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Datasets:
bencorn
/
CIC-IoT-2023

Modalities:
Tabular
Formats:
csv
Size:
10M - 100M
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Dask
Polars
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Header_Length
float64
Protocol Type
int64
Time_To_Live
float64
Rate
float64
fin_flag_number
float64
syn_flag_number
float64
rst_flag_number
float64
psh_flag_number
float64
ack_flag_number
float64
ece_flag_number
float64
cwr_flag_number
float64
ack_count
int64
syn_count
int64
fin_count
int64
rst_count
int64
HTTP
float64
HTTPS
float64
DNS
float64
Telnet
float64
SMTP
float64
SSH
float64
IRC
float64
TCP
float64
UDP
float64
DHCP
float64
ARP
float64
ICMP
float64
IGMP
float64
IPv
float64
LLC
float64
Tot sum
int64
Min
int64
Max
int64
AVG
float64
Std
float64
Tot size
float64
IAT
float64
Number
int64
Variance
float64
13.2
17
111.8
21.654112
0
0
0
0
0.3
0
0
3
0
0
0
0
0.2
0.5
0
0
0
0
0.3
0.6
0
0.1
0
0
0.9
0.9
2,105
60
1,392
210.5
415.549502
210.5
0.046181
10
172,681.388889
11.2
17
63.5
134.621809
0
0.1
0
0
0
0
0
0
1
0
0
0
0.1
0
0
0
0
0
0.1
0.9
0
0
0
0
1
1
4,736
60
1,392
473.6
632.696206
473.6
0.008186
10
400,304.488889
13.6
17
65.6
211.662495
0
0.1
0
0
0.2
0
0
2
1
0
0
0
0.2
0
0
0
0
0
0.2
0.8
0
0
0
0
1
1
3,788
62
1,392
378.8
508.763381
378.8
0.004735
10
258,840.177778
24.8
6
84.4
155.707333
0
0
0
0.4
0.7
0
0
7
0
0
0
0
0.7
0
0
0
0
0
0.7
0.3
0
0
0
0
1
1
2,917
62
833
291.7
308.737951
291.7
0.006422
10
95,319.122222
10.4
17
118.3
105.440687
0
0
0
0
0.1
0
0
1
0
0
0
0
0.1
0
0
0
0
0
0.1
0.9
0
0
0
0
1
1
1,163
62
230
116.3
75.052648
116.3
0.009484
10
5,632.9
24
6
164.2
33.498048
0
0
0
0.4
0.7
0
0
7
0
0
0
0
0.7
0
0
0
0
0
0.7
0.2
0
0.1
0
0
0.9
0.9
1,158
60
230
115.8
61.60772
115.8
0.031367
10
3,795.511111
21.6
6
100.5
18.260939
0
0
0
0.3
0.6
0
0
6
0
0
0
0
0.3
0
0
0
0
0
0.6
0.3
0
0
0.1
0
1
1
1,292
60
214
129.2
64.313123
129.2
0.054762
10
4,136.177778
6.4
17
66.9
35.185373
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
0
0
0
0
0
0.8
0
0.1
0.1
0
0.9
0.9
1,358
60
224
135.8
60.951347
135.8
0.028861
10
3,715.066667
6.4
17
92.2
23.707187
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
0
0.1
0.1
0
0.9
0.9
1,182
60
230
118.2
60.003333
118.2
0.045284
10
3,600.4
24
6
135.5
14.616418
0
0
0
0.1
0.7
0
0
7
0
0
0
0
0.2
0
0
0
0
0
0.7
0.2
0
0.1
0
0
0.9
0.9
1,092
60
230
109.2
72.468844
109.2
0.07308
10
5,251.733333
16.8
17
101.9
9.624436
0
0
0
0.2
0.4
0
0
4
0
0
0
0
0.2
0.1
0
0
0
0
0.4
0.5
0
0
0.1
0
1
1
1,492
66
230
149.2
64.140124
149.2
0.106553
10
4,113.955556
16.8
17
94
36.039949
0
0.2
0
0
0.2
0
0
2
2
0
0
0.3
0
0.5
0
0
0
0
0.3
0.7
0
0
0
0
1
1
1,249
66
230
124.9
61.594462
124.9
0.027999
10
3,793.877778
30.4
6
75.3
48.529795
0.2
0.1
0
0.3
0.8
0
0
8
1
2
0
0.7
0.1
0
0
0
0
0
0.9
0.1
0
0
0
0
1
1
1,347
66
359
134.7
111.689102
134.7
0.020606
10
12,474.455556
22.4
6
95
18.356603
0
0.2
0
0.1
0.5
0
0
5
2
0
0
0.3
0.2
0.2
0
0
0
0
0.6
0.2
0
0
0.2
0
1
1
1,758
66
572
175.8
156.109506
175.8
0.055284
10
24,370.177778
32.8
6
117.1
48.104892
0
0.1
0
0.2
1
0
0
10
1
0
0
0.4
0.6
0
0
0
0
0
1
0
0
0
0
0
1
1
2,849
66
1,494
284.9
472.316384
284.9
0.021337
10
223,082.766667
24.8
6
137.2
79.652093
0
0
0
0.4
0.7
0
0
7
0
0
0
0
0.7
0
0
0
0
0
0.7
0.3
0
0
0
0
1
1
6,471
60
1,494
647.1
665.412228
647.1
0.012563
10
442,773.433333
30
6
130.8
94.906209
0
0
0
0.4
0.9
0
0
9
0
0
0
0
0.9
0
0
0
0
0
0.9
0
0
0.1
0
0
0.9
0.9
1,491
60
566
149.1
156.262208
149.1
0.010537
10
24,417.877778
27.2
6
156.8
222.365578
0.2
0
0
0.1
0.8
0
0
8
0
2
0
0
0.8
0
0
0
0
0
0.8
0.2
0
0
0
0
1
1
996
66
230
99.6
65.052457
99.6
0.007563
10
4,231.822222
13.6
17
123.9
18.756516
0
0
0
0.1
0.3
0
0
3
