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
1
0.000011
udp
-
INT
2
0
496
0
90,909.0902
254
0
180,363,632
0
0
0
0.011
0
0
0
0
0
0
0
0
0
0
248
0
0
0
2
2
1
1
1
2
0
0
0
1
2
0
Normal
0
2
0.000008
udp
-
INT
2
0
1,762
0
125,000.0003
254
0
881,000,000
0
0
0
0.008
0
0
0
0
0
0
0
0
0
0
881
0
0
0
2
2
1
1
1
2
0
0
0
1
2
0
Normal
0
3
0.000005
udp
-
INT
2
0
1,068
0
200,000.0051
254
0
854,400,000
0
0
0
0.005
0
0
0
0
0
0
0
0
0
0
534
0
0
0
3
2
1
1
1
3
0
0
0
1
3
0
Normal
0
4
0.000006
udp
-
INT
2
0
900
0
166,666.6608
254
0
600,000,000
0
0
0
0.006
0
0
0
0
0
0
0
0
0
0
450
0
0
0
3
2
2
2
1
3
0
0
0
2
3
0
Normal
0
5
0.00001
udp
-
INT
2
0
2,126
0
100,000.0025
254
0
850,400,000
0
0
0
0.01
0
0
0
0
0
0
0
0
0
0
1,063
0
0
0
3
2
2
2
1
3
0
0
0
2
3
0
Normal
0
6
0.000003
udp
-
INT
2
0
784
0
333,333.3215
254
0
1,045,333,312
0
0
0
0.003
0
0
0
0
0
0
0
0
0
0
392
0
0
0
2
2
2
2
1
2
0
0
0
2
2
0
Normal
0
7
0.000006
udp
-
INT
2
0
1,960
0
166,666.6608
254
0
1,306,666,624
0
0
0
0.006
0
0
0
0
0
0
0
0
0
0
980
0
0
0
2
2
2
2
1
2
0
0
0
2
2
0
Normal
0
8
0.000028
udp
-
INT
2
0
1,384
0
35,714.28522
254
0
197,714,288
0
0
0
0.028
0
0
0
0
0
0
0
0
0
0
692
0
0
0
3
2
1
1
1
3
0
0
0
1
3
0
Normal
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9
0
arp
-
INT
1
0
46
0
0
0
0
0
0
0
0
60,000.688
0
0
0
0
0
0
0
0
0
0
46
0
0
0
2
2
2
2
2
2
0
0
0
2
2
1
Normal
0
10
0
arp
-
INT
1
0
46
0
0
0
0
0
0
0
0
60,000.712
0
0
0
0
0
0
0
0
0
0
46
0
0
0
2
2
2
2
2
2
0
0
0
2
2
1
Normal
0
11
0
arp
-
INT
1
0
46
0
0
0
0
0
0
0
0
60,000.688
0
0
0
0
0
0
0
0
0
0
46
0
0
0
2
2
2
2
2
2
0
0
0
2
2
1
Normal
0
12
0
arp
-
INT
1
0
46
0
0
0
0
0
0
0
0
60,000.712
0
0
0
0
0
0
0
0
0
0
46
0
0
0
2
2
2
2
2
2
0
0
0
2
2
1
Normal
0
13
0.000004
udp
-
INT
2
0
1,454
0
250,000.0006
254
0
1,454,000,000
0
0
0
0.004
0
0
0
0
0
0
0
0
0
0
727
0
0
0
3
2
1
1
1
3
0
0
0
1
3
0
Normal
0
14
0.000007
udp
-
INT
2
0
2,062
0
142,857.1409
254
0
1,178,285,696
0
0
0
0.007
0
0
0
0
0
0
0
0
0
0
1,031
0
0
0
3
2
1
1
1
3
0
0
0
1
3
0
Normal
0
15
0.000011
udp
-
INT
2
0
2,040
0
90,909.0902
254
0
741,818,176
0
0
0
0.011
0
0
0
0
0
0
0
0
0
0
1,020
0
0
0
1
2
1
1
1
1
0
0
0
1
1
0
Normal
0
16
0.000004
udp
-
INT
2
0
1,052
0
250,000.0006
254
0
1,052,000,000
0
0
0
0.004
0
0
0
0
0
0
0
0
0
0
526
0
0
0
3
2
1
1
1
3
0
0
0
2
3
0
Normal
0
17
0.000003
udp
-
INT
2
0
314
0
333,333.3215
254
0
418,666,656
0
0
0
0.003
0
0
0
0
0
0
0
0
0
0
157
0
0
0
2
2
1
1
1
2
0
0
0
1
2
0
Normal
0
18
0.00001
udp
-
INT
2
0
1,774
0
100,000.0025
254
0
709,600,000
0
0
0
0.01
0
0
0
0
0
0
0
0
0
0
887
0
0
0
2
2
1
1
1
2
0
0
0
1
2
0
Normal
0
19
0.000002
udp
-
INT
2
0
1,568
0
500,000.0013
254
0
3,136,000,000
0
0
0
0.002
0
0
0
0
0
0
0
0
0
0
784
0
0
0
3
2
1
1
1
2
0
0
0
1
2
0
Normal
0
20
0.000004
udp
-
INT
2
0
2,054
0
250,000.0006
254
0
2,054,000,000
0
0
0
0.004
0
0
0
0
0
0
0
0
0
0
1,027
0
0
0
3
2
1
1
1
2
0
0
0
2
2
0
Normal
0
21
0.00001
udp
-
INT
2
0
2,170
0
100,000.0025
254
0
868,000,000
0
0
0
0.01
0
0
0
0
0
0
0
0
0
0
1,085
0
0
0
2
2
1
1
1
2
0
0
0
1
2
0
Normal
0
22
