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bencorn
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CIC-IoT-2023

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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
8.8
17
69
31.638267
0
0
0
0
0.1
0
0
1
0
0
0
0
0
0
0
0
0
0
0.1
0.7
0
0.2
0
0
0.8
0.8
1,234
60
230
123.4
65.747328
123.4
0.035303
10
4,322.711111
12.8
17
115.6
16.909318
0
0
0
0.1
0.2
0
0
2
0
0
0
0
0.2
0.1
0
0
0
0
0.2
0.8
0
0
0
0
1
1
1,332
60
230
133.2
72.904504
133.2
0.062162
10
5,315.066667
8
17
76.8
34.894376
0
0
0
0.1
0.1
0
0
1
0
0
0
0
0.1
0.2
0
0
0
0
0.1
0.6
0.4
0.2
0.1
0
0.8
0.8
2,624
60
508
262.4
141.370435
262.4
0.029045
10
19,985.6
25.2
6
147.6
26.59914
0
0
0
0.5
0.9
0
0
9
0
0
0
0
0.3
0
0
0
0
0
0.9
0
0
0.1
0
0
0.9
0.9
953
60
176
95.3
45.48272
95.3
0.038912
10
2,068.677778
20.8
6
112.4
33.463171
0
0.1
0
0.1
0.4
0
0
4
1
0
0
0
0.4
0.4
0
0
0
0.1
0.5
0.5
0
0
0
0
1
1
1,174
66
230
117.4
60.443178
117.4
0.042252
10
3,653.377778
13.6
17
76.9
29.033036
0
0.2
0
0
0.1
0
0
1
2
0
0
0
0.2
0.2
0
0
0
0
0.2
0.7
0
0.1
0
0
0.9
0.9
822
60
136
82.2
22.909484
82.2
0.035628
10
524.844444
29.6
6
183.6
486.499176
0
0
0
0.5
0.9
0
0
9
0
0
0
0
0.9
0
0
0
0
0
0.9
0.1
0
0
0
0
1
1
5,698
60
1,514
569.8
615.386022
569.8
0.005181
10
378,699.955556
27.2
6
97.3
76.600178
0
0
0
0.1
0.8
0
0
8
0
0
0
0
0.8
0
0
0
0
0
0.8
0.2
0
0
0
0
1
1
841
66
186
84.1
37.989618
84.1
0.014386
10
1,443.211111
28.8
6
144.6
1,001.600917
0
0
0
0.2
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
12,415
60
8,754
1,241.5
2,705.45257
1,241.5
0.000998
10
7,319,473.611111
28.8
6
109.8
291.172032
0
0
0
0
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
12,238
60
5,858
1,223.8
1,906.786581
1,223.8
0.003484
10
3,635,835.066667
29.6
6
187.5
245.302453
0
0
0
0.2
0.9
0
0
9
0
0
0
0
0.8
0
0
0
0
0
0.9
0.1
0
0
0
0
1
1
14,906
66
9,809
1,490.6
3,223.585967
1,490.6
0.004097
10
10,391,506.488889
27.2
6
81
159.212876
0
0
0
0.3
0.8
0
0
8
0
0
0
0
0.6
0
0
0
0
0
0.8
0.2
0
0
0
0
1
1
11,850
66
4,410
1,185
1,467.277903
1,185
0.007347
10
2,152,904.444444
29.6
6
83.1
2,009.247425
0
0
0
0
0.9
0
0
9
0
0
0
0
0.9
0
0
0
0
0
0.9
0.1
0
0
0
0
1
1
25,424
214
4,410
2,542.4
1,344.717335
2,542.4
0.000514
10
1,808,264.711111
32
6
238
5,007.526266
0
0
0
0
1
0
0
10
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
1
1
660
66
66
66
0
66
0.000357
10
0
28.8
6
144.2
51.249485
0
0
0
0.4
0.9
0
0
9
0
0
0
0
0.7
0
0
0
0
0
0.9
0
0
0.1
0
0
0.9
0.9
1,474
60
627
147.4
184.061705
147.4
0.019562
10
33,878.711111
27.2
6
69.4
53.192916
0
0.1
0
0.2
0.7
0
0
7
1
0
0
0.2
0
0
0
0
0
0.1
0.8
0.1
0.1
0.1
0
0
0.9
0.9
986
60
338
98.6
84.858313
98.6
0.018866
10
7,200.933333
20
6
118.9
13.402884
