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
27.2
6
104
2,866.136395
0
0
0
0
0.8
0
0
8
0
0
0
0
0.8
0.2
0
0
0
0
0.8
0.2
0
0
0
0
1
1
9,656
66
1,514
965.6
712.771773
965.6
0.000365
10
508,043.6
20
6
103.6
246.001677
0
0
0
0.1
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
2,214
60
1,514
221.4
455.481235
221.4
0.004065
10
207,463.155556
20
6
70.4
272.844625
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
11,063
60
2,962
1,106.3
1,170.295694
1,106.3
0.003754
10
1,369,592.011111
29.6
6
114.4
2,277.903655
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
13,686
60
2,962
1,368.6
1,268.548094
1,368.6
0.001185
10
1,609,214.266667
24.8
6
83.1
1,156.22009
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
12,380
60
2,962
1,238
897.724036
1,238
0.001656
10
805,908.444444
27.2
6
147.6
594.068807
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
3,544
60
1,514
354.4
611.167771
354.4
0.001723
10
373,526.044444
29.6
6
114.4
869.267787
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
7,984
60
1,514
798.4
754.803757
798.4
0.002249
10
569,728.711111
16.8
17
91.2
233.187893
0
0
0
0
0.4
0
0
4
0
0
0
0
0.4
0
0
0
0
0
0.4
0.5
0
0.1
0
0
0.9
0.9
3,520
60
1,514
352
612.432672
352
0.004329
10
375,073.777778
27.2
6
114.4
625.978151
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
7,888
60
1,514
788.8
764.431059
788.8
0.00172
10
584,354.844444
29.6
6
147.6
283.157852
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
2,809
60
1,514
280.9
487.028279
280.9
0.003542
10
237,196.544444
29.6
6
148
799.554691
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
5,088
60
1,514
508.8
694.224555
508.8
0.001941
10
481,947.733333
29.6
6
64
783.089188
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
15,134
60
2,962
1,513.4
684.009129
1,513.4
0.002387
10
467,868.488889
29.6
6
131.2
362.293148
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
18,030
60
5,858
1,803
2,137.399302
1,803
0.002833
10
4,568,475.777778
25.6
6
80.4
246.767312
0
0.1
0
0
0.6
0
0
6
1
0
0
0.1
0.6
0.1
0
0
0
0
0.7
0.3
0
0
0
0
1
1
6,452
60
1,514
645.2
747.755278
645.2
0.004062
10
559,137.955556
20
6
137.7
147.920099
0
0
0
0.1
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
746
60
156
74.6
29.635564
74.6
0.006905
10
878.266667
27.2
6
64
1,813.204219
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
12,232
60
1,514
1,223.2
613.060229
1,223.2
0.000844
10
375,842.844444
22.4
6
169.4
249.494623
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
3,450
60
1,514
345
522.061086
345
0.004017
10
272,547.777778
32
6
232
626,015.522388
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
0.000002
10
0
17.6
17
80.8
265.069707
0
0
0
0.2
0.4
0
0
4
0
0
0
0.2
0.2
0
0
0
0
0
0.4
0.6
0
0
0
0
1
1
910
60
262
91
67.067131
91
0.003846
10
4,498
13.6
17
62.1
231.283547
0
0.1
0
0
0.2
0
0
2
1
0
0
0.1
0.1
0
0
0
0
0
0.2
0.8
0
0
0
0
1
1
790
60
230
79
53.252021
79
0.005198
10
2,835.777778
22.4
6
147.6
415.52447
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
0.003641
10
9.6
18.4
17
64
277.201224
0.1
0.1
0
0.1
0.3
0
0
3
1
1
0
0.2
0.2
0.1
0
0
0
0
0.4
0.6
0
0
0
0
1
1
732
60
156
73.2
29.517603
73.2
0.003655
10
871.288889
15.2
17
66.1
301.859243
0.1
0
0
0.1
0.3
0
0
3
0
1
0
0.3
0
0.1
0
0
0
0
0.3
0.7
0
0
0
0
1
1
1,019
60
441
101.9
119.421243
101.9
0.004417
10
14,261.433333
15.2
17
82.7
238.617778
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
1,154
60
336
115.4
96.420606
115.4
0.004443
10
9,296.933333
17.6
17
81.2
215.053913
0
0
0
0.1
0.4
0
0
4
0
0
0
0
0.4
0
0
0
0
0
0.4
0.6
0
0
0
0
1
1
1,160
60
345
116
113.540008
116
0.005432
10
12,891.333333
19.2
6
73
309.366928
0
0
0
0
0.5
0
0
5
0
0
0
0.1
0.4
0
0
0
0
0
0.5
0.4
0
0.1
0
0
0.9
0.9
8,149
60
4,410
814.9
1,395.624309
814.9
0.003604
10
1,947,767.211111
32
6
64
1,240.551316
0
0
0
0.2
1
0
0
10
0
0
0
0
0.9
0
0
0
0
0
1
0
0
0
0
0
1
1
18,631
176
2,962
1,863.1
887.998555
1,863.1
0.000809
10
788,541.433333
23.2
6
62.6
416.180034
0
0.1
0
0.1
0.6
0
0
6
1
0
0
0
0.6
0
0
0
0
0
0.6
0.4
0
0
0
0
1
1
6,526
60
1,514
652.6
741.929047
652.6
0.002413
10
550,458.711111
14.4
17
57.2
230.228565
0
0
0
0.1
0.3
0
0
3
0
0
0
0
0.1
0
0
0
0
0
0.3
0.6
0
0.1
0
0
0.9
0.9
728
60
176
72.8
36.346481
72.8
0.00495
10
1,321.066667
23.2
6
63.6
279.610946
0.1
0.1
0
0.2
0.5
0
0
5
1
1
0
0.1
0.5
0
0
0
0
0
0.6
0.4
0
0
0
0
1
1
2,124
60
1,456
212.4
437.934343
212.4
0.004252
10
191,786.488889
29.6
6
144
787.573982
0.1
0
0
0.1
