Datasets:
abideen
/
iot

Dataset card Data Studio Files
xet
Community
1
flow_duration
float64
0
263k
Header_Length
float64
0
9.91M
Protocol Type
float64
0
47
Duration
float64
0
255
Rate
float64
0
8.39M
Srate
float64
0
8.39M
Drate
float64
0
29.7
fin_flag_number
float64
0
1
syn_flag_number
float64
0
1
rst_flag_number
float64
0
1
psh_flag_number
float64
0
1
ack_flag_number
float64
0
1
ece_flag_number
float64
0
1
cwr_flag_number
float64
0
1
ack_count
float64
0
7.4
syn_count
float64
0
12.9
fin_count
float64
0
248
urg_count
float64
0
4.4k
rst_count
float64
0
9.61k
HTTP
float64
0
1
HTTPS
float64
0
1
DNS
float64
0
1
Telnet
float64
0
1
SMTP
float64
0
1
SSH
float64
0
1
IRC
float64
0
1
TCP
float64
0
1
UDP
float64
0
1
DHCP
float64
0
1
ARP
float64
0
1
ICMP
float64
0
1
IPv
float64
0
1
LLC
float64
0
1
Tot sum
float64
42
127k
Min
float64
42
7.31k
Max
float64
42
49k
AVG
float64
42
11.6k
Std
float64
0
12.4k
Tot size
float64
42
13.1k
IAT
float64
0
168M
Number
float64
1
15
Magnitue
float64
9.17
145
Radius
float64
0
17.6k
Covariance
float64
0
155M
Variance
float64
0
1
Weight
float64
1
245
label
stringclasses
8 values
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568.2
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0.298197
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83,033,389.885964
9.5
10.400028
0.422623
0.899622
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141.55
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83,332,149.246241
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141.55
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42
42
0
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83,149,640.817059
9.5
9.165151
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141.55
DDoS
1,103
0.240785
58.16
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0.586181
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54
54.38
54.0195
0.083836
54.19
83,362,220.600872
9.5
10.394221
0.12
0.36
0.02
141.55
DDoS
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0
54
6
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1.050241
1.050241
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1
567
54
54
54
0
54
83,089,222.981039
9.5
10.392305
0
0
0
141.55
DDoS
1,105
0
54
6
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1.959056
1.959056
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1
567
54
54
54
0
54
83,331,142.577359
9.5
10.392305
0
0
0
141.55
DDoS
1,106
0.001894
12.31
1.24
62.5
20.868367
20.868367
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1
1
9,309.58
269
1,479.44
890.21994
553.000066
893.66
83,284,031.712228
9.5
42.029141
782.04238
322,142.490147
0.95
141.55
DDoS
1,107
0
0
1
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3,401.706407
3,401.706407
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1
1
441
42
42
42
0
42
83,149,802.193393
9.5
9.165151
0
0
0
141.55
DDoS
1,108
0.055027
10,842
17
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3,408.041623
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1
525
50
50
50
0
50
83,101,889.998898
9.5
10
0
0
0
141.55
DDoS
1,109
0.226505
1,351.28
5.82
72.94
9.123631
9.123631
0
0
0
0
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1
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0.02
0.18
0.01
1.13
2.79
0
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1
0
0
0
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1
1
8,244.95
157.13
1,436.06
745.115153
550.263193
836.23
83,339,969.441592
9.5
38.018086
778.024112
326,202.980774
0.94
141.55
DDoS
1,110
0
54
6
64
1.555506
1.555506
0
1
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1
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1
1
567
54
54
54
0
54
83,345,109.12086
9.5
10.392305
0
0
0
141.55
DDoS
1,111
0.119829
36,275
17
64
45,146.258433
45,146.258433
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1
1
525
50
50
50
0
50
83,012,132.893233
9.5
10
0
0
0
141.55
DoS
1,112
0
162
17
64
6.915279
6.915279
0
0
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0
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1
1
1,701
162
162
162
0
162
83,008,180.1862
9.5
18
0
0
0
141.55
DoS
1,113
0
53.46
5.94
63.36
2.265533
2.265533
0
0
1
0
0
0
0
0
0
0.99
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1
0
0
0
0
1
1
568.14
54
55.14
54.155864
0.357419
54.06
83,089,133.017771
9.5
10.407224
0.505921
0.721418
0.19
141.55
DDoS
1,114
0
0
1
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13.743843
13.743843
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1
1
441
42
42
42
0
42
83,150,259.396964
9.5
9.165151
0
0
0
141.55
DDoS
1,115
0
0
1
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4.751009
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1
1
441
42
42
42
0
42
83,124,879.3963
9.5
9.165151
0
0
0
141.55
DDoS
1,116
0
54
6
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14.540785
14.540785
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1
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1
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1
567
54
54
54
0
54
83,349,145.127071
9.5
10.392305
0
0
0
141.55
DDoS
1,117
0.008969
63.54
6.11
63.84
2.414246
2.414246
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1
572.94
54
59.94
54.313211
1.3272
55.98
83,064,142.045858
9.5
10.421571
1.891931
59.665402
0.03
141.55
DDoS
1,118
1.716949
189.54
6
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3.193002
3.193002
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3.51
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1
1
567
54
54
54
0
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83,361,125.163803
9.5
10.392305
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0
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141.55
DDoS
1,119
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1
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1.439825
1.439825
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1
441
42
42
42
0
42
83,127,712.874789
9.5
9.165151
0
0
0
141.55
DDoS
1,120
29.660424
1,467,252.8
6
64
72.166939
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1.8
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153.6
1,565.3
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1
1
8,826.6
54
1,514
540.655849
635.537044
1,378.2
166,525,779.960146
13.5
32.330763
898.040321
411,452.331414
1
244.6
Benign
1,121
0.112475
28,317
17
64
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525
50
50
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83,106,691.636641
9.5
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0
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141.55
DDoS
1,122
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1.16
65.91
2.632001
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1
1
448.41
42
49.41
43.013118
2.323225
42.39
83,132,125.919576
9.5
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3.288488
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0.19
141.55
DDoS
1,123
0
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1
64
54.935939
54.935939
