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
17,832
37,215
tcp
null
0.000228
0
0
S0
0
S
2
80
0
0
Malicious
17,576
8,081
tcp
null
0.0002
0
0
S0
0
S
2
80
0
0
Malicious
18,344
52,869
tcp
null
0.000205
0
0
S0
0
S
2
80
0
0
Malicious
17,832
37,215
tcp
null
0.000221
0
0
S0
0
S
2
80
0
0
Malicious
18,088
80
tcp
null
0.000205
0
0
S0
0
S
2
80
0
0
Malicious
18,344
52,869
tcp
null
0.000221
0
0
S0
0
S
2
80
0
0
Malicious
18,344
52,869
tcp
null
0.000195
0
0
S0
0
S
2
80
0
0
Malicious
17,576
8,081
tcp
null
0.000229
0
0
S0
0
S
2
80
0
0
Malicious
17,832
37,215
tcp
null
0.000226
0
0
S0
0
S
2
80
0
0
Malicious
18,088
80
tcp
null
0.000234
0
0
S0
0
S
2
80
0
0
Malicious
18,088
8,080
tcp
null
0.000229
0
0
S0
0
S
2
80
0
0
Malicious
18,088
8,080
tcp
null
0.000231
0
0
S0
0
S
2
80
0
0
Malicious
17,832
37,215
tcp
null
0.00023
0
0
S0
0
S
2
80
0
0
Malicious
18,088
80
tcp
null
0.64864
0
0
REJ
0
Sr
2
80
2
80
Benign
18,344
52,869
tcp
null
0.000228
0
0
S0
0
S
2
80
0
0
Malicious
18,344
52,869
tcp
null
0.000186
0
0
S0
0
S
2
80
0
0
Malicious
17,832
37,215
tcp
null
0.000233
0
0
S0
0
S
2
80
0
0
Malicious
17,832
37,215
tcp
null
0.000232
0
0
S0
0
S
2
80
0
0
Malicious
18,344
52,869
tcp
null
0.000222
0
0
S0
0
S
2
80
0
0
Malicious
18,088
80
tcp
null
0.000233
0
0
S0
0
S
2
80
0
0
Malicious
18,344
52,869
tcp
null
0.00023
0
0
S0
0
S
2
80
0
0
Malicious
18,088
8,080
tcp
null
0.000007
0
0
S0
0
S
2
80
0
0
Malicious
18,088
80
tcp
null
1.772719
0
0
RSTO
0
ShR
6
240
4
176
Benign
18,344
52,869
tcp
null
0.000009
0
0
S0
0
S
2
80
0
0
Malicious
18,088
80
tcp
null
0.000022
0
0
S0
0
S
2
80
0
0
Malicious
34,624
80
tcp
null
3.119479
0
0
S0
0
S
6
360
0
0
Malicious
41,722
666
tcp
null
0.088212
0
0
REJ
0
Sr
2
120
2
80
Malicious
18,088
8,080
tcp
null
0.000015
0
0
S0
0
S
2
80
0
0
Malicious
18,088
8,080
tcp
null
0.000228
0
0
S0
0
S
2
80
0
0
Malicious
34,626
80
tcp
null
3.150713
0
0
S0
0
S
6
360
0
0
Malicious
17,832
37,215
tcp
null
0.000229
0
0
S0
0
S
2
80
0
0
Malicious
123
123
udp
null
0.02723
96
96
SF
0
Dd
2
152
2
152
Benign
18,344
52,869
tcp
null
0.000013
0
0
S0
0
S
2
80
0
0
Malicious
18,088
8,080
tcp
null
0.000011
0
0
S0
0
S
2
80
0
0
Malicious
18,088
8,080
tcp
null
0.000227
0
0
S0
0
S
2
80
0
0
Malicious
123
123
udp
null
0.002247
96
96
SF
0
Dd
2
152
2
152
Benign
17,576
8,081
tcp
null
0.543189
0
0
REJ
0
Sr
2
80
2
80
Benign
18,344
52,869
tcp
null
0.000229
0
0
