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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DDoS
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53,770,639.313318
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DDoS
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DDoS
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112.82
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567.8
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570.6
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441
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DDoS
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Mirai
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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
83,313,730.035196
9.5
10.392305
0
0
0
141.55
DDoS
2,041
0.040182
56.24
6.22
64
1.221303
1.221303
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
576.57
54
58.93
54.950856
1.878599
54.58
82,946,364.804353
9.5
10.481308
2.659567
21.279713
0.17
141.55
DoS
2,042
0.009931
59.19
6
62.92
22.393611
22.393611
0
0
1
0
0
0
0
0
0
0.96
0
0.03
0.06
0
0
0
0
0
0
0
1
0
0
0
0
1
1
572.26
54
58.62
54.369686
1.170255
54.58
83,361,870.934214
9.5
10.427618
1.658724
9.692929
0.26
141.55
DDoS
2,043
0
0
0.98
62.72
26.946157
26.946157
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
9,751.58
345.22
1,490.96
937.170924
547.862166
920.44
83,249,739.034625
9.5
43.156135
774.802705
316,103.280842
0.95
141.55
DDoS
2,044
0.057397
55.12
6
64
0.397603
0.397603
0
0
1
0
0
0
0
0
0
1.01
0.01
0
0.01
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567.32
54
54.32
54.019781
0.076844
54.04
83,088,909.923491
9.5
10.394216
0.108977
0.074513
0.08
141.55
DDoS
2,045
0
54
6
64
1.363572
1.363572
0
0
1
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,093,964.431582
9.5
10.392305
0
0
0
141.55
DDoS
2,046
6.300836
83.82
16.89
64.59
0.314245
0.314245
0
0
0
0
0
0
0
0
0
0
0
0
0.01
0
0
0
0
0
0
0
0
1
0
0
0
1
1
442.44
42
43.44
42.083083
0.335305
42.24
83,003,514.16469
9.5
9.17421
0.476009
1.891419
0.06
141.55
DoS
2,047
0
54
6
64
24.653306
24.653306
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
83,076,906.711267
9.5
10.392305
0
0
0
141.55
DDoS
2,048
0.073727
40,824
16.36
71.64
11,079.740897
11,079.740897
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
53.8
50.384635
1.112529
50.8
83,012,157.598812
9.5
10.038215
1.577009
6.791497
0.19
141.55
DoS
2,049
0.009739
54.54
6
65.91
2.240855
2.240855
0
0
0
0
1
1
0
0
0
0
0.01
1
1.01
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,314,440.733132
9.5
10.392305
0
0
0
141.55
DDoS
2,050
0
0
1
64
98.434734
98.434734
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
83,124,057.730155
9.5
9.165151
0
0
0
141.55
DDoS
2,051
0
54
6
64
21.876477
21.876477
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
83,093,181.443018
9.5
10.392305
0
0
0
141.55
DDoS
2,052
0.50078
38,411
17
64
1,537.739363
1,537.739363
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
83,098,377.923307
9.5
10
0
0
0
141.55
DDoS
2,053
0.051203
135.06
45.17
64.92
12.962223
12.962223
0
0
0
0
0
0
0
0
0.01
0.06
0
0.15
0.35
0
0
0
0
0
0
0
0
0
0
0
0
1
1
5,974.24
360.14
586.74
557.351546
69.614458
566.17
83,694,182.46911
9.5
33.281834
96.95729
11,991.099583
0.42
141.55
Mirai
2,054
3.580698
231.12
6
64
1.193803
1.193803
0
0
1
0
0
0
0
0
0
4.28
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,362,138.222072
9.5
10.392305
0
0
0
141.55
DDoS
2,055
0
54
6
64
1.208982
1.208982
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
83,330,832.26967
9.5
10.392305
0
0
0
141.55
DDoS
2,056
0.115458
22,512.69
16.89
65.69
18,248.408091
18,248.408091
0
0
0
0
0
0
0
0
0
0
0
0.03
0.04
0
0
0
0
0
0
0
0
1
0
0
0
1
1
526.88
50
51.88
50.101995
0.425631
50.47
83,123,802.159468
9.5
10.010193
