Datasets:
Mireu-Lab
/
UNSW-NB15

Dataset card Data Studio Files
xet
 Community
1
id
int64
1
82.3k
dur
float64
0
60
proto
stringclasses
131 values
service
stringclasses
13 values
state
stringclasses
7 values
spkts
int64
1
10.6k
dpkts
int64
0
11k
sbytes
int64
24
14.4M
dbytes
int64
0
14.7M
rate
float64
0
1M
sttl
int64
0
255
dttl
int64
0
253
sload
float64
0
5.27B
dload
float64
0
20.8M
sloss
int64
0
5.32k
dloss
int64
0
5.51k
sinpkt
float64
0
60k
dinpkt
float64
0
57.7k
sjit
float64
0
1.48M
djit
float64
0
463k
swin
int64
0
255
stcpb
int64
0
4.29B
dtcpb
int64
0
4.29B
dwin
int64
0
255
tcprtt
float64
0
3.82
synack
float64
0
3.23
ackdat
float64
0
2.93
smean
int64
24
1.5k
dmean
int64
0
1.5k
trans_depth
int64
0
131
response_body_len
int64
0
5.24M
ct_srv_src
int64
1
63
ct_state_ttl
int64
0
6
ct_dst_ltm
int64
1
59
ct_src_dport_ltm
int64
1
59
ct_dst_sport_ltm
int64
1
38
ct_dst_src_ltm
int64
1
63
is_ftp_login
int64
0
2
ct_ftp_cmd
int64
0
2
ct_flw_http_mthd
int64
0
16
ct_src_ltm
int64
1
60
ct_srv_dst
int64
1
62
is_sm_ips_ports
int64
0
1
attack_cat
stringclasses
10 values
label
int64
0
1
61,601
0.748432
tcp
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FIN
14
12
774
642
33.403169
254
252
7,685.401367
6,295.829102
4
3
57.571692
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3,546.717966
91.614883
255
966,996,160
4,259,482,166
255
0.111862
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0.057921
55
54
0
0
6
1
2
2
1
2
0
0
0
2
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0
Fuzzers
1
61,602
0.000011
udp
dns
INT
2
0
114
0
90,909.0902
254
0
41,454,544
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Generic
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61,603
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tcp
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FIN
14
10
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556
52.080266
254
252
13,024.59473
9,075.552734
4
3
33.117538
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255
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Fuzzers
1
61,604
0.843474
tcp
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FIN
14
10
774
556
27.26818
254
252
6,819.416016
4,751.776855
4
3
64.882613
88.638555
3,766.116509
142.271047
255
841,766,912
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255
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0
5
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2
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1
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0
Fuzzers
1
61,605
0.618118
tcp
-
FIN
14
12
774
642
40.445353
254
252
9,305.666992
7,623.140137
4
3
47.004078
51.198637
3,117.103831
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255
3,576,061,995
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Fuzzers
1
61,606
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udp
dns
INT
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0
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38,000,000
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Generic
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61,607
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udp
-
INT
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0
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76,923.07779
254
0
382,769,248
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Fuzzers
1
61,608
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tcp
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FIN
14
12
774
642
34.867796
254
252
8,022.382324
6,571.882324
4
3
52.227154
61.262363
3,473.270683
100.451859
255
4,241,873,079
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0.104013
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1
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Fuzzers
1
61,609
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udp
dns