0
0
0
0
0.3
0
0
0
0
0
0.3
0.5
0
0.2
0
0
0.8
0.8
1,275
60
230
127.5
72.961558
127.5
0.055612
10
5,323.388889
24
6
75.9
23.260415
0
0
0
0.4
0.7
0
0
7
0
0
0
0
0.4
0
0
0
0
0
0.7
0.2
0
0.1
0
0
0.9
0.9
1,354
60
218
135.4
64.360443
135.4
0.044817
10
4,142.266667
24.4
6
117.2
25.305627
0
0.1
0
0.4
0.7
0
0
7
1
0
0
0
0.4
0
0
0
0
0
0.8
0.2
0
0
0
0
1
1
1,120
60
230
112
60.668498
112
0.041339
10
3,680.666667
24.8
6
137.4
21.906867
0
0
0
0.3
0.7
0
0
7
0
0
0
0
0.7
0
0
0
0
0
0.7
0.3
0
0
0
0
1
1
1,422
66
230
142.2
72.206186
142.2
0.052093
10
5,213.733333
19.2
6
112.5
33.859738
0
0
0
0.4
0.6
0
0
6
0
0
0
0
0.3
0.3
0
0
0
0
0.6
0.3
0
0
0.1
0
1
1
1,263
66
224
126.3
60.975496
126.3
0.030336
10
3,718.011111
32.8
6
62.8
61.345525
0
0.1
0
0.6
0.9
0
0
9
1
0
0
0
0.2
0
0
0
0
0
1
0
0
0
0
0
1
1
1,011
66
176
101.1
47.617574
101.1
0.018204
10
2,267.433333
18.8
6
89.1
18.254772
0
0.1
0
0.1
0.4
0
0
4
1
0
0
0
0.2
0.4
0
0
0
0.1
0.5
0.4
0
0.1
0
0
0.9
0.9
998
60
194
99.8
48.363898
99.8
0.055506
10
2,339.066667
21.6
6
94.6
15.433859
0
0
0
0.4
0.6
0
0
6
0
0
0
0
0.6
0
0
0
0
0
0.6
0.3
0
0.1
0
0
0.9
0.9
1,332
60
230
133.2
72.276937
133.2
0.073958
10
5,223.955556
28
6
76.8
44.604407
0
0.1
0
0.3
0.7
0
0
7
1
0
0
0.6
0.1
0
0
0
0
0.1
0.8
0.2
0
0
0
0
1
1
4,749
66
2,924
474.9
880.158376
474.9
0.02588
10
774,678.766667
24
6
112.7
27.942411
0
0
0
0.4
0.7
0
0
7
0
0
0
0.3
0.4
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0
0
0
0
0.7
0.2
0
0
0.1
0
1
1
1,524
60
562
152.4
151.86851
152.4
0.036035
10
23,064.044444
26.4
6
84.9
20.741251
0
0.1
0
0.1
0.7
0
0
7
1
0
0
0
0.7
0
0
0
0
0
0.8
0
0
0.2
0
0
0.8
0.8
746
60
156
74.6
28.860584
74.6
0.049296
10
832.933333
14.4
17
157.4
69.962903
0
0
0
0
0.3
0
0
3
0
0
0
0
0.3
0.3
0
0
0
0
0.3
0.6
0
0
0.1
0
1
1
1,582
66
230
158.2
74.710999
158.2
0.019648
10
5,581.733333
9.6
17
104.7
85.513226
0
0
0
0
0.1
0
0
1
0
0
0
0
0.1
0.3
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0
0
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0
0
0.1
0
1
1
1,010
60
230
101
67.270598
101
0.011694
10
4,525.333333
15.2
6
60.3
19.741153
0
0
0
0.2
0.4
0
0
4
0
0
0
0
0.2
0
0
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0.4
0.3
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0.3
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0.7
0.7
1,010
60
214
101
58.265675
101
0.055201
10
3,394.888889
28
6
118
18.847933
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0.4
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8
1
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0.3
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0.9
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0
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1
1
1,541
60
638
154.1
178.020255
154.1
0.054162
10
31,691.211111
27.2
6
108.1
25.903717
0
0
0
0.3
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0
8
0
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0.4
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0.8
0.2
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1
1
2,803
66
1,754
280.3
522.106854
280.3
0.040663
10
272,595.566667
12.8
17
101.7
13.22466
0
0
0
0.1
0.3
0
0
3
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0.3
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0.7
0.7
1,380
60
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138
81.081578
138
0.075693
10
6,574.222222
17.6
6
98.6
17.461454
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5
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1
1
1,280
60
196
128
60.530984
128
0.059721
10
3,664
10.4
17
127.2
5.58835
0
0
0
0.1
0.2
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0
2