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1
1
441
42
42
42
0
42
83,124,010.530167
9.5
9.165151
0
0
0
141.55
DDoS
1,124
0
54
6
64
6.206413
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0
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1
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1
1
567
54
54
54
0
54
83,089,990.804475
9.5
10.392305
0
0
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141.55
DDoS
1,125
0
0
0.99
63.36
1.363098
1.363098
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1
1
1
441.9
42
42.9
42.050312
0.206579
42.18
83,150,314.993585
9.5
9.170659
0.293509
0.862323
0.05
141.55
DDoS
1,126
0.031098
58.1
6.11
64
1.400196
1.400196
0
0
0
0
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0.06
0
0
0.03
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1
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1
1
571.2
54
56.2
54.287509
0.736621
54.4
83,076,136.746409
9.5
10.41973
1.043689
4.984574
0.11
141.55
DDoS
1,127
0
54
6
64
17.626274
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1
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1
567
54
54
54
0
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83,094,024.527571
9.5
10.392305
0
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141.55
DDoS
1,128
0.226912
30,827.5
16.84
65.91
2,708.673533
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1
527.8
50
52.8
50.229548
0.755978
50.2
83,102,338.547731
9.5
10.022801
1.070629
4.181307
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141.55
DDoS
1,129
0
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6
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9.808209
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1
567
54
54
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82,977,512.439928
9.5
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141.55
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1,130
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6
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6.910099
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1
567
54
54
54
0
54
83,348,431.307508
9.5
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0
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141.55
DDoS
1,131
0
52.78
5.76
63.35
25.199678
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1
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0.94
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0.02
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1
1
582.43
54
63.66
55.216878
2.643991
55.18
83,089,849.293402
9.5
10.505145
3.744023
51.018137
0.14
141.55
DDoS
1,132
0
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1
64
0
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1
1
1
441
42
42
42
0
42
83,150,708.45002
9.5
9.165151
0
0
0
141.55
DDoS
1,133
0.252976
12,835
17
64
7,691.964246
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1
525
50
50
50
0
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83,123,827.796773
9.5
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0
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141.55
DDoS
1,134
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1
1
444.42
42
45.42
42.467593
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42.18
83,149,411.008784
9.5
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0.19
141.55
DDoS
1,135
0
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6
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567
54
54
54
0
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83,361,254.074233
9.5
10.392305
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141.55
DDoS
1,136
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65.04
122,605.274233
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1
1
530.48
50
55.48
50.538231
1.574529
50.34
83,102,395.598017
9.5
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0.31
141.55
DDoS
1,137
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6
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63.814076
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1
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1
1
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1
1
567
54
54
54
0
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83,314,860.668125
9.5
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141.55
DDoS
1,138
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17
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1
525
50
50
50
0
50
83,123,752.323855
9.5
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141.55
DDoS
1,139
0
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441
42
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42
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42
83,128,572.55336
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141.55
DDoS
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50
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50
83,011,695.126839
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0
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141.55
DoS
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567
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0
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82,972,702.41674
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141.55
DoS
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54.54
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441
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DDoS
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50
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DDoS
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525
50
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83,106,909.550417
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141.55
DDoS
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47.532102
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1
8,503.333333
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537.473675
955.454545
50,454,559.779346
8.515152
43.0521
760.068348
307,550.943346
0.939394
110.606061
DDoS
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63.36
106.389615
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0.98
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1
568.78
54
55.78
54.116495
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54.22
83,332,031.192268
9.5
10.403516
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141.55
DDoS
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6
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54.01481
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567
54
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54
0
54
83,072,359.082797
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10.392305
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141.55
DDoS
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6
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7.121658
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1
567
54
54
54
0
54
82,925,828.063703