INT
2
0
114
0
83,333.33039
254
0
38,000,000
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Generic
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61,610
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udp
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INT
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76,923.07779
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Fuzzers
1
61,611
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tcp
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FIN
96
30
99,578
2,132
49.821875
62
252
314,207.8438
6,571.70459
43
8
26.409874
83.949
2,634.354782
138.068109
255
2,257,213,757
2,127,272,560
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0.10252
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1
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Exploits
1
61,612
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udp
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INT
2
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83,333.33039
254
0
479,333,312
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Fuzzers
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61,613
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udp
dns
INT
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114
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83,333.33039
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Generic
1
61,614
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tcp
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FIN
96
30
99,578
2,132
49.821875
62
252
314,207.8438
6,571.70459
43
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26.409874
83.949
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138.068109
255
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Exploits
1
61,615
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udp
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INT
2
0
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76,923.07779
254
0
284,923,072
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Fuzzers
1
61,616
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tcp
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FIN
30
24
5,371
1,878
12.869729
62
252
10,085.98242
3,496.681152
9
8
142.006588
175.695266
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255
3,079,849,819
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255
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Exploits
1
61,617
0.524623
tcp
-
FIN
8
10
364
3,754
32.404223
62
252
4,864.445801
51,526.52734
1
3
74.946143
51.946556
5,117.51415
4,368.430212
255
1,466,824,099
3,570,047,028
255
0.098506
0.054252
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3
1
2
1
1
2
0
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2
0
Exploits
1
61,618
0.80906
tcp
-
FIN
8
10
364
3,754
21.012039
62
252
3,154.277832
33,411.61328
1
3
115.58
86.675
7,076.676806
5,862.958178
255
3,406,673,509
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0.12386
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1
2
1
1
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Exploits
1
61,619
0.000029
udp
dns
INT
2
0
114
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34,482.75776
254
0
15,724,138
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Generic
1
61,620
0.629098
tcp
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FIN
10
8
564
354
27.022817
254
252
6,460.042969
3,942.1521
2
1
68.390222
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255
195,148,452
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Reconnaissance
1
61,621
0.000002
udp
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INT
2
0
168
0
500,000.0013
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0
336,000,000
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Reconnaissance
1
61,622