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0
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0.2
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0.2
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0.2
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0.8
0.8
1,668
60
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166.8
75.302058
166.8
0.182729
10
5,670.4
9.6
17
102.2
49.117829
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0.1
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0.8
0.8
1,266
60
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126.6
83.213514
126.6
0.020361
10
6,924.488889
14.4
0
93.5
14.611785
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0
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0.1
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4
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0.2
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0.4
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0.4
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0.6
0.6
1,058
60
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105.8
70.870461
105.8
0.068713
10
5,022.622222
16
6
99.5
35.962295
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0
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0.4
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5
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0.8
0.8
1,370
60
214
137
59.688078
137
0.029663
10
3,562.666667
7.6
17
76.6
54.367053
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1
1
1,018
60
224
101.8
65.844598
101.8
0.018563
10
4,335.511111
17.6
17
96.6
52.033153
0.1
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4
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1
1
1,130
60
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113
56.007936
113
0.019677
10
3,136.888889
10.4
17
134.1
10.390322
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1
2,316
66
348
231.6
114.991014
231.6
0.09949
10
13,222.933333
24.8
6
61.5
39.140648
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0.5
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1
1
955
60
176
95.5
43.523302
95.5
0.025549
10
1,894.277778
24
6
71.5
30.455942
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0.4
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0.9
0.9
963
60
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96.3
51.788137
96.3
0.033927
10
2,682.011111
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17
227.8
33.794181
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0.1
0
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0.9
0.9
2,734
60
358
273.4
113.089149
273.4
0.039538
10
12,789.155556
20
6
189.9
33.611976
0
0
0
0.7
0.8
0
0
8
0
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0.2
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1
1
1,330
66
230
133
50.552503
133
0.030587
10
2,555.555556
31.2
6
80.8
225.79399
0.1
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0
0.3
0.9
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0
9
2
1
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0.8
0
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1
1
2,165
60
824
216.5
300.716644
216.5
0.004489
10
90,430.5
24.8
6
108.2
41.097983
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8
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1
2,642
60
1,794
264.2
539.582102
264.2
0.024728
10
291,148.844444
17.6
6
74.4
146.765343
0
0
0
0.5
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6
0
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0.4
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