9.5
10.392305
0
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0
141.55
DoS
1,150
0.25482
75.06
6
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3.075773
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1
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1.39
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1
567
54
54
54
0
54
83,362,494.286019
9.5
10.392305
0
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141.55
DDoS
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17
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13,979.834413
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1
525
50
50
50
0
50
83,098,531.22707
9.5
10
0
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141.55
DDoS
1,152
0.060175
32,872.12
16.78
63.66
19,627.636785
19,627.636785
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0.04
2.17
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1
1
530.28
50
52.72
50.52461
1.036468
50.32
83,028,443.576805
9.5
10.051619
1.467347
6.477535
0.17
141.55
DoS
1,153
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1
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47.560129
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1
1
441
42
42
42
0
42
83,124,430.244721
9.5
9.165151
0
0
0
141.55
DDoS
1,154
0
53.46
5.94
63.36
1.32675
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1
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0.99
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1
1
567.54
54
54.54
54.034672
0.13185
54.06
83,313,807.409693
9.5
10.39565
0.186918
0.195153
0.09
141.55
DDoS
1,155
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3.063056
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1
441
42
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42
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42
83,149,761.841104
9.5
9.165151
0
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141.55
DDoS
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6
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98.59555
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1
567
54
54
54
0
54
82,951,094.977448
9.5
10.392305
0
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141.55
DoS
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43.848017
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1
441
42
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42
0
42
83,127,798.729862
9.5
9.165151
0
0
0
141.55
DDoS
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4.943363
109.1
6.11
64
0.40054
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1
573.56
54
60.56
54.355897
1.48518
55.64
82,955,809.206459
9.5
10.425628
2.112774
55.824114
0.04
141.55
DoS
1,159
0
54
6
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139.197664
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1
567
54
54
54
0
54
83,033,381.143176
9.5
10.392305
0
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141.55
DDoS
1,160
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54
6
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11.341091
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1
567
54
54
54
0
54
83,362,309.356576
9.5
10.392305
0
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141.55
DDoS
1,161
0.002857
12.47
1.05
63.85
21.589583
21.589583
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0.02
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0.09
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1
1
445.32
42
46.32
42.503458
1.309677
42.24
83,124,132.472195
9.5
9.21893
1.853979
10.102682
0.18
141.55
DDoS
1,162
0
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6
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17.397218
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1
567
54
54
54
0
54
83,090,172.632105
9.5
10.392305
0
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0
141.55
DDoS
1,163
0.034564
20,495
16.84
65.91
338,760.679564
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1
528.2
50
53.2
50.302881
0.910514
50.2
83,011,772.46263
9.5
10.030004
1.289175
5.376863
0.16
141.55
DoS
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0.240348
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525
50
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83,098,369.163003
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141.55
DDoS
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6
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567
54
54
54
0
54
83,365,343.980491
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10.392305
0
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DDoS
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6
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567
54
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0
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83,067,376.560804
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10.392305
0
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DDoS
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103,420.735824
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525
50
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50
0
50
83,097,866.571794
9.5
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0
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141.55
DDoS
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0.016181
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6
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63.945564
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1
567
54
54
54
0
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83,314,870.577948
9.5
10.392305
0
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DDoS
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3.299326
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1,427.402368
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5,817
554
554
554
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554
83,784,946.702084
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Mirai
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6
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6.379531
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567
54
54
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0
54
83,361,430.747725
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0
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DDoS
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6
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117.090645
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567
54
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54
0
54
83,314,039.693915
9.5
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DDoS
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6
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2.316656
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54
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54
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83,343,847.766283