0
0
0
0.2
0.5
0
0
5
0
0
0
0
0.5
0.1
0
0
0
0
0.5
0.5
0
0
0
0
1
1
1,451
66
230
145.1
69.660207
145.1
0.079211
10
4,852.544444
11.2
17
165.9
118.273012
0
0
0
0
0.2
0
0
2
0
0
0
0
0.2
0.1
0
0
0
0
0.2
0.6
0
0
0.2
0
1
1
1,878
66
230
187.8
64.961185
187.8
0.009379
10
4,219.955556
13.6
17
78
19.923409
0
0
0
0.1
0.3
0
0
3
0
0
0
0
0.3
0.2
0
0
0
0
0.3
0.5
0
0.1
0.1
0
0.9
0.9
918
60
200
91.8
40.295575
91.8
0.05565
10
1,623.733333
28.4
6
117.3
44.352958
0
0
0
0.3
0.9
0
0
9
0
0
0
0
0.7
0
0
0
0
0
0.9
0.1
0
0
0
0
1
1
954
60
214
95.4
54.240616
95.4
0.024468
10
2,942.044444
22
6
85.6
34.266994
0
0.1
0
0.2
0.5
0
0
5
1
0
0
0
0.4
0
0
0
0
0.1
0.6
0.4
0
0
0
0
1
1
1,163
60
211
116.3
56.889855
116.3
0.030586
10
3,236.455556
23.2
6
116.9
79.645136
0
0.1
0
0.4
0.5
0
0
5
1
0
0
0.1
0.1
0.2
0
0
0
0
0.6
0.4
0
0
0
0
1
1
1,007
60
230
100.7
48.369067
100.7
0.013335
10
2,339.566667
19.2
6
55.7
62.070892
0
0.2
0
0.2
0.4
0
0
4
2
0
0
0.1
0.2
0
0
0
0
0
0.5
0.2
0
0.3
0
0
0.7
0.7
895
60
217
89.5
49.198577
89.5
0.018381
10
2,420.5
22
6
87.1
30.862392
0
0
0.1
0.3
0.6
0
0
6
0
0
1
0.1
0.6
0
0
0
0
0
0.7
0.1
0
0.2
0
0
0.8
0.8
2,325
60
1,412
232.5
418.527379
232.5
0.033427
10
175,165.166667
8
17
102.2
20.257103
0
0.1
0
0
0
0
0
0
1
0
0
0.1
0
0
0
0
0
0
0.1
0.5
0
0.2
0.2
0
0.8
0.8
1,603
60
345
160.3
114.862285
160.3
0.049894
10
13,193.344444
20.8
6
56
63.241519
0.1
0.3
0
0
0.3
0
0
3
3
1
0
0
0
0
0
0
0
0
0.5
0.3
0
0.1
0.1
0
0.9
0.9
1,286
60
339
128.6
95.741782
128.6
0.015915
10
9,166.488889
21.6
6
89
103.402979
0.1
0
0
0.1
0.6
0
0
6
0
1
0
0
0.1
0
0
0
0
0
0.6
0.3
0
0
0
0.1
1
1
746
60
176
74.6
35.752855
74.6
0.009992
10
1,278.266667
21.6
6
136
54.182904
0.1
0
0
0.1
0.7
0
0
7
0
1
0
0
0.6
0
0
0
0
0
0.7
0.2
0
0
0
0.1
1
1
1,031
60
326
103.1
85.897161
103.1
0.020003
10
7,378.322222
14.4
17
95.5
48.246271
0
0
0
0.1
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
1,536
60
400
153.6
107.42977
153.6
0.025209
10
11,541.155556
9.6
17
162.1
43.176951
0
0
0
0.1
0.2
0
0
2
0
0
0
0
0
0
0
0
0
0
0.2
0.7
0
0
0.1
0
1
1
1,914
60
345
191.4
104.921346
191.4
0.024932
10
11,008.488889
5.6
17
95.9
40.244327
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
0
0.2
0
0.1
0.8
0.8
1,536
60
339
153.6
93.125006
153.6
0.027348
10
8,672.266667
8
17
202.4
36.043944
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
2,664
60
476
266.4
122.151272
266.4
0.03533
10
14,920.933333
19.2
17
138.2
25.374212
0
0.2
0
0
0.2
0
0
2
2
0
0
0.1
0.2
0
0
0
0
0
0.4
0.6
0
0
0
0
1
1
2,023
66
435
202.3
147.162835
202.3
0.045789
10
21,656.9
11.2
17
127.3
18.311732
0
0
0
0.1
0.2
0
0
2
0
0
0
0
0.2
0
0
0
0
0
0.2
0.6
0
0.1
0.1
0
0.9
0.9
2,401
60
606
240.1
171.733935
240.1
0.059376
10
29,492.544444
17.6
17
170