0.000009
udp
-
INT
2
0
202
0
111,111.1072
254
0
89,777,776
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
101
0
0
0
2
2
1
1
1
2
0
0
0
1
2
0
Normal
0
23
0.00001
udp
-
INT
2
0
1,334
0
100,000.0025
254
0
533,600,000
0
0
0
0.01
0
0
0
0
0
0
0
0
0
0
667
0
0
0
3
2
1
1
1
3
0
0
0
1
3
0
Normal
0
24
0.000005
udp
-
INT
2
0
2,058
0
200,000.0051
254
0
1,646,400,000
0
0
0
0.005
0
0
0
0
0
0
0
0
0
0
1,029
0
0
0
3
2
2
2
1
3
0
0
0
2
3
0
Normal
0
25
0.000003
udp
-
INT
2
0
286
0
333,333.3215
254
0
381,333,312
0
0
0
0.003
0
0
0
0
0
0
0
0
0
0
143
0
0
0
3
2
2
2
1
3
0
0
0
2
3
0
Normal
0
26
0.000007
udp
-
INT
2
0
1,500
0
142,857.1409
254
0
857,142,848
0
0
0
0.007
0
0
0
0
0
0
0
0
0
0
750
0
0
0
2
2
2
2
1
2
0
0
0
2
2
0
Normal
0
27
0.000006
udp
-
INT
2
0
902
0
166,666.6608
254
0
601,333,312
0
0
0
0.006
0
0
0
0
0
0
0
0
0
0
451
0
0
0
2
2
2
2
1
2
0
0
0
2
2
0
Normal
0
28
0.000002
udp
-
INT
2
0
1,626
0
500,000.0013
254
0
3,252,000,000
0
0
0
0.002
0
0
0
0
0
0
0
0
0
0
813
0
0
0
2
2
1
1
1
1
0
0
0
2
1
0
Normal
0
29
0.000007
udp
-
INT
2
0
364
0
142,857.1409
254
0
208,000,000
0
0
0
0.007
0
0
0
0
0
0
0
0
0
0
182
0
0
0
3
2
1
1
1
1
0
0
0
2
2
0
Normal
0
30
1.434166
tcp
-
FIN
10
6
530
268
10.459041
254
252
2,660.780029
1,249.506714
2
1
151.243111
270.886813
10,042.8699
468.508156
255
1,640,845,588
177,111,456
255
0.148966
0.079731
0.069235
53
45
0
0
2
1
1
1
1
1
0
0
0
1
1
0
Normal
0
31
0.000007
udp
-
INT
2
0
730
0
142,857.1409
254
0
417,142,848
0
0
0
0.007
0
0
0
0
0
0
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0
365
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1
1
1
2
0
0
0
2
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0
Normal
0
32
1.924287
tcp
-
FIN
10
8
530
354
8.834441
254
252
1,983.072266
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2
1
213.738778
261.252
13,125.11139
399.405156
255
2,214,319,888
3,374,287,000
255
0.185096
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53
44
0
0
2
1
1
1
1
1
0
0
0
1
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Normal
0
33
2.773779
tcp
-
FIN
14
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7,954
354
7.570899
254
252
21,302.3457
894.087097
4
1
213.367611
381.293437
18,158.22943
788.701375
255
3,374,744,735
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255
0.144772
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568
44
0
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Normal
0
34
0.00001
udp
-
INT
2
0
794
0
100,000.0025
254
0
317,600,000
0
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0.01
0
0
0
0
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397
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0
0
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Normal
0
35
1.465041
tcp
-
FIN
10
8
2,516
354
11.60377
254
252
12,368.25391
1,692.7854
2
1
157.703444
195.494719
8,764.724091
346.639313
255
783,227,300
772,078,300
255
0.221146
0.09657
0.124576
252
44
0
0
4
1
2
1
1
3
0
0
0
2
2
0
Normal
0
36
0.983874
tcp
