Datasets:
baalajimaestro
/
CICDDoSIoT2023

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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
50.8
200.016405
0
0
0
0
0.1
0
0
1
0
0
0
0
0.1
0
0
0
0
0
0.1
0.7
0
0.2
0
0
0.8
0.8
606
60
66
60.6
1.897367
60.6
0.005675
10
3.6
12.8
17
64
463.177516
0
0
0
0.1
0.2
0
0
2
0
0
0
0
0.2
0.2
0
0
0
0
0.2
0.8
0
0
0
0
1
1
898
60
317
89.8
80.150969
89.8
0.002653
10
6,424.177778
17.6
17
62.2
264.199805
0
0
0
0
0.4
0
0
4
0
0
0
0.1
0.3
0
0
0
0
0
0.4
0.6
0
0
0
0
1
1
3,520
60
1,514
352
612.432672
352
0.003785
10
375,073.777778
28
6
75.3
1,228.200293
0
0.1
0
0.1
0.8
0
0
8
1
0
0
0
0.8
0.2
0
0
0
0
0.8
0.2
0
0
0
0
1
1
14,240
74
4,410
1,424
1,275.856227
1,424
0.001093
10
1,627,809.111111
12.8
17
64
184.996846
0
0
0
0.1
0.2
0
0
2
0
0
0
0
0.2
0
0
0
0
0
0.2
0.8
0
0
0
0
1
1
2,150
60
1,514
215
457.418117
215
0.005453
10
209,231.333333
12.8
17
62.4
348.407526
0.1
0
0
0
0.2
0
0
2
0
1
0
0
0.2
0
0
0
0
0
0.2
0.8
0
0
0
0
1
1
614
60
66
61.4
2.503331
61.4
0.002874
10
6.266667
22.4
6
63.6
594.852361
0
0
0
0.1
0.6
0
0
6
0
0
0
0
0.6
0
0
0
0
0
0.6
0.4
0
0
0
0
1
1
6,518
60
1,514
651.8
742.626241
651.8
0.002253
10
551,493.733333
32
6
64
1,767.138825
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
15,140
1,514
1,514
1,514
0
1,514
0.000595
10
0
22.4
6
78.8
469.618533
0.1
0
0
0.2
0.6
0
0
6
0
1
0
0
0.6
0
0
0
0
0
0.6
0.4
0
0
0
0
1
1
8,474
60
4,410
847.4
1,431.256884
847.4
0.002325
10
2,048,496.266667
22.4
6
164.8
645.704697
0
0
0
0
0.6
0
0
6
0
0
0
0
0.6
0
0
0
0
0
0.6
0.4
0
0
0
0
1
1
636
60
66
63.6
3.098387
63.6
0.001549
10
9.6
22.4
6
164.8
282.080004
0
0
0
0
0.6
0
0
6
0
0
0
0
0.6
0
0
0
0
0
0.6
0.4
0
0
0
0
1
1
636
60
66
63.6
3.098387
63.6
0.003545
10
9.6
15.2
17
59.3
165.780146
0
0
0
0.1
0.3
0
0
3
0
0
0
0
0.3
0
0
0
0
0
0.3
0.7
0
0
0
0
1
1
710
60
156
71
29.966648
71
0.006233
10
898
24.8
6
181.6
1,338.152118
0
0
0
0
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
642
60
66
64.2
2.898275
64.2
0.001101
10
8.4
20
6
164.8
263.20009
0
0
0
0
0.5
0
0
5
0
0
0
0
0.5
0
0
0
0
0
0.5
0.5
0
0
0
0
1
1
786
60
214
78.6
47.656642
78.6
0.003865
10
2,271.155556
12.8
17
63.6
136.509338
0
0
0
0.1
0.2
0
0
2
0
0
0
0
0.2
0
0
0
0
0
0.2
0.8
0
0
0
0
1
1
860
60
218
86
55.23284
86
0.008419
10
3,050.666667
12.8
17
63.6
183.459407
0
0
0
0.1
0.2
0
0
2
0
0
0
0
0.2
0
0
0
0
0
0.2
0.8
0
0
0
0
1
1
702
60
156
70.2
30.20596
70.2
0.006575
10
912.4
8
17
64
156.388923
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
870
60
150
87
43.47413
87
0.007852
10
1,890
20
6
63.6
218.564892
0
0
0
