Datasets:
abideen
/
iot

Dataset card Data Studio Files
xet
Community
1
flow_duration
float64
0
263k
Header_Length
float64
0
9.91M
Protocol Type
float64
0
47
Duration
float64
0
255
Rate
float64
0
8.39M
Srate
float64
0
8.39M
Drate
float64
0
29.7
fin_flag_number
float64
0
1
syn_flag_number
float64
0
1
rst_flag_number
float64
0
1
psh_flag_number
float64
0
1
ack_flag_number
float64
0
1
ece_flag_number
float64
0
1
cwr_flag_number
float64
0
1
ack_count
float64
0
7.4
syn_count
float64
0
12.9
fin_count
float64
0
248
urg_count
float64
0
4.4k
rst_count
float64
0
9.61k
HTTP
float64
0
1
HTTPS
float64
0
1
DNS
float64
0
1
Telnet
float64
0
1
SMTP
float64
0
1
SSH
float64
0
1
IRC
float64
0
1
TCP
float64
0
1
UDP
float64
0
1
DHCP
float64
0
1
ARP
float64
0
1
ICMP
float64
0
1
IPv
float64
0
1
LLC
float64
0
1
Tot sum
float64
42
127k
Min
float64
42
7.31k
Max
float64
42
49k
AVG
float64
42
11.6k
Std
float64
0
12.4k
Tot size
float64
42
13.1k
IAT
float64
0
168M
Number
float64
1
15
Magnitue
float64
9.17
145
Radius
float64
0
17.6k
Covariance
float64
0
155M
Variance
float64
0
1
Weight
float64
1
245
label
stringclasses
8 values
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0
1
0
0
0
0
0
0
1.02
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
580.35
54
59.45
55.164632
2.04754
54.9
83,362,431.450124
9.5
10.500681
2.89902
26.785036
0.16
141.55
DDoS
1,740
0.044251
63.96
6.11
65.91
0.522402
0.522402
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
578.84
54
65.84
54.642352
2.680568
56.96
83,067,527.754961
9.5
10.450748
3.813299
181.851782
0.04
141.55
DDoS
1,741
0
54
6
64
2.730183
2.730183
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
82,985,891.600172
9.5
10.392305
0
0
0
141.55
DoS
1,742
20.455412
2,250,522
14.8
103.3
133.331851
133.331851
0
0
0
0
0
0
0
0
0
0
0
122.5
237.3
0
0
0
0
0
0
0
0
1
0
0
0
1
1
17,599.1
54
2,866
1,126.456279
1,078.017081
1,185.8
166,610,299.49596
13.5
47.451539
1,528.291261
1,168,871.286498
1
244.6
Spoofing
1,743
0.064759
34,551
16.84
65.91
10,671.953936
10,671.953936
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
1
526
50
51
50.055902
0.229532
50.2
83,011,712.534726
9.5
10.005611
0.326121
1.064597
0.05
141.55
DoS
1,744
0
0
1
64
0.992225
0.992225
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
441
42
42
42
0
42
83,124,713.004783
9.5
9.165151
0
0
0
141.55
DDoS
1,745
0
0
1
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
441
42
42
42
0
42
83,132,194.559027
9.5
9.165151
0
0
0
141.55
DDoS
1,746
0
54
6
64
29.877223
29.877223
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,361,825.640464
9.5
10.392305
0
0
0
141.55
DDoS
1,747
0
54
6
64
1.221496
1.221496
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,072,239.237335
9.5
10.392305
0
0
0
141.55
DDoS
1,748
0
0
1
64
355.238757
355.238757
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
441
42
42
42
0
42
83,124,835.075235
9.5
9.165151
0
0
0
141.55
DDoS
1,749
0.00918
32.83
2.76
64
1,202.295682
1,202.295682
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
560.32
42
60.96
49.639206
8.825267
58.21
83,150,639.727539
9.5
9.801824
12.476393
657.160766
0.12
141.55
DDoS
1,750
0.005477
69.74
6
64.59
28.411441
28.411441
0
0
1
0
0
0
0
0
0.03
1.01
0
0.04
0.16
1
0
0
0
0
0
0
1
0
0
0
0
1
1
571.8
54.24
56.52
54.749458
0.868112
54.36
83,090,038.318668
9.5
10.461899
1.191879
4.053613
0.18
141.55
DDoS
1,751
0
54
6
64
0.829725
0.829725
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,033,908.758541
9.5
10.392305
0
0
0
141.55
DDoS
1,752
0.039377
25,663.92
16.78
65.91
18,223.263059
18,223.263059
0
0
0
0
0
0
0
0
0.01
0
0
0.03
0.05
0
0
0
0
0
0
0
0
1
0
0
0
1
1
528.55
50
52.19
50.214077
0.574296
50.49
83,012,432.996861
9.5
10.021241
0.81444
4.253569
0.08
141.55
DoS
1,753
0
0
1
64
79.166939
79.166939
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
441
42
42
42
0
42
83,128,113.101393
9.5
9.165151
0
0
0
141.55
DDoS
1,754
0
54
6
64
2.702919
2.702919
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,072,459.890712