http
FIN
10
8
816
1,172
17.278635
62
252
5,976.375
8,342.53125
2
2
109.319333
124.932859
5,929.211713
192.590406
255
794,167,371
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255
0.206572
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82
147
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184
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1
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0
37
0.714182
tcp
-
FIN
10
6
534
268
21.003049
254
252
5,387.982422
2,509.164307
2
1
79.353556
120.191398
4,013.392196
218.658469
255
3,802,396,535
2,514,907,206
255
0.162097
0.079909
0.082188
53
45
0
0
3
1
1
1
1
2
0
0
0
2
2
0
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0
38
59.995674
arp
-
INT
2
0
92
0
0.016668
0
0
6.133776
0
0
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59,998.196
0
13.651471
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46
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0
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2
2
2
2
2
2
0
0
0
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39
59.995678
arp
-
INT
2
0
92
0
0.016668
0
0
6.133775
0
0
0
59,998.2
0
0
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0
0
0
0
0
0
46
0
0
0
2
2
2
2
2
2
0
0
0
2
2
1
Normal
0
40
59.995674
arp
-
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2
0
92
0
0.016668
0
0
6.133776
0
0
0
59,998.196
0
13.651471
0
0
0
0
0
0
0
0
46
0
0
0
2
2
2
2
2
2
0
0
0
2
2
1
Normal
0
41
1.535254
tcp
http
FIN
10
10
826
1,266
12.375802
62
252
3,876.882812
5,940.385254
2
2
170.481889
159.070562
11,933.0656
244.118016
255
708,428,911
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255
0.180318
0.103612
0.076706
83
127
1
187
2
1
1
1
1
2
0
0
1
1
3
0
Normal
0
42
59.995678
arp
-
INT
2
0
92
0
0.016668
0
0
6.133775
0
0
0
59,998.2
0
0
0
0
0
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0
0
0
0
46
0
0
0
2
2
2
2
2
2
0
0
0
2
2
1
Normal
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43
0.757295
tcp
-
FIN
10
6
534
268
19.80734
254
252
5,081.243164
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2
1
84.023333
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4,064.836863
186.487812
255
1,416,292,821
1,856,664,256
255
0.226895
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53
45
0
0
3
1
1
1
1
2
0
0
0
1
2
0
Normal
0
44
0.759306
tcp
-
FIN
10
8
534
354
22.388865
254
252
5,067.785645
3,266.140381
2
1
84.242667
98.501711
4,716.886723
140.050609
255
2,545,019,062
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255
0.172317
0.069791
0.102526
53
44
0
0
5
1
1
1
1
3
0
0
0
1
3
0
Normal
0
45
1.294036
tcp
-
FIN
10
8
2,516
354
13.137192
254
252
14,002.70117
1,916.484497
2
1
143.781778
173.331141
9,390.189727
257.271375
255
1,381,018,516
1,985,881,197
255
0.135361
0.079802
0.055559
252
44
0
0
2
1
1
1
1
2
0
0
0
1
3
0
Normal
0
46
1.059359
tcp
http
FIN
10
8
830
1,134
16.047441
62
252
5,641.147461
7,498.874512
2
2
117.706556
132.899281