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tcp
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FIN
8
10
364
3,754
21.012039
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252
3,154.277832
33,411.61328
1
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115.58
86.675
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255
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Exploits
1
61,623
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tcp
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FIN
10
10
1,190
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6,989.84668
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136.083
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255
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Generic
1
61,624
0.000005
udp
-
INT
2
0
338
0
200,000.0051
254
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270,400,000
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Shellcode
1
61,625
0.00001
udp
dns
INT
2
0
114
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100,000.0025
254
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Generic
1
61,626
1.390463
tcp
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FIN
10
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12.226143
254
252
5,068.81543
1,783.578613
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1
152.620778
189.070422
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45,541,263
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Exploits
1
61,627
0.000013
udp
-
INT
2
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1,080
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76,923.07779
254
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332,307,712
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Fuzzers
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61,628
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tcp
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FIN
24
22
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2,701.353516
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153.996876
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Exploits
1
61,629
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tcp
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FIN
16
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1,644.952271
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280.396256
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Fuzzers
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61,630
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udp
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INT
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Fuzzers
1
61,631
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udp
dns
INT
2
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Generic
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61,632
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tcp
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FIN
24
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Exploits
1
61,633
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udp
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INT
2
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udp
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INT
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61,635
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tcp
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Exploits
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udp
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tcp
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10
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33,243.19531
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udp
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Generic