0.60549
4.5849
0.04
141.55
DDoS
2,057
0
54
6
64
3,110.347794
3,110.347794
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
83,068,386.695838
9.5
10.392305
0
0
0
141.55
DDoS
2,058
0.630061
86.4
6
64
1.662921
1.662921
0
0
1
0
0
0
0
0
0
1.6
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,361,893.443084
9.5
10.392305
0
0
0
141.55
DDoS
2,059
0
54
6
64
0.956754
0.956754
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
83,072,028.606328
9.5
10.392305
0
0
0
141.55
DDoS
2,060
0.074804
20,642
16.66
62.72
6,332.868258
6,332.868258
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
526.3
50
50.7
50.076378
0.217154
50.2
83,123,614.106616
9.5
10.007648
0.308077
0.682194
0.07
141.55
DDoS
2,061
0
54
6
64
2.971118
2.971118
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
83,331,764.771487
9.5
10.392305
0
0
0
141.55
DDoS
2,062
0
0
1
64
1.252874
1.252874
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
83,128,385.693854
9.5
9.165151
0
0
0
141.55
DDoS
2,063
0.282143
7,513.57
16.56
64
27,133.094972
27,133.094972
0
0
0
0
0
0
0
0
0
0.1
0
0.17
0.63
0
0
0
0
0
0
0
0
1
0
0
0
1
1
829.1
50
135.28
76.135004
38.004124
70.96
83,102,337.689886
9.5
11.687977
53.802884
9,095.376431
0.16
141.55
DDoS
2,064
4.463102
108
6
64
0.448119
0.448119
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
82,947,303.68166
9.5
10.392305
0
0
0
141.55
DoS
2,065
5.584424
178.48
6
64
1.186047
1.186047
0
0
1
0
0
1
0
0
0
2.15
1.07
0
1.15
0
0
0
0
0
0
0
1
0
0
0
0
1
1
586.2
55.36
56.28
55.742226
0.381372
56.04
82,985,377.922548
9.5
10.557141
0.53769
0.648422
0.23
141.55
DoS
2,066
0.156525
27,189.06
16.89
63.76
7,340.098671
7,340.098671
0
0
0
0
0
0
0
0
0
0.07
0
0
0.04
0
0
0
0
0
0
0
0
1
0
0
0
1
1
525.88
50
50.88
50.061502
0.222798
50.08
83,097,868.782803
9.5
10.006153
0.31569
0.457432
0.11
141.55
DDoS
2,067
0.571929
46,253.5
16.68
67.82
43,577.189735
43,577.189735
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
532.4
50.2
57.4
51.072429
2.188514
50.4
83,102,454.129229
9.5
10.104094
3.098054
14.142614
0.36
141.55
DDoS
2,068
0
54
6
64
32.005922
32.005922
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
83,064,222.684228
9.5
10.392305
0
0
0
141.55
DDoS
2,069
0
54
6
64
0.188932
0.188932
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
83,344,163.414687
9.5
10.392305
0
0
0
141.55
DDoS
2,070
0
54
6
64
23.835336
23.835336
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
83,318,204.459436
9.5
10.392305
0
0
0
141.55
DDoS
2,071
0.022562
13,625
17
64
12,046.802627
12,046.802627
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
83,103,056.25631
9.5
10
0
0
0
141.55
DDoS
2,072
0
54
6
64
2.1308
2.1308
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
83,314,729.398304
9.5
10.392305
0
0
0
141.55
DDoS
2,073
0
0
47
64
2.52831
2.52831
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
6,216
592
592
592
0
592
83,681,350.387846
9.5
34.409301
0
0
0
141.55
Mirai
2,074
0
54
6
64
1.361975
1.361975
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
83,033,825.043818
9.5
10.392305
0
0
0
141.55
DDoS
2,075
0
54
6
64
1.354936
1.354936
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
83,345,148.543093
9.5
10.392305
0
0
0
141.55
DDoS
2,076
1.058291
101.52
6
64
1.027797
1.027797
0
0
1
0
0
0
0
0
0
1.88
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,365,545.249874
9.5
10.392305
0
0
0
141.55
DDoS
2,077
0
54
6
64
24.220381
24.220381
0
0
1
0
0
0
0
0
0
0.95
0.05
0
0.05
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,093,497.289942
9.5
10.392305
0
0
0
141.55
DDoS
2,078
0
0
47
64
10.869677
10.869677
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
6,216
592
592
592
0
592
83,694,019.110533
9.5
34.409301
0
0
0
141.55
Mirai
2,079
4.946503
108
6
64
0.404326
0.404326
0
0
0
0
0
0
0
0
0
0
0
0
