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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
32
6
114.7
64.468344
0
0
0
0.5
1
0
0
10
0
0
0
0
0.7
0
0
0
0
0
1
0
0
0
0
0
1
1
2,475
66
1,150
247.5
352.722822
247.5
0.015512
10
124,413.388889
29.6
6
121
106.392039
0.2
0
0
0.4
0.9
0
0
9
0
2
0
0
0.5
0.1
0
0
0
0
0.9
0.1
0
0
0
0
1
1
2,994
66
1,514
299.4
443.019488
299.4
0.010149
10
196,266.266667
23.2
6
154.7
148.786946
0.1
0
0
0.2
0.7
0
0
7
0
1
0
0
0.5
0.1
0
0
0
0
0.7
0.1
0
0
0.2
0
1
1
2,727
66
1,514
272.7
441.118792
272.7
0.006846
10
194,585.788889
24
6
108.8
56.951148
0.1
0.2
0
0
0.5
0
0
5
2
1
0
0
0.6
0.4
0
0
0
0
0.6
0.4
0
0
0
0
1
1
1,020
66
203
102
52.624456
102
0.018467
10
2,769.333333
32
6
148.5
98.729462
0
0
0
0.2
1
0
0
10
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
1
1
6,532
66
1,514
653.2
685.991383
653.2
0.013482
10
470,584.177778
28.8
6
108.3
22.909091
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
2,840
60
1,514
284
448.696631
284
0.043673
10
201,328.666667
14.4
17
145
154.294816
0
0.2
0
0
0.1
0
0
1
2
0
0
0
0.2
0.2
0
0
0
0
0.2
0.8
0
0
0
0
1
1
1,262
60
230
126.2
76.370151
126.2
0.019718
10
5,832.4
24
6
182.8
197.476588
0
0
0
0.2
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
5,392
60
1,514
539.2
676.247456
539.2
0.005895
10
457,310.622222
28.8
6
92
138.744575
0
0
0
0.3
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
870
60
156
87
36.441734
87
0.008097
10
1,328
28.4
6
135.2
102.856526
0.1
0
0.2
0.5
0.8
0
0
8
0
1
2
0
0.9
0
0
0
0
0
0.9
0.1
0
0
0
0
1
1
1,997
60
979
199.7
281.163476
199.7
0.009746
10
79,052.9
14.4
17
70.4
27.321733
0
0
0
0.2
0.3
0
0
3
0
0
0
0
0
0
0
0
0
0
0.3
0.6
0
0.1
0
0
0.9
0.9
2,139
60
345
213.9
103.397238
213.9
0.076892
10
10,690.988889
15.2
17
114.6
16.670478
0
0.1
0
0.1
0.2
0
0
2
1
0
0
0.1
0.2
0
0
0
0
0
0.3
0.6
0
0
0.1
0
1
1
1,751
60
414
175.1
109.26263
175.1
0.070075
10
11,938.322222
8
17
146.8
55.806042
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
0
0
0
0
0
1
0
0
0
0
1
1
2,258
86
345
225.8
92.749124
225.8
0.025085
10
8,602.4
16.8
6
115.2
55.17674
0
0
0
0.2
0.7
0
0
7
0
0
0
0.6
0.1
0.2
0
0
0
0
0.7
0.2
0
0
0.1
0
1
1
1,551
60
479
155.1
132.591645
155.1
0.018438
10
17,580.544444
21.2
6
63.6
488.328696
0
0
0
0.7
1
0
0
10
0
0
0
0.9
0.1
0
0
0
0
0
1
0
0
0
0
0
1
1
4,222
60
2,974
422.2
906.925061
422.2
0.002536
10
822,513.066667
20
6
70.4
537.435004
0
0
0
0.2
1
0
0
10
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
1
1
25,566
60
5,894
2,556.6
2,043.766686
2,556.6
0.001878
10
4,176,982.266667
6.4
0
81.3
99.007962
0
0
0
0.2
0.2
0
0
2
0
0
0
0
0