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tcp
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Exploits
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udp
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INT
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udp
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Generic
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tcp
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Fuzzers
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61,643
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tcp
-
FIN
22
20
2,997
1,746
41.860098
62
252
23,368.14453
13,550.41992
8
8
46.64062
48.683789
2,618.492819
80.846008
255
2,685,451,018
2,046,719,075
255
0.093225
0.047422
0.045803
136
87
0
0
2
1
1
1
1
1
0
0
0
1
1
0
Exploits
1
61,644
0.637096
tcp
-
FIN
14
10
774
556
36.10131
254
252
9,028.466797
6,291.045898
4
3
46.947614
65.416109
2,497.778113
91.793281
255
1,582,156,789
1,456,865,439
255
0.072634
0.048341
0.024293
55
56
0
0
6
1
2
2
1
2
0
0
0
2
5
0
Fuzzers
1
61,645
0.00001
udp
dns
INT
2
0
114
0
100,000.0025
254
0
45,600,000
0
0
0
0.01
0
0
0
0
0
0
0
0
0
0
57
0
0
0
10
2
3
3
1
3
0
0
0
3
10
0
Generic
1
61,646
1.562709
tcp
-
FIN
10
6
2,516
268
9.598716
254
252
11,595.24902
1,146.726685
2
1
168.944222
301.153188
11,968.14235
551.275688
255
1,722,556,750
1,409,572,793
255
0.119317
0.056933
0.062384
252
45
0
0
7
1
5
1
1
1
0
0
0
3
1
0
Fuzzers
1
61,647
0.284252
tcp
-
FIN
12
14
1,230
7,222
87.950132
62
252
31,746.48047
188,762.0938
3
5
25.841091
21.060538
1,344.935151
1,662.276868
255
4,106,140,313
999,097,817
255
0.05194
0.006604
0.045336
103
516
0
0
1
1
1
1
1
1
0
0
0
1
2
0
Exploits
1
61,648
0.311947
tcp
-
FIN
10
6
968
268
48.085093
254
252
22,362.77344
5,744.565918
2
1
30.097444
49.770398
1,663.963629
67.924844
255
806,639,210
2,815,240,132
255
0.135366
0.063091
0.072275
97
45
0
0
1
1
2
1
1
1
0
0
0
1
6
0
Reconnaissance
1
61,649
0.01359
udp
-
CON
2
2
120
798
59.616073
62
252
9,538.571289
63,431.5
0
0
0.011
0.006
0
0
0
0
0
0
0
0
0
60
399
0
0
5
3
5
5
5
5
0
0
0
5
5
0
Exploits
1
61,650
9.967051
tcp
-
FIN
86
486
4,086
657,255
57.288763
62
252
3,241.881836
526,457.0625
2
240
117.25942
20.358633
9,113.96267
3,579.509798
255
3,937,384,592
3,175,747,309
255
0.158415
0.092426
0.065989
48
1,352
0
0
4
1
1
1
1
1
0
0
0
3
1
0
Exploits
1
61,651
0.000008
udp
dns
INT
2
0
114
0
125,000.0003
254
0
57,000,000
0
0
0
0.008
0
0
0
0
0
0
0
0
0
0
57
0
0
0
10
2
5
4
4
4
0
0
0
4
10
0
Generic
1
61,652
0.000011
udp
dns
INT
2
0
114
0
90,909.0902
254
0
41,454,544
0
0
0
0.011
0
0
0
0
0
0
0
0
0
0
57
0
0
0
10
2
4
4
4
4
0
0
0
4
10
0
Generic
1
61,653
0.01359
udp
-
CON
2
2
120
798
220.750558
62
252
35,320.08984
234,878.5938
0
0
0.007
0.011
0
0
0
0
0
0
0
0
0
60
399
0
0
5
3
5
5
5
5
0
0
0
5
5
0
Exploits
1
61,654
2.406158
tcp
-
FIN
12
10
902
2,352
8.727607
62
252
2,749.611572
7,038.606934
2
2
218.741636
261.201219
15,256.35427
386.430719
255
2,178,844,919
2,727,721,067
255
0.137202
0.054744
0.082458
75
235
0
0
5
1
1
1
1
1
0
0
0
2
1
0
DoS
1
61,655
0.000007
udp
-
INT
2
0
812
0
142,857.1409
254
0
464,000,000
0
0
0
0.007
0
0
0
0
0
0
0
0
0
0
406
0
0
0
9
2
2
2
1
2
0
0
0
2
8
0
Fuzzers
1
61,656
0.000008
udp
dns
INT
2
0
114
0
125,000.0003
254
0
57,000,000
0
0
0
0.008
0
0
0
0
0
0
0
0
0
0
57
0
0
0
10
2
5
4
4
4
0
0
0
4
10
0
Generic
1
61,657
0.000011
udp
dns
INT
2
0
114
0
90,909.0902
254
0
41,454,544
0
0
0
0.011
0
0
0
0
0
0
0
0
0
0
57
0
0
0
10
2
4
4
4
4
0
0
0
4
10
0
Generic
1
61,658
0.44623
tcp
-
FIN
10
8
832
1,122
38.096946
62
252
13,428.05273
17,605.27148
2
2
49.581111
47.57343
2,486.663527
75.109898
255
4,294,817,672
1,082,782,036
255
0.127097
0.091117
0.03598
83
140
0
0
5
1
1
2
1
1
0
0
0
6
1
0
Exploits
1
61,659
0.000003
udp
-
INT
2
0
2,448
0
333,333.3215
254
0
3,264,000,000
0
0
0
0.003
0
0
0
0
0
0
0
0
0
0
1,224
0
0
0
8
2
1
1
1
1
0
0
0
1
2
0
Exploits
1
61,660
0.467988
tcp
-
FIN
10
6