9.5
10.392305
0
0
0
141.55
DDoS
1,755
0
54
6
64
19.912475
19.912475
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,064,135.879806
9.5
10.392305
0
0
0
141.55
DDoS
1,756
0
52.92
5.88
62.72
162.642418
162.642418
0
0
1
0
0
0
0
0
0
0.98
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567.9
54
54.48
54.054728
0.151824
54.12
83,089,906.911176
9.5
10.397584
0.215297
0.291356
0.08
141.55
DDoS
1,757
0
54
6
64
4.833556
4.833556
0
0
0
0
1
1
0
0
0
0
0
1
1
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,330,863.887312
9.5
10.392305
0
0
0
141.55
DDoS
1,758
0
54
6
64
627.748859
627.748859
0
0
0
0
1
1
0
0
0
0
0
1
1
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,331,188.012642
9.5
10.392305
0
0
0
141.55
DDoS
1,759
0
0
1
64
3.268358
3.268358
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
441
42
42
42
0
42
83,149,748.655452
9.5
9.165151
0
0
0
141.55
DDoS
1,760
0
0
1
64
0.938053
0.938053
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
441
42
42
42
0
42
83,483,204.422211
9.5
9.165151
0
0
0
141.55
DDoS
1,761
0
54
6
64
30.075103
30.075103
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,093,413.935128
9.5
10.392305
0
0
0
141.55
DDoS
1,762
0
54
6
64
3.722616
3.722616
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,034,011.389161
9.5
10.392305
0
0
0
141.55
DDoS
1,763
0.073561
17,681
17
64
4,611.291511
4,611.291511
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
1
525
50
50
50
0
50
83,098,896.606839
9.5
10
0
0
0
141.55
DDoS
1,764
0
54
6
64
184.227347
184.227347
0
0
1
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,094,090.035205
9.5
10.392305
0
0
0
141.55
DDoS
1,765
0.133357
34,515.5
16.83
63.36
5,753.287948
5,753.287948
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
1
527
50.1
52
50.359774
0.595699
50.1
83,098,737.658581
9.5
10.03526
0.843202
2.003938
0.19
141.55
DDoS
1,766
0.016777
666.38
6
65.74
451.893392
451.893392
0
0
0
0
0
0
0
0
0
0.12
0.12
0
0.49
0
0
0
0
0
0
0
1
0
0
0
0
1
1
8,693.2
300.8
1,397.2
842.389212
505.36668
816.8
83,339,741.925334
9.5
39.733782
714.853151
291,079.25927
0.88
141.55
DDoS
1,767
0
54
6
64
23.491882
23.491882
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,076,242.842517
9.5
10.392305
0
0
0
141.55
DDoS
1,768
0
54
6
64
22.374365
22.374365
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,072,066.095788
9.5
10.392305
0
0
0
141.55
DDoS
1,769
0.041324
57.36
6
64
2.195702
2.195702
0
0
1
0
0
0
0
0
0
1.03
0.03
0
0.03
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,089,124.210904
9.5
10.392305
0
0
0
141.55
DDoS
1,770
0
0
1
64
65.165372
65.165372
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
441
42
42
42
0
42
83,124,624.26932
9.5
9.165151
0
0
0
141.55
DDoS
1,771
0
0
1
64
9.849526
9.849526
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
441
42
42
42
0
42
83,483,223.042626
9.5
9.165151
0
0
0
141.55
DDoS
1,772
0.241569
30,087.5
16.2
73.55
5,408.855822
5,408.855822
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
1
531
50
51.6
50.350967
0.645264
51
83,101,876.010264
9.5
10.034539
0.914615
5.347985
0.08
141.55
DDoS
1,773
0
0
1
64
2.236591
2.236591
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
441
42
42
42
0
42
83,483,225.336636
9.5
9.165151
0
0
0
141.55
DDoS
1,774
0.394582
58,448.98
16.78
63.37
3,600.909951
3,600.909951
0
0
0
0
0
0
0
0
0
0.01
0
0.03
0.03
0
0
0
0
0
0
0
0
1
0
0
0
1
1
593.65
50
109.05
54.259138
14.90181
71.41
83,015,820.702026
9.5
10.342671
20.367858
1,743.904762
0.17
141.55
DoS
1,775
1.747593
108
6
64
1.145601
1.145601
0
0
1
0
0
0
0
0
0
2
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,361,049.43899
9.5
10.392305
0
0
0
141.55
DDoS
1,776
0
54
6
64
2.207277
2.207277
0
0
0
0
1
1
0
0
0
0
0
1
1
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,331,867.198394
9.5
10.392305
0
0
0
141.55
DDoS
1,777
0.025205
24,056
16.52
69.73
19,089.283598
19,089.283598
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
1
529.6
50.2
54.4
50.750074
1.296057
50.6
83,015,403.018991
