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
0
0.03
0
0.14
0.28
0
0
0
0
0
0
0
0
1
0
0
0
1
1
5,669.94
454.16
554
545.101275
26.87387
532.35
83,784,665.098963
9.5
33.011171
38.122763
3,512.881717
0.21
141.55
Mirai
1,940
0.077645
34,479.5
16.83
63.36
9,172.38827
9,172.38827
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
525.3
50
50.3
50.015819
0.06703
50.1
83,097,626.605767
9.5
10.001604
0.095552
0.152192
0.03
141.55
DDoS
1,941
0.224297
1,040.02
6
67.62
13.381168
13.381168
0
0
0
0
0
0
0
0
0
0.04
0
1.15
1.95
0
0
0
0
0
0
0
1
0
0
0
0
1
1
689.5
54
174
61.063302
27.915113
74.5
83,072,457.89669
9.5
10.883171
39.628693
13,109.524503
0.06
141.55
DDoS
1,942
0
54
6
64
3.163681
3.163681
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
83,088,818.666877
9.5
10.392305
0
0
0
141.55
DDoS
1,943
0
54
6
64
12.612419
12.612419
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
82,947,256.804976
9.5
10.392305
0
0
0
141.55
DoS
1,944
0
54
6
65.91
18.03199
18.03199
0
0
0
0
1
1
0
0
0
0
0.01
0.99
1
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,314,372.875879
9.5
10.392305
0
0
0
141.55
DDoS
1,945
0
54
6
64
90.538877
90.538877
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
83,037,264.05468
9.5
10.392305
0
0
0
141.55
DDoS
1,946
0
54
6
64
0.811808
0.811808
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
83,361,448.777694
9.5
10.392305
0
0
0
141.55
DDoS
1,947
0.939542
103.14
6
64
1.937335
1.937335
0
0
1
0
0
0
0
0
0
1.91
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,365,548.123695
9.5
10.392305
0
0
0
141.55
DDoS
1,948
0.111711
14,691.5
17
64
2,707.874683
2,707.874683
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
83,102,811.358781
9.5
10
0
0
0
141.55
DDoS
1,949
0.077442
4,863.81
6
67.26
113,741.686483
113,741.686483
0
0
0
0
0
1
0
0
0
3.24
0.09
2.67
10.68
0
0
0
0
0
0
0
1
0
0
0
0
1
1
934.91
66.81
158.81
86.143615
33.188511
93.98
83,375,229.044446
9.5
13.069642
47.025293
1,921.617998
0.95
141.55
DDoS
1,950
0
0
1
64
0.980657
0.980657
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
83,150,001.993651
9.5
9.165151
0
0
0
141.55
DDoS
1,951
0.005498
188.74
16.78
64
20.05554
20.05554
0
0
0
0
0
0
0
0
0.01
0.04
0
0.02
0.09
0
0
0
0
0
0
0
0
1
0
0
0
1
1
1,865.28
136.28
182
178.022167
12.517624
178.56
83,007,021.654763
9.5
18.86614
17.728631
405.741591
0.4
141.55
DoS
1,952
0
0
1
64
33.665528
33.665528
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
83,128,986.984414
9.5
9.165151
0
0
0
141.55
DDoS
1,953
0
0
1
64
3.885427
3.885427
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
83,149,323.880004
9.5
9.165151
0
0
0
141.55
DDoS
1,954
4.592526
108
6
64
0.43549
0.43549
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
82,985,568.892995
9.5
10.392305
0
0
0
141.55
DoS
1,955
0
0.54
1.05
64.59
2.804801
2.804801
0
0
0
0
0
0
0
0
0
0
0
0
0.01
0
0
0
0
0
0
0
0
0
0
0
1
1
1
441.12
42
42.12
42.006
0.026153
42.12
83,149,580.261712
9.5
9.165151
0
0
0
141.55
DDoS
1,956
0
54
6
64
11.108226
11.108226
0
1
0
1
0
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,344,045.931638
9.5
10.392305
0
0
0
141.55
DDoS
1,957
0.003164
65.88
6
63.94
142.404325
142.404325
0
0
0
0
1
1
0
0
0
0
0.22
0.99
1
1
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,314,882.146897
9.5
10.392305
0
0
0
141.55
DDoS
1,958
0
54
6
64
14.019637
14.019637
0
1
0
1
0
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,349,327.145973
9.5
10.392305
0
0
0
141.55
DDoS
1,959
0
0
1
64
41.278863
41.278863