830
268
32.052103
254
252
12,769.55762
3,829.157959
2
1
48.738333
74.868398
2,577.533729
113.190109
255
3,577,095,550
378,648,363
255
0.170601
0.093636
0.076965
83
45
0
0
3
1
2
1
1
1
0
0
0
2
2
0
Exploits
1
61,661
0.000006
udp
dns
INT
2
0
114
0
166,666.6608
254
0
76,000,000
0
0
0
0.006
0
0
0
0
0
0
0
0
0
0
57
0
0
0
14
2
4
4
4
4
0
0
0
6
14
0
Generic
1
61,662
2.174915
tcp
-
FIN
50
24
41,051
1,966
33.564529
62
252
147,978.1875
6,933.604004
22
8
44.386021
89.981695
3,323.20844
114.38132
255
1,273,301,107
3,107,959,150
255
0.188855
0.088226
0.100629
821
82
0
0
3
1
1
1
1
1
0
0
0
2
2
0
Exploits
1
61,663
0.000037
udp
dns
INT
2
0
114
0
27,027.02585
254
0
12,324,324
0
0
0
0.037
0
0
0
0
0
0
0
0
0
0
57
0
0
0
14
2
3
3
3
3
0
0
0
3
14
0
Generic
1
61,664
1.928038
tcp
-
FIN
10
10
718
444
9.854578
62
252
2,684.594482
1,659.718384
2
2
214.123778
207.294891
12,906.65343
363.748844
255
2,997,831,470
3,399,498,788
255
0.157402
0.062377
0.095025
72
44
0
0
2
1
1
1
1
1
0
0
0
1
1
0
DoS
1
61,665
0.00001
udp
-
INT
2
0
104
0
100,000.0025
254
0
41,600,000
0
0
0
0.01
0
0
0
0
0
0
0
0
0
0
52
0
0
0
3
2
3
1
1
1
0
0
0
1
5
0
Fuzzers
1
61,666
0.861191
tcp
-
FIN
12
10
1,246
4,932
24.384835
62
252
10,617.85352
41,235.91797
3
3
78.290092
85.218219
4,221.735459
123.159016
255
118,692,954
47,336,753
255
0.182459
0.094204
0.088255
104
493
0
0
1
1
2
1
1
1
0
0
0
1
2
0
Exploits
1
61,667
0.000037
udp
dns
INT
2
0
114
0
27,027.02585
254
0
12,324,324
0
0
0
0.037
0
0
0
0
0
0
0
0
0
0
57
0
0
0
15
2
1
1
1
1
0
0
0
2
15
0
Generic
1
61,668
0.000006
udp
dns
INT
2
0
114
0
166,666.6608
254
0
76,000,000
0
0
0
0.006
0
0
0
0
0
0
0
0
0
0
57
0
0
0
14
2
4
4
4
4
0
0
0
6
14
0
Generic
1
61,669
0.000002
udp
-
INT
2
0
168
0
500,000.0013
254
0
336,000,000
0
0
0
0.002
0
0
0
0
0
0
0
0
0
0
84
0
0
0
2
2
1
1
1
1
0
0
0
1
1
0
Reconnaissance
1
61,670
3.526679
tcp
-
FIN
24
22
1,292
1,622
12.75988
62
252
2,810.576172
3,513.787354
7
9
153.333874
165.997328
12,598.312
431.670563
255
3,488,345,420
3,731,004,141
255
0.102733
0.039996
0.062737
54
74
0
0
3
1
2
1
1
2
0
0
0
2
2
0
Exploits
1
61,671
3.526679
tcp
-
FIN
24
22
1,292
1,622
12.75988
62
252
2,810.576172
3,513.787354
7
9
153.333874
165.997328
12,598.312
431.670563
255
3,488,345,420
3,731,004,141
255
0.102733
0.039996
0.062737
54
74
0
0
3
1
2
1
1
2
0
0
0
2
2
0
Exploits
1
61,672
0.000008
udp
dns
INT
2
0
114
0
125,000.0003
254
0
57,000,000
0
0
0
0.008
0
0
0
0
0
0
0
0
0
0
57
0
0
0
15
2
7
7
4
7
0
0
0
7
15
0
Generic
1
61,673
0.00001
udp
dns
INT
2
0
114
0
100,000.0025
254
0
45,600,000
0
0
0
0.01
0
0
0
0
0
0
0
0
0
0
57
0
0
0
8
2
1
1
1
1
0
0
0
1
8
0
Generic
1
61,674
0.309267
tcp
-
FIN
10
8
730
676
54.968681
62
252
16,995.02344
15,313.62793
2
2
34.363
38.55257
1,834.603078
61.894281
255
67,790,865
3,909,452,181
255
0.037317
0.02139
0.015927
73
85
0
0
2
1
1
1
1
1
0
0
0
1
1
0
DoS
1
61,675
0.664478
tcp
-
FIN
12
10
1,440
3,720
31.603755
62
252
15,892.17383
40,308.33203
2
3
60.407089
72.886778
4,984.864899
4,721.597718
255
2,408,266,845
3,961,375,080
255
0.053387
0.007842
0.045545
120
372
0
0
1
1
1
1
1
1
0
0
0
1
1
0
Generic
1
61,676
1.420255
tcp
-
FIN
10
6
2,516
268
10.561484
254
252
12,758.27246
1,261.745239
2
1
157.806111
271.687594
11,240.70221
516.064344
255
4,253,673,236
1,622,678,104
255
0.115011
0.060291
0.05472
252
45
0
0
9
1
1
1
1
1
0
0
0
1
1
0
Fuzzers
1
61,677
0.000008
udp
dns
INT
2
0
114
0
125,000.0003
254
0
57,000,000
0
0
0
0.008
0
0
0
0
0
0
0
0
0
0
57
0
0
0
15
2
7
7
4
7
0
0
0
7
15
0
Generic
1
61,678
2.539268
tcp
-
FIN
70
30
70,226
2,226
38.987613
62
252
218,088.0469
6,779.906738
32
8
36.800985
85.796797
3,904.58072
140.363
255
4,167,253,592
3,981,817,976
255
0.069315
0.050437
0.018878
1,003
74
0
0
1
1
1
1
1
1
0
0
0
1
2
0
Exploits
1
61,679
0.000002
udp
dns
INT
2
0
114
0
500,000.0013
254
0
228,000,000
0
0
0
0.002
0
0
0
0
0
0
0
0
0
0
57
0
0
0
8
2
3
3
3
3
0
0
0
3
8
0
Generic
1
61,680
0.000007
udp
-
INT
2
0
168
0
142,857.1409
254
0