9.5
10.071303
1.81272
8.414644
0.21
141.55
DoS
1,778
2.502248
13,901.44
8.42
120.46
50.316618
50.316618
0
0
0
0
0
1
0
0
0.06
1.16
0.01
10.64
35.14
0
1
0
0
0
0
0
1
0
0
0
0
1
1
3,319.51
55.74
656.61
268.450278
223.891729
353.62
83,016,374.060014
9.5
20.312489
316.77736
118,462.620106
0.93
141.55
DoS
1,779
0
54.43
6
64
81.67911
81.67911
0
1
0
1
0
0
0
0
1
0
0.99
0.01
0.01
0
0
0
0
0
0
0
1
0
0
0
0
1
1
570.87
54
57.87
54.248481
0.944924
54.43
83,344,165.698245
9.5
10.416016
1.339578
10.023295
0.09
141.55
DDoS
1,780
0.205053
40,751
17
64
4,400.495256
4,400.495256
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
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1
0
0
0
1
1
525
50
50
50
0
50
83,102,450.809956
9.5
10
0
0
0
141.55
DDoS
1,781
0.597451
72.9
6
64
2.629257
2.629257
0
0
0
0
1
1
0
0
0
0
0.35
1
1
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,330,814.642911
9.5
10.392305
0
0
0
141.55
DDoS
1,782
0
54
6
64
30.929621
30.929621
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
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1
0
0
0
0
1
1
567
54
54
54
0
54
83,088,891.813685
9.5
10.392305
0
0
0
141.55
DDoS
1,783
3.151732
108
6
64
0.634572
0.634572
0
0
0
0
0
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0
0
0
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1
0
0
0
0
1
1
567
54
54
54
0
54
82,951,261.371048
9.5
10.392305
0
0
0
141.55
DoS
1,784
0
0
47
64
38.34652
38.34652
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
6,069
578
578
578
0
578
83,647,045.066545
9.5
34
0
0
0
141.55
Mirai
1,785
0
0
1
64
8.882737
8.882737
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
441
42
42
42
0
42
83,483,257.289278
9.5
9.165151
0
0
0
141.55
DDoS
1,786
0.048101
9,503
17
64
9,815.412368
9,815.412368
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
1
525
50
50
50
0
50
83,098,375.384917
9.5
10
0
0
0
141.55
DDoS
1,787
0
0
1
64
14.92615
14.92615
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
441
42
42
42
0
42
83,132,728.533628
9.5
9.165151
0
0
0
141.55
DDoS
1,788
0
0
1
64
27.213122
27.213122
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
441
42
42
42
0
42
83,149,487.645957
9.5
9.165151
0
0
0
141.55
DDoS
1,789
0
54
6
64
31.665341
31.665341
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,067,589.052481
9.5
10.392305
0
0
0
141.55
DDoS
1,790
0
54
6
64
6.254937
6.254937
0
0
0
0
1
1
0
0
0
0
0
1
1
1
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,331,060.021728
9.5
10.392305
0
0
0
141.55
DDoS
1,791
0
54
6
64
35.466922
35.466922
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,076,438.821327
9.5
10.392305
0
0
0
141.55
DDoS
1,792
0.012864
3
1.2
63.36
2.362735
2.362735
0
0
0
0
0
0
0
0
0
0.02
0
0
0.01
0
0
0
0
0
0
0
0
0
0
0
1
1
1
443.24
42
43.28
42.119555
0.334664
42.7
83,128,361.889121
9.5
9.178153
0.475931
2.843107
0.04
141.55
DDoS
1,793
5.456562
109.46
6.11
64.64
0.434958
0.434958
0
1
0
1
0
0
0
0
1.98
0
1.98
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
579.54
54
66.54
54.876399
3.174873
55.14
83,348,280.496469
9.5
10.473886
4.498577
92.887271
0.11
141.55
DDoS
1,794
0.081759
21,675
17
64
6,834.587246
6,834.587246
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
1
525
50
50
50
0
50
83,098,704.213088
9.5
10
0
0
0
141.55
DDoS
1,795
0
0
1
64
2.800214
2.800214
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
441
42
42
42
0
42
83,128,740.239238
9.5
9.165151
0
0
0
141.55
DDoS
1,796
0.015994
56.24
6
64.59
1.406489
1.406489
0
0
0
0
0
0
0
0
0
0
0
0.02
0.02
0
0
0
0
0
0
0
1
0
0
0
0
1
1
568.7
54
55.7
54.087237
0.375056
54.85
83,076,014.136884
9.5
10.400743
0.536842
7.204986
0.02
141.55
DDoS
1,797
0
53.46
5.95
65.91
2.667521
2.667521
0
0
1
0
0
0
0
0
0
0.99
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567.44
54
54.44
54.022
0.095896
54.44
83,362,451.982409
9.5
10.392305
0
0
0
141.55
DDoS
1,798
0
54
6
64
19.082047
19.082047
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,076,373.514618
9.5
10.392305
0
0
0
141.55
DDoS
1,799