0
0
0
0
0
0.2
0.3
0
0.3
0.2
0
0.7
0.7
1,566
60
345
156.6
127.394575
156.6
0.019534
10
16,229.377778
16.4
17
95.9
58.0906
0
0
0
0.2
0.4
0
0
4
0
0
0
0
0
0.4
0
0
0
0
0.4
0.6
0
0
0
0
1
1
950
60
176
95
44.833024
95
0.024356
10
2,010
9.6
17
45.7
125.215813
0
0
0
0
0.1
0
0
1
0
0
0
0
0.1
0
0
0
0
0
0.1
0.8
0
0.1
0
0
0.9
0.9
849
60
209
84.9
45.637339
84.9
0.007986
10
2,082.766667
13.6
17
112.9
28.128755
0
0
0
0.2
0.3
0
0
3
0
0
0
0
0.1
0
0
0
0
0
0.3
0.5
0
0
0.2
0
1
1
1,042
60
230
104.2
63.757875
104.2
0.035551
10
4,065.066667
18
6
50.4
60.831007
0
0
0
0.4
0.6
0
0
6
0
0
0
0.1
0.2
0
0
0
0
0
0.6
0
0
0.3
0.1
0
0.7
0.7
1,265
60
545
126.5
149.930539
126.5
0.016787
10
22,479.166667
18.8
6
81.2
36.985666
0
0
0
0.2
0.5
0
0
5
0
0
0
0.1
0.3
0
0
0
0
0
0.5
0.5
0
0
0
0
1
1
2,348
60
519
234.8
173.034871
234.8
0.028502
10
29,941.066667
8
17
71.3
122.863562
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
1,517
60
414
151.7
114.864219
151.7
0.020848
10
13,193.788889
20.8
6
56.9
17.672029
0
0.1
0
0.2
0.4
0
0
4
1
0
0
0
0.4
0
0
0
0
0.1
0.5
0.5
0
0
0
0
1
1
1,759
66
345
175.9
122.988211
175.9
0.083989
10
15,126.1
10.4
17
133.7
22.0792
0
0
0
0.1
0.2
0
0
2
0
0
0
0
0.2
0.2
0
0
0
0
0.2
0.5
0
0
0.3
0
1
1
1,755
66
230
175.5
67.219789
175.5
0.045342
10
4,518.5
12
6
80.4
36.459781
0
0
0
0.3
0.4
0
0
4
0
0
0
0
0.2
0
0
0
0
0
0.4
0.2
0
0.3
0.1
0
0.7
0.7
1,312
60
336
131.2
90.07133
131.2
0.027611
10
8,112.844444
21.2
6
117.5
23.638205
0
0
0
0.3
0.6
0
0
6
0
0
0
0
0.3
0
0
0
0
0
0.6
0.4
0
0
0
0
1
1
1,550
60
345
155
111.290411
155
0.047274
10
12,385.555556
13.6
6
61.8
190.751627
0
0
0
0.1
0.4
0
0
4
0
0
0
0
0.3
0
0
0
0
0
0.4
0.4
0
0.1
0.1
0
0.9
0.9
850
60
176
85
35.5684
85
0.005263
10
1,265.111111
20
6
71.2
23.930134
0
0
0
0.3
0.6
0
0
6
0
0
0
0
0.3
0
0
0
0
0
0.6
0.1
0
0.3
0
0
0.7
0.7
781
60
156
78.1
30.35512
78.1
0.04185
10
921.433333
11.2
17
79.7
183.177377
0
0
0
0.1
0.2
0
0
2
0
0
0
0
0
0
0
0
0
0
0.2
0.6
0
0.1
0.1
0
0.9
0.9
1,393
60
364
139.3
96.962822
139.3
0.0058
10
9,401.788889
6.4
17
61.3
48.490017
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
0
0
0.2
0
1
1
2,188
60
373
218.8
141.197104
218.8
0.020877
10
19,936.622222
4
17
118.3
21.024576
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
0
0.3
0.2
0
0.7
0.7
1,274
60
230
127.4
73.109051
127.4
0.049537
10
5,344.933333
4.8
17
96.1
28.737951
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
0
0
0.4
0
1
1
2,589
60
373
258.9
115.596472
258.9
0.037601
10
13,362.544444
21.6
6
88.5
29.264165
0
0
0
0.4
0.7
0
0
7
0
0
0
0.2
0.2
0
0
0
0
0
0.7
0.2
0
0.1
0
0
0.9
0.9
1,729
60
385
172.9
117.546634