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10.392305
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DDoS
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1
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28.841897
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441
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42
42
0
42
83,149,511.040624
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9.165151
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DDoS
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0.89406
556,576.68
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523.35457
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1
10,125.48
408.08
1,502.48
981.555828
543.644311
961.04
83,370,416.651235
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44.208236
768.763478
311,105.424237
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141.55
DDoS
1,175
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54
6
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4.379914
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567
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83,330,833.283171
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DDoS
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6
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3.883412
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83,076,187.237666
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DDoS
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6
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1.582559
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567
54
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83,094,139.734242
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10.392305
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DDoS
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0.038653
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4,782.825239
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525
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83,101,888.531572
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DDoS
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52.47964
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83,313,880.043747
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DDoS
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6
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567
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83,331,692.489654
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10.392305
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DDoS
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2.056801
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2,602.640712
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5,728.08
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554
543.637166
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83,767,600.673372
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32.962142
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Mirai
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74.083369
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DDoS
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36.344529
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83,150,309.257181
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9.165151
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DDoS
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0.269224
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63.4
4,736.970442
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874.92
63.18
259.07
99.61177
64.613302
84.95
83,015,815.239595
9.5
12.743492
91.514554
19,923.449312
0.22
141.55
DoS
1,185
0
0
1
64
1.772578
1.772578
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
441
42
42
42
0
42
83,124,644.997998
9.5
9.165151
0
0
0
141.55
DDoS
1,186
0
0.88
1.16
69.73
1.805296
1.805296
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
442.38
42
43.38
42.072766
0.308339
42.46
83,128,682.889322
9.5
9.173108
0.43954
3.220385
0.03
141.55
DDoS
1,187
290.108246
10,745.2
9.8
132.8
0.237164
0.237164
0
0
0
0
0
0
0
0
0
0
0
35.9
62
0
0
0
0
0
0
0
0
0
0
0
0
1
1
977
106.2
228.4
188.416508
48.646355
163
0.022564
5.5
19.378001
68.796334
3,187.255
0.9
38.5
Web
1,188
0.165399
71.28
6
64
5.561835
5.561835
0
0
1
0
0
0
0
0
0
1.32
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,362,145.061872
9.5
10.392305
0
0
0
141.55
DDoS
1,189
0.110532
28,978
16.83
63.36
5,746.067085
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0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
1
525.5
50
50.5
50.027951
0.114766
50.1
83,102,147.756958
9.5
10.002813
0.16306
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0.05
141.55
DDoS
1,190
0
0
1
64
37.949947
37.949947
0
0
0
0
0
0
0
0
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1
1
1
441
42
42
42
0
42
83,149,494.773793
9.5
9.165151
0
0
0
141.55
DDoS
1,191
0.183033
210.12
6.11
67.36
11.247547
11.247547
0
0
0
0
0
1
0
0
0.03
1.01
0.48
0.15
0.86
0
0
0
0
0
0
0
1
0
0
0
0
1
1
859.9
62
255.72
74.957396
46.444904
88.55
83,002,838.966095
9.5
11.944554
65.865615
26,801.99026
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141.55
DoS
1,192
0
54
6
64
9.937934
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0
1
0
1
0
0
0
0
1
0
1
0
0
0
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0
0
0
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1
0
0
0
0
1
1
567
54
54
54
0
54
83,344,019.931328
9.5
10.392305
0
0
0
141.55
DDoS
1,193
0
54
6
64
21.783409
21.783409
0
0
1
0
0
0
0
0
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1
0
0
0
0
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0
0
0
0
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1
0
0
0
0
1
1
567
54
54
54
0
54
83,093,220.980104
9.5
10.392305
0
0
0
141.55
DDoS
1,194
0.019863
71.54
6.11
65.69
7.727358
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0
1
0
1
0
0
0
0
0.98
0.01
0.98
0
0.01
0
0
0
0
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1
0
0
0
0
1
1
582.44
54
69.44
54.888075
3.59005
56.64
83,348,236.439507
9.5
10.473607
5.097079
196.329431
0.1
141.55
DDoS
1,195
0
53.46
5.96
63.37
19.844661
19.844661
0
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
567
54
54
54
0
54
82,943,191.838059
9.5
10.392305
0
0
0
141.55
DoS
1,196
0.001678
2,625
17
64
294,344.362687
294,344.362687
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
1
525
50
50
50
0
50
83,028,621.97385
9.5
10
0
0
0
141.55
DoS
1,197
5.37114
108
6
64
0.37236
0.37236
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
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0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
82,955,824.045501
9.5
10.392305
0
0
0
141.55
DoS
1,198
0.110832
20,007.34
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63.85
6,125.076804
6,125.076804
0
0
0
0
0
0
0
0
0.02
0.02
0
0.02
0.09
0
0
0
0
0
0
0
0
1
0
0
0
1
1
526.28
50
51.28
50.079125
0.307378
50.16
83,106,159.907164
9.5
10.007915
0.435909
1.192202
0.08
141.55
DDoS
1,199