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0
0
0
0
0
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1
0
0
0
0
1
1
567
54
54
54
0
54
82,951,558.597267
9.5
10.392305
0
0
0
141.55
DoS
2,080
0.644501
38,787.98
17
64
1,481.881874
1,481.881874
0
0
0
0
0
0
0
0
0
0
0
0
0
0
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0
0
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0
1
0
0
0
1
1
528.42
50
53.42
50.197321
0.796349
50.57
83,102,398.135257
9.5
10.019561
1.130521
10.668787
0.06
141.55
DDoS
2,081
0.073055
27,480
16.36
71.64
7,540.049495
7,540.049495
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
528.6
50
51.2
50.200177
0.436961
50.8
83,011,731.617436
9.5
10.019864
0.620129
3.288702
0.06
141.55
DoS
2,082
0
0
1
64
2.607943
2.607943
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
83,149,682.572431
9.5
9.165151
0
0
0
141.55
DDoS
2,083
0
54
6
64
1.253994
1.253994
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
83,344,468.668053
9.5
10.392305
0
0
0
141.55
DDoS
2,084
16.039087
21,181.6
6
64
121.908273
121.908273
0
0
0
1
0
1
0
0
0
0.9
0.9
77.1
157.9
0
0
0
0
0
0
0
1
0
0
0
0
1
1
307.2
54
64.2
55.02
3.06
64.2
0.000044
5.5
10.486212
4.327494
93.636
0.1
38.5
Recon
2,085
4.23056
105.84
5.88
62.72
0.463337
0.463337
0
0
1
0
0
0
0
0
0
1.96
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567.9
54
54.9
54.071864
0.23987
54.12
82,985,327.85243
9.5
10.39893
0.321189
0.376318
0.14
141.55
DoS
2,086
0.009866
7,227
16.84
65.91
15,579.202811
15,579.202811
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
526.2
50
51.2
50.069235
0.279421
50.2
83,011,712.908834
9.5
10.006936
0.396674
1.313486
0.06
141.55
DoS
2,087
0
54
6
64
13.610068
13.610068
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
83,072,305.228922
9.5
10.392305
0
0
0
141.55
DDoS
2,088
0.000167
54.94
6
64
98.473062
98.473062
0
0
0
0
0
0
0
0
0
0.02
0
0
0.01
0
0
0
0
0
0
0
1
0
0
0
0
1
1
571
54.2
58
54.719548
1.191397
54.2
83,034,074.041185
9.5
10.459079
1.686404
8.015752
0.19
141.55
DDoS
2,089
0.112558
12,179
17
64
4,510.514977
4,510.514977
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
83,098,379.412507
9.5
10
0
0
0
141.55
DDoS
2,090
4.59586
112.1
6.22
66.55
0.643588
0.643588
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
601.14
54
88.14
57.123171
9.589847
56.21
82,947,236.358779
9.5
10.675127
13.578818
383.015826
0.3
141.55
DoS
2,091
0
54
6
64
27.36321
27.36321
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
83,037,707.241089
9.5
10.392305
0
0
0
141.55
DDoS
2,092
0
54
6
64
32.555008
32.555008
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
83,072,479.914466
9.5
10.392305
0
0
0
141.55
DDoS
2,093
0.054774
16,090
17
64
7,189.292933
7,189.292933
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
83,102,852.208354
9.5
10
0
0
0
141.55
DDoS
2,094
236.554192
89,962
7.1
80.9
440.661858
440.661858
0
0
0
0
0
1
0
0
0
0.7
0
272.3
564.9
1
0
0
0
0
0
0
1
0
0
0
0
1
1
519.4
70
161.1
90.825238
32.596842
113.2
0.018754
5.5
13.448681
46.098896
1,488.359932
0.9
38.5
Recon
2,095
6.162925
148.9
6
64.58
0.529915
0.529915
0
0
1
0
0
0
0
0
0
2.33
0.36
0
0.43
0
1
0
0
0
0
0
1
0
0
0
0
1
1
567.6
54
54.6
54.031637
0.134061
54.2
82,986,063.929721
9.5
10.395385
0.191104
0.608769
0.03
141.55
DoS
2,096
0
54
6
64
39.640895
39.640895
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
83,093,398.98129
9.5
10.392305
0
0
0
141.55
DDoS
2,097
0
52.92
5.88
62.72
3.094749
3.094749
0
0
1
0
0
0
0
0
0
0.98
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
1
1
568.38
54
55.08
54.142635
0.353004
54.12
83,094,084.567035
9.5
10.405998
0.499808
0.715716
0.18
141.55
DDoS
2,098
2.361775
162
6
64
1.270232
1.270232
0
0
1
0
0
0
0
0
0
3
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,365,480.215207
9.5
10.392305
0
0
0
141.55
DDoS
2,099