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id
int64
dur
float64
proto
string
service
string
state
string
spkts
int64
dpkts
int64
sbytes
int64
dbytes
int64
rate
float64
sttl
int64
dttl
int64
sload
float64
dload
float64
sloss
int64
dloss
int64
sinpkt
float64
dinpkt
float64
sjit
float64
djit
float64
swin
int64
stcpb
int64
dtcpb
int64
dwin
int64
tcprtt
float64
synack
float64
ackdat
float64
smean
int64
dmean
int64
trans_depth
int64
response_body_len
int64
ct_srv_src
int64
ct_state_ttl
int64
ct_dst_ltm
int64
ct_src_dport_ltm
int64
ct_dst_sport_ltm
int64
ct_dst_src_ltm
int64
is_ftp_login
int64
ct_ftp_cmd
int64
ct_flw_http_mthd
int64
ct_src_ltm
int64
ct_srv_dst
int64
is_sm_ips_ports
int64
attack_cat
string
label
int64
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udp
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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
End of preview. Expand in Data Studio

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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