Datasets:
19kmunz
/
iot-23-preprocessed

Dataset card Data Studio Files
xet
Community
1
id.orig_p
int64
0
65.5k
id.resp_p
int64
0
65.5k
proto
stringclasses
3 values
service
stringclasses
6 values
duration
float64
0
78.8k
⌀
orig_bytes
int64
0
1.74B
⌀
resp_bytes
int64
0
337M
⌀
conn_state
stringclasses
13 values
missed_bytes
int64
0
20.3k
history
stringlengths
1
12
⌀
orig_pkts
int64
0
66M
orig_ip_bytes
int64
0
1.91B
resp_pkts
int64
0
239k
resp_ip_bytes
int64
0
350M
label
stringclasses
2 values
3
1
icmp
null
0.000013
56
0
OTH
0
null
2
112
0
0
Benign
17,832
37,215
tcp
null
0.000014
0
0
S0
0
S
2
80
0
0
Malicious
17,576
8,081
tcp
null
0.000233
0
0
S0
0
S
2
80
0
0
Malicious
18,088
80
tcp
null
0.505971
0
0
REJ
0
Sr
2
80
2
80
Benign
18,088
80
tcp
null
0.000016
0
0
S0
0
S
2
80
0
0
Malicious
18,344
52,869
tcp
null
0.000235
0
0
S0
0
S
2
80
0
0
Malicious
18,088
80
tcp
null
0.000252
0
0
S0
0
S
2
80
0
0
Malicious
17,576
8,081
tcp
null
0.000007
0
0
S0
0
S
2
80
0
0
Malicious
18,344
52,869
tcp
null
0.000232
0
0
S0
0
S
2
80
0
0
Malicious
17,832
37,215
tcp
null
0.000239
0
0
S0
0
S
2
80
0
0
Malicious
18,088
80
tcp
null
0.000241
0
0
S0
0
S
2
80
0
0
Malicious
18,088
80
tcp
null
0.000239
0
0
S0
0
S
2
80
0
0
Malicious
17,832
37,215
tcp
null
0.000225
0
0
S0
0
S
2
80
0
0
Malicious
3
1
icmp
null
0.000005
88
0
OTH
0
null
2
144
0
0
Benign
123
123
udp
null
0.5417
96
96
SF
0
Dd
2
152
2
152
Benign
11
0
icmp
null
0.000014
80
0
OTH
0
null
2
136
0
0
Benign
18,088
80
tcp
null
0.00024
0
0
S0
0
S
2
80
0
0
Malicious
17,832
37,215
tcp
null
0.000223
0
0
S0
0
S
2
80
0
0
Malicious
18,344
52,869
tcp
null
0.000233
0
0
S0
0
S
2
80
0
0
Malicious
18,088
8,080
tcp
null
0.000235
0
0
S0
0
S
2
80
0
0
Malicious
18,088
8,080
tcp
null
0.00024
0
0
S0
0
S
2
80
0
0
Malicious
17,576
8,081
tcp
null
0.000011
0
0
S0
0
S
2
80
0
0
Malicious
18,088
8,080
tcp
null
0.000236
0
0
S0
0
S
2
80
0
0
Malicious
18,088
8,080
tcp
null
0.000234
0
0
S0
0
S
2
80
0
0
Malicious
17,576
8,081
tcp
null
0.431775
0
0
REJ
0
Sr
2
80
2
80
Benign
41,734
666
tcp
null
0.07998
0
0
REJ
0
Sr
2
120
2
80
Malicious
18,088
8,080
tcp
null
0.000012
0
0
S0
0
S
2
80
0
0
Malicious
17,576
8,081
tcp
null
0.00019
0
0
S0
0
S
2
80
0
0
Malicious
18,344
52,869
tcp
null
0.25163
0
0
REJ
0
Sr
2
80
2
80
Malicious
17,832
37,215
tcp
null
0.000021
0
0
S0
0
S
2
80
0
0
Malicious
17,576
8,081
tcp
null
0.275353
0
0
REJ
0
Sr
2
80
2
80
Benign
17,832
37,215
tcp
null
0.489746
0
0
REJ
0
Sr
2
80
2
80
Malicious
18,088
8,080
tcp
null
0.000237
0
0
S0
0
S
2
80
0
0
Malicious
18,088
80
tcp
null
0.000008
0
0
S0
0
S
2
80
0
0
Malicious
18,088
8,080
tcp
null
0.000016
0
0
S0
0
S
2
80
0
0
Malicious
3
10
icmp
null
0.000015
80
0
OTH
0
null
2
136
0
0
Benign
17,832
37,215
tcp
null
0.398546
0
0
REJ
0
Sr
2
80
2
80
Malicious
17,576
8,081
tcp
null
0.000193
0
0
S0
0
S
2
80
0
0
Malicious
123
123
udp
null
0.002741
96
96
SF
0
Dd
2
152
2
152
Benign
123
123
udp
null
0.02775
96
96
SF
0
Dd
2
152
2
152
Benign
17,832
37,215
tcp
null
0.000236
0
0
S0
0
S
2
80
0
0
Malicious
18,088
8,080
tcp
null
0.000013
0
0
S0
0
S
2
80
0
0
Malicious
123
123
udp
null
0.005741
96
96
SF
0
Dd
2
152
2
152
Benign
123
123
udp
null
0.001994
96
96
SF
0
Dd
2
152
2
152
Benign
3
10
icmp
null
0.000016
80
0
OTH
0
null
2
136
0
0
Benign
17,576
8,081
tcp
null
0.000012
0
0
S0
0
S
2
80
0
0
Malicious
123
123
