
57,920,399
80,806
71,937,445
10,276,778
21,056,926
58,001,243
1,989,417
71,937,409
10,276,773
21,057,006
58,001,420
1,989,170
0
160
160
0.111083
0.111083
48
48
0
0
0
0
51
48
48
8
384
8
384
-1
-1
7
8
14,017,046
0
14,017,046
14,017,046
57,920,400
0
57,920,399
57,920,399
Benign
Benign
72,017,628
8
8
384
384
48
48
0
48
48
0
10.664056
0.222168
4,801,175
14,501,067
56,970,996
30,160
71,987,468
10,283,924
20,630,588
57,001,215
1,993,119
71,987,277
10,283,897
20,630,570
57,001,156
1,993,184
0
160
160
0.111084
0.111084
48
48
0
0
0
0
51
48
48
8
384
8
384
-1
-1
7
8
15,016,472
0
15,016,472
15,016,472
56,970,996
0
56,970,996
56,970,996
Benign
Benign
60,326,922
11
9
6,529
4,233
2,741
593.545471
877.129211
1,460
470.333344
624.252136
178.394648
0.331527
3,175,101.25
13,753,901
59,971,485
2
60,326,922
6,032,692
18,952,256
59,971,485
2
277,055
34,631.875
35,399.769531
97,723
48
0
232
192
0.18234
0.149187
2,741
512.476196
747.060669
558,099.6875
0
0
538.099976
593.545471
470.333344
11
6,529
9
4,233
8,192
508
10
20
0
0
0
0
0
0
0
0
Benign
Benign
73,069,201
8
8
384
384
48
48
0
48
48
0
10.510584
0.218971
4,871,280
14,999,789
58,923,754
77,412
72,991,062
10,427,295
21,431,948
59,001,166
1,996,473
72,991,329
10,427,333
21,432,248
59,001,893
1,996,528
0
172
172
0.109485
0.109485
48
48
0
0
0
0
51
48
48
8
384
8
384
-1
-1
7
8
14,067,308
0
14,067,308
14,067,308
58,923,752
0
58,923,754
58,923,754
Benign
Benign
74,071,787
8
8
384
384
48
48
0
48
48
0
10.36832
0.216007
4,938,119
14,996,269
58,920,321
80,678
73,991,109
10,570,158
21,385,276
59,001,168
1,992,945
73,990,495
10,570,071
21,385,230
59,000,999
1,992,833
0
172
172
0.108003
0.108003
48
48
0
0
0
0
51
48
48
8
384
8
384
-1
-1
7
8
15,070,788
0
15,070,788
15,070,788
58,920,320
0
58,920,321
58,920,321
Benign
Benign
End of preview. Expand in Data Studio

source: https://www.kaggle.com/datasets/dhoogla/cicidscollection

About Dataset The Canadian Institute for Cybersecurity has published several datasets for network intrusion detection. Four of them: CIC-IDS2017, CIC-DoS2017, CSE-CIC-IDS2018 and CIC-DDoS2019 are collated here into one collection, cleaned up and with harmonized labeling.

The intent behind this collection is simple: to have a larger, more varied set of NIDS samples for more powerful analyses by researchers. Too often, researchers still rely on the individual datasets even though the full set is compatible out-of-the-box. The parts have been created for the same purpose and they have been processed with the same feature extraction tool chain.

This collection also takes into account 2 articles in which flawed features were discovered. Those features have been removed from the dataset. See the cleanup notebook for more information.

If you make use of this combined version, please credit the original authors. The relevant publications are cited here on Kaggle alongside the individual datasets and they are also readily available at the CIC's official dataset distribution page

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