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255.756219
255
1,853,677,305
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255
0.274887
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0.146428
83
142
1
165
1
1
1
1
1
1
0
0
1
3
1
0
Normal
0
47
0.624048
tcp
-
FIN
10
6
534
268
24.036613
254
252
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8
6
5
2
2
7
0
0
0
5
8
0
Normal
0
97
0.664512
tcp
-
FIN
10
6
534
268
22.572957
254
252
5,790.71582
2,696.71582
2
1
69.994778
114.784602
3,565.853629
166.495
255
2,600,388,172
623,342,715
255
0.148054
0.090584
0.05747
53
45
0
0
5
1
1
1
1
3
0
0
0
2
3
0
Normal
0
98
0.860208
tcp
-
FIN
10
6
534
268
17.437643
254
252
4,473.336914
2,083.217041
2
1
95.474667
156.240203
4,650.146095
225.094078
255
2,537,299,422
4,130,059,309
255
0.16717
0.079005
0.088165
53
45
0
0
5
1
1
1
1
3
0
0
0
1
3
0
Normal
0
99
15.102544
tcp
-
REQ
10
0
450
0
0.595926
254
0
214.533401
0
9
0
1,678.0605
0
3,601.72875
0
255
0
0
0
0
0
0
45
0
0
0
11
6
2
2
2
11
0
0
0
3
11
0
Normal
0
100
1.979445
tcp
http
FIN
10
10
810
1,228
9.59865
62
252
2,946.280518
4,469.939941
2
2
219.938333
211.908
14,679.52685
514.389156
255
504,743,724
17,824,254
255
0.14109
0.071357
0.069733
81
123
1
168
2
1
1
1
1
2
0
0
1
1
2
0
Normal
0

UNSW-NB15

This data is provided through the Train, Test CSV file provided by UNSW-NB15.

link

Labels

The label of the data set is as follows.

# Column Non-Null Count Dtype
0 id 82332 non-null int64
1 dur 82332 non-null float64
2 proto 82332 non-null object
3 service 82332 non-null object
4 state 82332 non-null object
5 spkts 82332 non-null int64
6 dpkts 82332 non-null int64
7 sbytes 82332 non-null int64
8 dbytes 82332 non-null int64
9 rate 82332 non-null float64
10 sttl 82332 non-null int64
11 dttl 82332 non-null int64
12 sload 82332 non-null float64
13 dload 82332 non-null float64
14 sloss 82332 non-null int64
15 dloss 82332 non-null int64
16 sinpkt 82332 non-null float64
17 dinpkt 82332 non-null float64
18 sjit 82332 non-null float64
19 djit 82332 non-null float64
20 swin 82332 non-null int64
21 stcpb 82332 non-null int64
22 dtcpb 82332 non-null int64
23 dwin 82332 non-null int64
24 tcprtt 82332 non-null float64
25 synack 82332 non-null float64
26 ackdat 82332 non-null float64
27 smean 82332 non-null int64
28 dmean 82332 non-null int64
29 trans_depth 82332 non-null int64
30 response_body_len 82332 non-null int64
31 ct_srv_src 82332 non-null int64
32 ct_state_ttl 82332 non-null int64
33 ct_dst_ltm 82332 non-null int64
34 ct_src_dport_ltm 82332 non-null int64
35 ct_dst_sport_ltm 82332 non-null int64
36 ct_dst_src_ltm 82332 non-null int64
37 is_ftp_login 82332 non-null int64
38 ct_ftp_cmd 82332 non-null int64
39 ct_flw_http_mthd 82332 non-null int64
40 ct_src_ltm 82332 non-null int64
41 ct_srv_dst 82332 non-null int64
42 is_sm_ips_ports 82332 non-null int64
43 attack_cat 82332 non-null object
44 label 82332 non-null int64
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