0.1
0.5
0
0
5
0
0
0
0
0.5
0
0
0
0
0
0.5
0.5
0
0
0
0
1
1
6,528
60
2,962
652.8
1,008.205094
652.8
0.005849
10
1,016,477.511111
24.8
6
62.7
718.276535
0
0
0
0.1
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
11,263
60
1,999
1,126.3
750.885411
1,126.3
0.001408
10
563,828.9
12.8
17
62.2
149.024836
0
0
0
0
0.2
0
0
2
0
0
0
0
0.2
0
0
0
0
0
0.2
0.8
0
0
0
0
1
1
2,060
60
1,514
206
459.588221
206
0.00671
10
211,221.333333
20
6
83.1
264.298029
0
0
0
0.2
0.5
0
0
5
0
0
0
0
0.5
0
0
0
0
0
0.5
0.5
0
0
0
0
1
1
5,431
60
1,514
543.1
673.945011
543.1
0.004018
10
454,201.877778
32
6
64
1,605.168006
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
32,516
1,514
8,754
3,251.6
2,243.231954
3,251.6
0.000792
10
5,032,089.6
24.8
6
200.7
503.318493
0
0
0
0
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
847
60
230
84.7
51.935965
84.7
0.002278
10
2,697.344444
21.6
6
141.2
315.001202
0
0
0
0
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
636
60
66
63.6
3.098387
63.6
0.003175
10
9.6
19.2
6
54.3
458.569289
0
0
0
0.1
0.5
0
0
5
0
0
0
0
0.5
0
0
0
0
0
0.5
0.4
0
0.1
0
0
0.9
0.9
5,118
60
1,514
511.8
692.43047
511.8
0.004127
10
479,459.955556
29.6
6
64
627.120002
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
16,582
60
2,962
1,658.2
823.244773
1,658.2
0.001595
10
677,731.955556
24.8
6
62.1
464.490637
0
0
0
0.2
0.7
0
0
7
0
0
0
0
0.7
0.1
0
0
0
0
0.7
0.3
0
0
0
0
1
1
9,266
60
1,514
926.6
708.087754
926.6
0.002227
10
501,388.266667
29.6
6
215.2
1,350.257219
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
654
60
66
65.4
1.897367
65.4
0.001495
10
3.6
20
6
148
376.860265
0
0
0
0
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
677
60
107
67.7
14.126807
67.7
0.002693
10
199.566667
15.2
17
86.2
159.165146
0
0
0
0.1
0.3
0
0
3
0
0
0
0
0.3
0.1
0
0
0
0
0.3
0.7
0
0
0
0
1
1
839
60
191
83.9
48.001042
83.9
0.006495
10
2,304.1
24.8
6
187.4
611.432403
0
0
0
0
0.7
0
0
7
0
0
0
0
0.7
0.1
0
0
0
0
0.7
0.3
0
0
0
0
1
1
817
60
235
81.7
53.921857
81.7
0.002231
10
2,907.566667
20
6
114
253.048488
0
0
0
0.1
0.5
0
0
5
0
0
0
0
0.5
0
0
0
0
0
0.5
0.5
0
0
0
0
1
1
720
60
156
72
29.664794
72
0.00404
10
880
13.6
17
64
176.056683
0
0.1
0
0
0.1
0
0
1
1
0
0
0.1
0.1
0.1
0
0
0
0
0.2
0.8
0
0
0
0
1
1
2,078
60
1,514
207.8
458.97998
207.8
0.007333
10
210,662.622222
29.6
6
64
1,513.096681
0
0
0
0.1
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
15,619
60
2,962
1,561.9
701.038983
1,561.9
0.001062
10
491,455.655556
29.6
6
63.6
486.900154
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
22,374
60