0.9
0
0
9
0
1
0
0
0.8
0
0
0
0
0
0.9
0.1
0
0
0
0
1
1
661
60
73
66.1
3.071373
66.1
0.002505
10
9.433333
29.6
6
215.2
9,941.464802
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
0.000154
10
3.6
20
6
148
178.603384
0
0
0
0
0.5
0
0
5
0
0
0
0
0.5
0
0
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0
0
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0
1
1
630
60
66
63
3.162278
63
0.005895
10
10
20
6
84.9
226.834392
0
0
0
0.1
0.5
0
0
5
0
0
0
0
0.4
0
0
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0
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1
1
720
60
156
72
29.664794
72
0.00534
10
880
10.4
17
63.6
129.726894
0
0
0
0
0.1
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0
1
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0
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1
1
606
60
66
60.6
1.897367
60.6
0.00857
10
3.6
9.6
17
57.6
218.626413
0
0
0
0.1
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1
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0.1
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0
0.9
0.9
696
60
156
69.6
30.357866
69.6
0.005006
10
921.6
10.4
17
63.6
157.763635
0
0
0
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0.1
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1
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1
1
606
60
66
60.6
1.897367
60.6
0.006777
10
3.6
12.8
17
64
184.226537
0
0
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0.1
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2
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1
1
2,150
60
1,514
215
457.418117
215
0.005515
10
209,231.333333
27.2
6
64
1,804.389761
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0
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0.8
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1
13,680
60
2,962
1,368
824.06688
1,368
0.000554
10
679,086.222222
15.2
17
63.6
131.544326
0
0
0
0.2
0.3
0
0
3
0
0
0
0
0.3
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0
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0.3
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0
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1
1
2,641
60
1,999
264.1
610.319124
264.1
0.007648
10
372,489.433333
10.4
17
64
168.725119
0
0
0
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1
1
1,852
60
1,312
185.2
395.917163
185.2
0.006213
10
156,750.4
29.6
6
215.2
2,318.063446
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1
654
60
66
65.4
1.897367
65.4
0.000923
10
3.6
17.6
17
97.2
314.979912
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4
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1
1
714
60
156
71.4
29.859672
71.4
0.003366
10
891.6
8
17
83.1
195.955224
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0
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1
754
60
214
75.4
48.699076
75.4
0.005834
10
2,371.6
15.2
17
80.4
200.937256
0
0
0
0.1
0.3
0
0
3
0
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0
0
0.3
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1
1
724
60
172
72.4
35.08466
72.4
0.005319
10
1,230.933333
7.2
17
76.7
175.435902
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770
60
230
77
53.75872
77
0.005902
10
2,890
12.8
17
63.6
177.82873
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2
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1
1
860
60
218
86
55.23284
86
0.006382
10
3,050.666667
12.8
17
64
140.655001
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1
3,508
60
1,514
350.8
613.060229
350.8
0.0091
10
375,842.844444
27.2
6
63.6
539.668554
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0
0
0.2
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0
8
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1
14,255
60
4,410
1,425.5
1,445.66488
1,425.5
0.001911
10
2,089,946.944444
14.4
17
64
155.221565
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0.2
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2
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1
638
60
74
63.8
6.214678
63.8
0.007704
10
38.622222
20
6
70
355.127469
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1
5,478
60
1,514
547.8
682.953358
547.8
0.003215
10
466,425.288889
24.8
6
181.6
377.144912
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0.7
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7
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