96,000,000
0
0
0
0.007
0
0
0
0
0
0
0
0
0
0
84
0
0
0
1
2
1
1
1
1
0
0
0
1
2
0
Reconnaissance
1
61,681
0.000008
udp
dns
INT
2
0
114
0
125,000.0003
254
0
57,000,000
0
0
0
0.008
0
0
0
0
0
0
0
0
0
0
57
0
0
0
15
2
7
7
4
7
0
0
0
7
15
0
Generic
1
61,682
0.00001
udp
-
INT
2
0
112
0
100,000.0025
254
0
44,800,000
0
0
0
0.01
0
0
0
0
0
0
0
0
0
0
56
0
0
0
5
2
1
1
1
1
0
0
0
6
1
0
Shellcode
1
61,683
2.753034
tcp
-
FIN
20
20
3,306
1,946
14.166188
62
252
9,127.383789
5,372.980957
7
8
144.896523
140.878469
8,425.544073
224.841969
255
4,052,924,509
717,358,310
255
0.146576
0.075491
0.071085
165
97
0
0
5
1
1
1
1
1
0
0
0
6
1
0
Exploits
1
61,684
0.000002
udp
dns
INT
2
0
114
0
500,000.0013
254
0
228,000,000
0
0
0
0.002
0
0
0
0
0
0
0
0
0
0
57
0
0
0
8
2
3
3
3
3
0
0
0
3
8
0
Generic
1
61,685
0.796179
tcp
-
FIN
10
8
564
354
21.351982
254
252
5,104.379883
3,114.877441
2
1
88.464333
107.602711
6,082.722128
150.770516
255
1,353,916,292
44,742,222
255
0.089171
0.042299
0.046872
56
44
0
0
4
1
1
1
1
1
0
0
0
5
2
0
Reconnaissance
1
61,686
0.000008
udp
dns
INT
2
0
114
0
125,000.0003
254
0
57,000,000
0
0
0
0.008
0
0
0
0
0
0
0
0
0
0
57
0
0
0
15
2
7
7
4
7
0
0
0
7
15
0
Generic
1
61,687
0.48831
tcp
-
FIN
10
8
794
354
34.813949
254
252
11,713.87012
5,078.740723
2
1
50.581667
62.026855
3,418.303679
116.671852
255
3,905,950,535
1,164,419,861
255
0.117228
0.054111
0.063117
79
44
0
0
1
1
1
1
1
1
0
0
0
1
1
0
Reconnaissance
1
61,688
2.325141
tcp
-
FIN
26
108
1,496
136,405
57.200833
62
252
4,951.097656
464,976.5313
2
51
93.005642
21.051785
5,010.709985
3,008.351286
255
3,121,194,285
1,856,946,023
255
0.139302
0.071998
0.067304
58
1,263
0
0
4
1
6
2
1
1
0
0
0
2
5
0
Exploits
1
61,689
0.260265
tcp
-
FIN
10
6
774
268
57.633567
254
252
21,424.31836
6,885.290039
2
1
26.254556
46.881602
1,358.032967
69.279227
255
129,660,738
3,983,717,250
255
0.079195
0.025852
0.053343
77
45
0
0
3
1
1
1
1
1
0
0
0
4
1
0
Reconnaissance
1
61,690
0.000002
udp
dns
INT
2
0
114
0
500,000.0013
254
0
228,000,000
0
0
0
0.002
0
0
0
0
0
0
0
0
0
0
57
0
0
0
8
2
3
3
3
3
0
0
0
3
8
0
Generic
1
61,691
0.000004
udp
-
INT
2
0
104
0
250,000.0006
254
0
104,000,000
0
0
0
0.004
0
0
0
0
0
0
0
0
0
0
52
0
0
0
4
2
2
1
1
1
0
0
0
3
5
0
Fuzzers
1
61,692
0.000004
udp
-
INT
2
0
168
0
250,000.0006
254
0
168,000,000
0
0
0
0.004
0
0
0
0
0
0
0
0
0
0
84
0
0
0
3
2
1
1
1
1
0
0
0
1
1
0
Reconnaissance
1
61,693
0.000008
udp
dns
INT
2
0
114
0
125,000.0003
254
0
57,000,000
0
0
0
0.008
0
0
0
0
0
0
0
0
0
0
57
0
0
0
15
2
4
4
4
4
0
0
0
4
15
0
Generic
1
61,694
3.150938
tcp
-
FIN
16
14
890
764
9.203608
254
252
2,120.003662
1,802.637817
4
4
210.05846
234.656688
14,089.51177
401.030125
255
2,768,511,996
1,323,164,877
255
0.219809
0.100391
0.119418
56
55
0
0
4
1
1
1
1
1
0
0
0
1
2
0
Fuzzers
1
61,695
1.644623
tcp
-
FIN
10
10
802
2,054
11.552799
62
252
3,512.051025
8,994.158203
2
2
182.735889
171.342672
10,469.32143
351.089437
255
703,865,634
2,149,476,231
255
0.177422
0.077534
0.099888
80
205
0
0
5
1
5
2
1
1
0
0
0
2
12
0
Exploits
1
61,696
1.102762
tcp
-
FIN
40
22
32,314
1,884
55.315654
62
252
228,567.9063
13,050.86719
17
8
28.275949
50.214094
2,359.839036
80.935859
255
1,530,122,000
1,263,537,396
255
0.056705
0.029194
0.027511
808
86
0
0
1
1
1
1
1
1
0
0
0
1
1
0
Exploits
1
61,697
0.000001
udp
-
INT
2
0
104
0
1,000,000.003
254
0
416,000,000
0
0
0
0.001
0
0
0
0
0
0
0
0
0
0
52
0
0
0
2
2
3
1
1
1
0
0
0
1
4
0
Fuzzers
1
61,698
0.000004
udp
dns
INT
2
0
114
0
250,000.0006
254
0
114,000,000
0
0
0
0.004
0
0
0
0
0
0
0
0
0
0
57
0
0
0
18
2
4
4
2
4
0
0
0
4
18
0
Generic
1
61,699
0.000006
udp
dns
INT
2
0
114
0
166,666.6608
254
0
76,000,000
0
0
0
0.006
0
0
0
0
0
0
0
0
0
0
57
0
0
0
7
2
4
4
4
4
0
0
0
6
7
0
Generic
1
61,700
0.199528
tcp
-
FIN
10
6
2,076
268
75.177421
254
252
74,936.85156
8,981.196289
2
1
20.112889
38.265602
1,067.586984
63.205945
255
2,645,622,925
3,381,570,534
255
0.057131
0.008189
0.048942
208
45
0
0
3
1
1
1
1
1
0
0
0
1
1
0
DoS
1