5,858
2,237.4
1,838.728558
2,237.4
0.002064
10
3,380,922.711111
9.6
17
64
120.09701
0
0
0
0.1
0.1
0
0
1
0
0
0
0
0.1
0.1
0
0
0
0
0.1
0.8
0
0.1
0
0
0.9
0.9
722
60
156
72.2
30.55705
72.2
0.008889
10
933.733333
27.2
6
81.4
404.285852
0
0
0
0.2
0.8
0
0
8
0
0
0
0.2
0.6
0
0
0
0
0
0.8
0.2
0
0
0
0
1
1
9,578
60
2,962
957.8
992.256889
957.8
0.002674
10
984,573.733333
24.8
6
64
425.839281
0
0
0
0.3
0.7
0
0
7
0
0
0
0
0.6
0
0
0
0
0
0.7
0.3
0
0
0
0
1
1
10,619
60
2,962
1,061.9
1,136.985532
1,061.9
0.002359
10
1,292,736.1
27.2
6
198.4
2,989.525303
0
0
0
0
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
648
60
66
64.8
2.529822
64.8
0.000428
10
6.4
28
6
146.2
157.01065
0
0.1
0
0
0.8
0
0
8
1
0
0
0.1
0.6
0
0
0
0
0
0.8
0.2
0
0
0
0
1
1
656
60
74
65.6
3.864367
65.6
0.006417
10
14.933333
20
6
82.3
287.489821
0.1
0
0
0.2
0.5
0
0
5
0
1
0
0.2
0.2
0.1
0
0
0
0
0.5
0.5
0
0
0
0
1
1
911
60
230
91.1
56.706751
91.1
0.003582
10
3,215.655556
20.8
6
114.4
484.941092
0
0.1
0
0.1
0.4
0
0
4
1
0
0
0
0.5
0
0
0
0
0
0.5
0.5
0
0
0
0
1
1
684
60
112
68.4
15.994443
68.4
0.00235
10
255.822222
24.8
6
127.2
443.142981
0.1
0
0
0.1
0.7
0
0
7
0
1
0
0.3
0.4
0
0
0
0
0
0.7
0.3
0
0
0
0
1
1
1,017
60
441
101.7
119.251415
101.7
0.002303
10
14,220.9
9.6
17
63.6
255.168336
0
0
0
0
0.1
0
0
1
0
0
0
0
0.1
0.1
0
0
0
0
0.1
0.8
0
0.1
0
0
0.9
0.9
632
60
86
63.2
8.230026
63.2
0.004584
10
67.733333
12.8
17
81.4
213.624529
0
0
0
0.1
0.2
0
0
2
0
0
0
0
0.2
0
0
0
0
0
0.2
0.8
0
0
0
0
1
1
702
60
156
70.2
30.20596
70.2
0.005155
10
912.4
15.2
17
62.6
203.861322
0
0
0
0.1
0.3
0
0
3
0
0
0
0.1
0.2
0
0
0
0
0
0.3
0.7
0
0
0
0
1
1
869
60
317
86.9
80.88737
86.9
0.00566
10
6,542.766667
16
17
62.1
203.6495
0
0.1
0
0.1
0.3
0
0
3
1
0
0
0
0.3
0
0
0
0
0
0.3
0.7
0
0
0
0
1
1
732
60
172
73.2
35.013648
73.2
0.005033
10
1,225.955556
29.6
6
64
1,520.887664
0
0
0
0.1
0.9
0
0
9
0
0
0
0
0.9
0
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0.1
0
0
0
0
1
1
19,963
60
4,410
1,996.3
1,183.377093
1,996.3
0.000778
10
1,400,381.344444
12.8
17
64
253.711272
0.1
0
0
0
0.2
0
0
2
0
1
0
0
0.2
0
0
0
0
0
0.2
0.8
0
0
0
0
1
1
612
60
66
61.2
2.529822
61.2
0.004441
10
6.4
20
6
78.4
287.389359
0.1
0
0
0.1
0.5
0
0
5
0
1
0
0
0.4
0
0
0
0.1
0
0.5
0.5
0
0
0
0
1
1
791
60
214
79.1
47.58723
79.1
0.003583
10
2,264.544444
22.4
6
62.9
284.681911
0
0
0
0.2
0.6
0
0
6
0
0
0
0
0.5
0
0
0
0.1
0
0.6
0.4
0
0
0
0
1
1
6,598
60
1,514
659.8
736.07877
659.8
0.003528
10
541,811.955556
22.4
6
80.8
326.712624
0
0
0
0.1
0.6
0
0
6
0
0
0
0
0.6
0
0
0
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