125.327309
0
0.1
0
0.1
0.3
0
0
3
1
0
0
0
0.3
0
0
0
0
0.1
0.4
0.5
0
0.1
0
0
0.9
0.9
1,469
60
230
146.9
78.443823
146.9
0.008871
10
6,153.433333
12
17
68.2
24.731164
0
0
0
0.1
0.2
0
0
2
0
0
0
0
0.2
0
0
0
0
0
0.2
0.7
0
0.1
0
0
0.9
0.9
1,641
60
345
164.1
130.487505
164.1
0.041281
10
17,026.988889
8
17
134.1
37.29646
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
0
0
0
0
0
1
0
0
0
0
1
1
1,276
60
326
127.6
91.498877
127.6
0.029871
10
8,372.044444
12.8
17
66.9
70.454258
0
0
0
0.2
0.3
0
0
3
0
0
0
0
0
0
0
0
0
0
0.3
0.4
0
0.3
0
0
0.7
0.7
1,246
60
400
124.6
108.103037
124.6
0.020233
10
11,686.266667
6.4
17
73.1
184.696246
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
0
0
0
0
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0.8
0
0
0.2
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1
1
1,748
60
336
174.8
81.290699
174.8
0.006352
10
6,608.177778
11.6
17
114.2
19.124373
0
0
0
0.2
0.3
0
0
3
0
0
0
0
0
0
0
0
0
0
0.3
0.7
0
0
0
0
1
1
1,520
60
345
152
112.083302
152
0.05275
10
12,562.666667
12
17
178.2
28.097551
0
0
0
0.1
0.2
0
0
2
0
0
0
0
0.2
0
0
0
0
0
0.2
0.7
0
0
0.1
0
1
1
2,415
66
606
241.5
157.985407
241.5
0.044277
10
24,959.388889
16.8
17
57.6
10.659662
0
0
0
0.3
0.4
0
0
4
0
0
0
0
0.1
0
0
0
0
0
0.4
0.5
0
0.1
0
0
0.9
0.9
2,338
60
345
233.8
119.446687
233.8
0.098758
10
14,267.511111
16
6
99.6
50.368961
0.1
0
0
0
0.4
0
0
4
0
1
0
0.1
0.3
0.2
0
0
0
0
0.4
0.4
0.1
0.1
0.1
0
0.9
0.9
1,134
60
338
113.4
93.827501
113.4
0.021795
10
8,803.6
26.8
6
153.8
26.115585
0.2
0.1
0
0.5
0.8
0
0
8
1
2
0
0.3
0.3
0
0
0
0
0
0.9
0.1
0
0
0
0
1
1
1,083
66
218
108.3
46.253048
108.3
0.040463
10
2,139.344444
14
6
155
44.328208
0
0
0
0.3
0.5
0
0
5
0
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0
0
0
0
0
0
0
0
0.5
0.5
0
0
0
0
1
1
1,953
60
345
195.3
113.873273
195.3
0.02451
10
12,967.122222
17.2
6
95.1
112.339404
0
0
0
0.3
0.5
0
0
5
0
0
0
0
0.2
0.3
0
0
0
0
0.5
0.3
0
0
0.2
0
1
1
1,262
60
224
126.2
61.50122
126.2
0.015442
10
3,782.4
19.2
6
61.7
28.309287
0.1
0
0
0.2
0.5
0
0
5
0
1
0
0.1
0
0
0
0
0
0
0.5
0.4
0
0
0.1
0
1
1
760
60
90
76
11.303883
76
0.036602
10
127.777778
16.4
6
75.6
32.613139
0
0.2
0
0.1
0.4
0
0
4
2
0
0
0.5
0
0.2
0
0
0
0
0.5
0.4
0
0
0
0.1
1
1
964
60
263
96.4
68.534176
96.4
0.032019
10
4,696.933333
20
6
170.9
61.849116
0.2
0
0
0.4
0.9
0
0
9
0
2
0
0.8
0
0
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1
1
2,379
60
594
237.9
220.180456
237.9
0.01657
10
48,479.433333
12.8
17
212.4
57.638214
0
0
0
0.3
0.4
0
0
4
0
0
0
0.1
0
0
0
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0.4
0.6
0
0
0
0
1
1
2,470
60
923
247
245.202411
247
0.018994
10
60,124.222222
19.6
6
112.7
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