udp
null
0.002744
96
96
SF
0
Dd
2
152
2
152
Benign
17,832
37,215
tcp
null
0.594427
0
0
REJ
0
Sr
2
80
2
80
Malicious
41,736
666
tcp
null
3.178438
0
0
REJ
0
Sr
6
360
2
80
Malicious
17,576
8,081
tcp
null
0.000236
0
0
S0
0
S
2
80
0
0
Malicious
17,576
8,081
tcp
null
0.000235
0
0
S0
0
S
2
80
0
0
Malicious
18,088
8,080
tcp
null
0.000017
0
0
S0
0
S
2
80
0
0
Malicious
18,088
8,080
tcp
null
0.000239
0
0
S0
0
S
2
80
0
0
Malicious
18,344
52,869
tcp
null
0.000237
0
0
S0
0
S
2
80
0
0
Malicious
18,088
80
tcp
null
0.000243
0
0
S0
0
S
2
80
0
0
Malicious
18,088
8,080
tcp
null
0.000238
0
0
S0
0
S
2
80
0
0
Malicious
17,576
8,081
tcp
null
0.36582
0
0
REJ
0
Sr
2
80
2
80
Benign
3
13
icmp
null
0.000005
56
0
OTH
0
null
2
112
0
0
Benign
17,832
37,215
tcp
null
0.000011
0
0
S0
0
S
2
80
0
0
Malicious
18,088
80
tcp
null
0.000011
0
0
S0
0
S
2
80
0
0
Malicious
3
1
icmp
null
0.000015
80
0
OTH
0
null
2
136
0
0
Benign
17,832
37,215
tcp
null
0.452
0
0
REJ
0
Sr
2
80
2
80
Malicious
18,088
80
tcp
null
0.486965
0
0
RSTO
0
ShR
4
160
2
88
Benign
41,356
80
tcp
null
3.099995
0
0
S0
0
S
6
360
0
0
Malicious
18,088
80
tcp
null
0.565197
0
0
REJ
0
Sr
2
80
2
80
Benign
18,088
8,080
tcp
null
0.000018
0
0
S0
0
S
2
80
0
0
Malicious
17,832
37,215
tcp
null
1.353257
0
0
REJ
0
Sr
2
80
2
80
Malicious
41,740
666
tcp
null
3.131202
0
0
S0
0
S
6
360
0
0
Malicious
17,832
37,215
tcp
null
0.000238
0
0
S0
0
S
2
80
0
0
Malicious
18,088
80
tcp
null
0.000242
0
0
S0
0
S
2
80
0
0
Malicious
123
123
udp
null
0.004742
96
96
SF
0
Dd
2
152
2
152
Benign
18,344
52,869
tcp
null
0.000238
0
0
S0
0
S
2
80
0
0
Malicious
18,344
52,869
tcp
null
0.867528
0
0
REJ
0
Sr
2
80
2
80
Malicious
41,740
666
tcp
null
0.000014
0
0
S0
0
S
2
120
0
0
Malicious
18,344
52,869
tcp
null
0.361065
0
0
REJ
0
Sr
2
80
2
80
Malicious
17,832
37,215
tcp
null
0.467756
0
0
REJ
0
Sr
2
80
2
80
Malicious
17,576
8,081
tcp
null
0.109915
0
0
REJ
0
Sr
2
80
2
80
Benign
11
0
icmp
null
0.000014
56
0
OTH
0
null
2
112
0
0
Benign
17,576
8,081
tcp
null
0.494483
0
0
REJ
0
Sr
2
80
2
80
Benign
17,576
8,081
tcp
null
0.000018
0
0
S0
0
S
2
80
0
0
Malicious
123
123
udp
null
0.147182
96
96
SF
0
Dd
2
152
2
152
Benign
41,740
666
tcp
null
0.085214
0
0
REJ
0
Sr
2
120
2
80
Malicious
17,576
8,081
tcp
null
0.000239
0
0
S0
0
S
2
80
0
0
Malicious
18,344
52,869
tcp
null
0.396534
0
0
REJ
0
Sr
2
80
2
80
Malicious
18,088
80
tcp
null
0.287592
0
0
RSTO
0
ShR
4
160
2
88
Benign
58,930
80
tcp
null
3.107
0
0
S0
0
S
6
360
0
0
Malicious
17,832
37,215
tcp
null
0.000017
0
0
S0
0
S
2
80
0
0
Malicious
11
0
icmp
null
0.000016
56
0
OTH
0
null
2
112
0
0
Benign
18,344
52,869
tcp
null
0.363572
0
0
REJ
0
Sr
2
80
2
80
Malicious
18,344
52,869
tcp
null
0.00001
0
0
S0
0
S
2
80
0
0
Malicious
17,576
8,081
tcp
null
0.652114
0
0
REJ
0
Sr
2
80
2
80
Benign
18,344
52,869
tcp
null
0.507228
0
0
REJ
0
Sr
2
80
2
80
Malicious
17,576
8,081
tcp
null
0.312826
0
0
REJ
0
Sr
2
80
2
80
Benign
41,744
666
tcp
null
3.113238
0
0
S0
0
S
6
360
0
0
Malicious
17,576
8,081
tcp
null
0.00001
0
0
S0
0
S
2
80
0
0
Malicious
123
123
udp
null
0.401555
96
96
SF
0
Dd
2
152
2
152
Benign
123
123
udp
null
0.408788
96
96
SF
0
Dd
2
152
2
152
Benign
17,576
8,081
tcp
null
0.366066
0
0
REJ
0
Sr
2
80
2
80
Benign
18,088
8,080
tcp
null
0.000241
0
0
S0
0
S
2
80
0
0
Malicious
18,088
80
tcp
null
0.000244
0
0
S0
0
S
2
80
0
0
Malicious