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
83,129,000.157678
9.5
9.165151
0
0
0
141.55
DDoS
1,960
0.085599
25,435
17
64
5,741.972317
5,741.972317
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
83,123,577.557144
9.5
10
0
0
0
141.55
DDoS
1,961
0
53.46
5.94
63.36
8.021496
8.021496
0
1
0
1
0
0
0
0
0.99
0
0.99
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567.72
54
54.72
54.052793
0.185955
54.06
83,348,277.854825
9.5
10.397389
0.263434
0.292861
0.12
141.55
DDoS
1,962
0.010687
70.2
6
64
56.809541
56.809541
0
0
0
0
1
1
0
0
0
0
0.3
1
1
1
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,314,862.123035
9.5
10.392305
0
0
0
141.55
DDoS
1,963
0.06001
14,769
17
64
5,268.859437
5,268.859437
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
83,106,314.316925
9.5
10
0
0
0
141.55
DDoS
1,964
32.649664
1,115,572.1
12.7
66.5
28.440776
28.440776
0
0
0
0
0
0
0
0
0
0
0
0.4
0.6
0
0
0
0
0
0
0
0
1
0
0
0
1
1
7,462.6
46
1,074
492.014633
443.177893
249.6
166,611,595.761911
13.5
31.225756
626.540968
196,324.157995
1
244.6
Spoofing
1,965
0
54
6
64
32.666708
32.666708
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
83,037,130.495013
9.5
10.392305
0
0
0
141.55
DDoS
1,966
0.430818
25,704.56
17
64.64
5,014.217131
5,014.217131
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
526.8
50
51.8
50.100624
0.413157
50.36
83,106,958.600686
9.5
10.010056
0.587017
3.449294
0.05
141.55
DDoS
1,967
0.127222
18,299
17
64
15,651.016341
15,651.016341
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
83,123,460.773283
9.5
10
0
0
0
141.55
DDoS
1,968
29.117714
38,280
6
168.9
16.981501
16.981501
0
0
0
0
1
1
0
0
0
1.2
0
145.5
296
0
1
0
0
0
0
0
1
0
0
0
0
1
1
756.9
58.8
223.4
126.384563
61.463666
150.9
0.009842
5.5
15.793919
86.92275
4,545.249525
0.9
38.5
Benign
1,969
0
54
6
64
364.827834
364.827834
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
82,973,023.721195
9.5
10.392305
0
0
0
141.55
DoS
1,970
0
0
1
64
11.804633
11.804633
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
83,128,625.504248
9.5
9.165151
0
0
0
141.55
DDoS
1,971
0
54
6
64
102.413386
102.413386
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
83,094,391.629955
9.5
10.392305
0
0
0
141.55
DDoS
1,972
0
757
5.94
63.36
8.988481
8.988481
0
0
0
0
0
0
0
0
0
0
0
0
0.5
0
0
0
0
0
0
0
0
0
0
0
0
1
1
9,695.88
340.28
1,479.8
912.334428
545.667644
940.86
83,340,430.575585
9.5
42.551309
771.637291
313,710.069204
0.95
141.55
DDoS
1,973
0.276174
217.32
6
64
4.923433
4.923433
0
0
1
0
0
0
0
0
0
1.57
0.19
0
0.57
0
0
0
0
0
0
0
1
0
0
0
0
1
1
1,122.28
57.72
158.84
103.347335
39.508025
107.12
83,089,447.243764
9.5
14.143766
55.848498
1,892.218685
0.87
141.55
DDoS
1,974
0
54
6
64
0
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
0
1
1
567
54
54
54
0
54
82,943,431.80334
9.5
10.392305
0
0
0
141.55
DoS
1,975
0
0
1
64
61.82143
61.82143
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
83,150,317.326636
9.5
9.165151
0
0
0
141.55
DDoS
1,976
0
54
6
64
19.7559
19.7559
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
83,067,584.077044
9.5
10.392305
0
0
0
141.55
DDoS
1,977
0.229604
20,183.45
16.67
67.82
4,209.668616
4,209.668616
0
0
0
0
0
0
0
0
0
0.08
0
0.03
0.12
0
0
0
0
0
0
0
0
1
0
0
0
1
1
537.45
50.04
62.01
51.053195
3.191351
50.99
83,098,542.883251
9.5
10.10347
4.520397
43.771363
0.35
141.55
DDoS
1,978
0
54
6
64
2.073142
2.073142
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
83,089,109.098553
9.5
10.392305
0
0
0
141.55
DDoS
1,979
0.000357