172.9
0.036717
10
13,817.211111
8.8
17
64
93.554153
0
0
0
0
0.1
0
0
1
0
0
0
0.1
0
0.4
0
0
0
0
0.1
0.7
0
0.2
0
0
0.8
0.8
708
60
94
70.8
13.854803
70.8
0.014684
10
191.955556
11.2
17
97.2
59.101675
0
0
0
0
0.2
0
0
2
0
0
0
0
0
0.3
0
0
0
0
0.2
0.6
0
0
0.2
0
1
1
1,312
62
230
131.2
71.741511
131.2
0.017102
10
5,146.844444
22.8
6
114.9
12.936407
0
0
0
0.2
0.7
0
0
7
0
0
0
0
0.4
0
0
0
0
0
0.7
0.2
0
0
0.1
0
1
1
1,121
66
230
112.1
64.464374
112.1
0.088675
10
4,155.655556
15.6
6
103.2
15.17637
0
0
0
0.4
0.5
0
0
5
0
0
0
0
0.2
0.2
0
0
0
0
0.5
0.4
0
0
0.1
0
1
1
1,001
60
214
100.1
42.18333
100.1
0.080888
10
1,779.433333
21.6
6
81
47.731539
0
0.1
0
0.3
0.6
0
0
6
1
0
0
0.4
0.1
0
0
0
0
0
0.7
0.1
0
0.1
0.1
0
0.9
0.9
1,325
60
385
132.5
106.694007
132.5
0.02151
10
11,383.611111
6.4
17
102.2
36.777558
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
0
0.2
0
0
0.8
0.8
1,282
60
230
128.2
82.237866
128.2
0.029397
10
6,763.066667
32.8
6
69.5
134.295082
0.1
0.1
0
0.4
0.9
0
0
9
1
1
0
0.8
0.2
0
0
0
0
0
1
0
0
0
0
0
1
1
1,410
66
385
141
111.674129
141
0.012028
10
12,471.111111
28
6
76.7
25.622488
0.1
0.2
0
0.2
0.7
0
0
7
2
1
0
0.6
0
0
0
0
0
0
0.8
0.1
0
0.1
0
0
0.9
0.9
1,110
60
248
111
72.297226
111
0.039229
10
5,226.888889
10.8
1
61.7
35.166197
0
0.1
0.1
0.1
0.2
0
0
2
1
0
1
0.2
0
0.2
0
0
0
0
0.3
0.2
0
0.2
0.3
0
0.8
0.8
1,368
60
224
136.8
72.186179
136.8
0.029127
10
5,210.844444
12
17
71.8
31.617947
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
1,142
60
230
114.2
60.622328
114.2
0.034762
10
3,675.066667
20
6
114.9
19.538653
0.1
0.1
0
0.1
0.4
0
0
4
1
1
0
0.5
0
0
0
0
0
0
0.5
0.4
0
0.1
0
0
0.9
0.9
1,263
60
230
126.3
80.061157
126.3
0.054224
10
6,409.788889
31.2
6
63.6
21.644412
0.1
0.3
0
0.2
0.7
0
0
7
3
1
0
0.7
0.2
0
0
0
0
0
0.9
0
0
0
0.1
0
1
1
994
66
254
99.4
61.014024
99.4
0.046639
10
3,722.711111
33.6
6
64
249.214443
0.1
0.2
0
0.2
0.9
0
0
9
2
1
0
1
0
0
0
0
0
0
1
0
0
0
0
0
1
1
1,090
66
279
109
86.543502
109
0.00446
10
7,489.777778
28
6
62.5
186.863645
0.1
0.1
0
0.4
0.8
0
0
8
1
1
0
0.5
0
0
0
0
0
0
0.8
0.2
0
0
0
0
1
1
1,454
66
343
145.4
100.994169
145.4
0.005825
10
10,199.822222
24
6
118.6
20.871639
0.2
0
0
0
0.7
0
0
7
0
2
0
0.4
0.3
0
0
0
0
0
0.7
0.2
0
0.1
0
0
0.9
0.9
950
60
214
95
62.746403
95
0.051429
10
3,937.111111
20.8
6
82.2
37.298815
0
0
0
0.2
0.6
0
0
6
0
0
0
0
0.1
0
0
0
0
0
0.6
0.2
0
0.1
0.1
0
0.9
0.9
1,024
60
230
102.4
65.023415
102.4
0.027048
10
4,228.044444
29.6
6
98
28.709822
0
0
0
0.5
0.9
0
0
9
0
0
0
0
0.6
0
0
0
0
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0.9
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