1.94
1.16
64.64
40.147989
40.147989
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
449.69
42
50.69
42.607329
2.200131
42.79
83,149,444.333019
9.5
9.229498
3.117435
44.60676
0.11
141.55
DDoS
1,980
0.019668
13,975.84
16.89
64
27,288.760878
27,288.760878
0
0
0
0
0
0
0
0
0
0.02
0
0.11
0.21
0
0
0
0
0
0
0
0
1
0
0
0
1
1
527.01
50
52.01
50.105985
0.449103
50.67
83,103,056.419701
9.5
10.010588
0.640199
6.831905
0.03
141.55
DDoS
1,981
0.000902
55.74
6
64
64.749425
64.749425
0
0
1
0
0
0
0
0
0
1
0.03
0
0.03
0
0
0
0
0
0
0
1
0
0
0
0
1
1
568.92
54
54.68
54.183729
0.292301
54.12
82,972,690.737228
9.5
10.409915
0.413804
0.509314
0.17
141.55
DoS
1,982
0
53.46
5.94
63.36
13.9404
13.9404
0
1
0
1
0
0
0
0
0.99
0
0.99
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567.6
54
54.6
54.040126
0.149099
54.06
83,344,266.618378
9.5
10.396174
0.211311
0.224905
0.1
141.55
DDoS
1,983
0
54
6
64
51.570474
51.570474
0
1
0
1
0
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,344,261.188963
9.5
10.392305
0
0
0
141.55
DDoS
1,984
0.228536
46,325
17
64
4,053.170878
4,053.170878
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
83,103,034.313401
9.5
10
0
0
0
141.55
DDoS
1,985
0.069078
58.86
6
64
2.700243
2.700243
0
0
1
0
0
0
0
0
0
1.09
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,362,300.101715
9.5
10.392305
0
0
0
141.55
DDoS
1,986
0
54
6
64
18.854575
18.854575
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
83,033,987.817455
9.5
10.392305
0
0
0
141.55
DDoS
1,987
0
54
6
64
10.634011
10.634011
0
1
0
1
0
0
0
0
1
0
1
0
0
0
1
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,340,920.457742
9.5
10.392305
0
0
0
141.55
DDoS
1,988
714.992797
89,733.9
9.8
121.1
1.556173
1.556173
0
0
0
0
0
0
0
0
0
0.2
0
269.3
471
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1,537.7
58
230
99.215848
57.364901
97.6
166,854,718.801004
13.5
14.101446
81.220861
3,303.425893
1
244.6
Spoofing
1,989
0
54
6
64
1.855
1.855
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
83,067,309.333936
9.5
10.392305
0
0
0
141.55
DDoS
1,990
0
0
1
64
1.993217
1.993217
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
83,150,098.689207
9.5
9.165151
0
0
0
141.55
DDoS
1,991
0
162
17
64
259.689126
259.689126
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
1,701
162
162
162
0
162
83,007,401.210622
9.5
18
0
0
0
141.55
DoS
1,992
0
54
6
64
5.597503
5.597503
0
0
0
0
1
1
0
0
0
0
0
1
1
0
1
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,332,145.341785
9.5
10.392305
0
0
0
141.55
DDoS
1,993
8.231113
108
6
64
0.242981
0.242981
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
82,950,842.571621
9.5
10.392305
0
0
0
141.55
DoS
1,994
0
54
6
64
27.236801
27.236801
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
83,037,696.136486
9.5
10.392305
0
0
0
141.55
DDoS
1,995
0.079539
27,239.43
17
64.5
133,948.832968
133,948.832968
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
563.6
51.95
81
56.615592
8.943551
51.95
83,016,005.530278
9.5
10.535779
12.65969
439.551357
0.19
141.55
DoS
1,996
1.407926
113.4
6
64
1.017128
1.017128
0
0
1
0
0
0
0
0
0
2.1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,362,223.054846
9.5
10.392305
0
0
0
141.55
DDoS
1,997
0
54
6
64
2.030707
2.030707
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
82,943,067.808507
9.5
10.392305
0
0
0
141.55
DoS
1,998
0
54
6
64
52.045291
52.045291
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
83,331,876.307765
9.5
10.392305
0
0
0
141.55
DDoS
1,999