S0
0
S
2
80
0
0
Malicious
17,576
8,081
tcp
null
0.000019
0
0
S0
0
S
2
80
0
0
Malicious
123
123
udp
null
0.005247
96
96
SF
0
Dd
2
152
2
152
Benign
18,088
80
tcp
null
0.715334
0
0
RSTO
0
ShR
4
160
2
88
Benign
36,334
80
tcp
null
3.114233
0
0
S0
0
S
6
360
0
0
Malicious
17,832
37,215
tcp
null
0.000015
0
0
S0
0
S
2
80
0
0
Malicious
18,344
52,869
tcp
null
0.000008
0
0
S0
0
S
2
80
0
0
Malicious
17,576
8,081
tcp
null
0.000202
0
0
S0
0
S
2
80
0
0
Malicious
18,344
52,869
tcp
null
0.000234
0
0
S0
0
S
2
80
0
0
Malicious
18,088
8,080
tcp
null
0.000232
0
0
S0
0
S
2
80
0
0
Malicious
18,088
80
tcp
null
0.000012
0
0
S0
0
S
2
80
0
0
Malicious
17,832
37,215
tcp
null
0.00001
0
0
S0
0
S
2
80
0
0
Malicious
18,088
80
tcp
null
0.644137
0
0
REJ
0
Sr
2
80
2
80
Benign
18,344
52,869
tcp
null
0.000236
0
0
S0
0
S
2
80
0
0
Malicious
17,576
8,081
tcp
null
0.000232
0
0
S0
0
S
2
80
0
0
Malicious
17,832
37,215
tcp
null
0.000007
0
0
S0
0
S
2
80
0
0
Malicious
17,576
8,081
tcp
null
0.000188
0
0
S0
0
S
2
80
0
0
Malicious
18,088
80
tcp
null
0.000221
0
0
S0
0
S
2
80
0
0
Malicious
123
123
udp
null
0.001749
96
96
SF
0
Dd
2
152
2
152
Benign
123
123
udp
null
0.00274
96
96
SF
0
Dd
2
152
2
152
Benign
17,576
8,081
tcp
null
0.000225
0
0
S0
0
S
2
80
0
0
Malicious
17,576
8,081
tcp
null
0.000009
0
0
S0
0
S
2
80
0
0
Malicious
18,088
80
tcp
null
0.000238
0
0
S0
0
S
2
80
0
0
Malicious
18,088
80
tcp
null
0.000217
0
0
S0
0
S
2
80
0
0
Malicious
18,344
52,869
tcp
null
0.316063
0
0
REJ
0
Sr
2
80
2
80
Malicious
18,344
52,869
tcp
null
0.000011
0
0
S0
0
S
2
80
0
0
Malicious
17,832
37,215
tcp
null
0.000237
0
0
S0
0
S
2
80
0
0
Malicious
17,576
8,081
tcp
null
0.000195
0
0
S0
0
S
2
80
0
0
Malicious
18,088
80
tcp
null
0.000013
0
0
S0
0
S
2
80
0
0
Malicious
17,832
37,215
tcp
null
0.000242
0
0
S0
0
S
2
80
0
0
Malicious
18,088
80
tcp
null
0.329069
0
0
REJ
0
Sr
2
80
2
80
Benign
18,088
80
tcp
null
0.000225
0
0
S0
0
S
2
80
0
0
Malicious
18,088
8,080
tcp
null
0.000004
0
0
S0
0
S
2
80
0
0
Malicious
18,088
80
tcp
null
0.000236
0
0
S0
0
S
2
80
0
0
Malicious
18,088
8,080
tcp
null
0.00023
0
0
S0
0
S
2
80
0
0
Malicious
17,832
37,215
tcp
null
0.000008
0
0
S0
0
S
2
80
0
0
Malicious
41,732
666
tcp
null
3.109224
0
0
S0
0
S
6
360
0
0
Malicious
18,344
52,869
tcp
null
0.000012
0
0
S0
0
S
2
80
0
0
Malicious
18,088
80
tcp
null
0.000237
0
0
S0
0
S
2
80
0
0
Malicious
18,088
80
tcp
null
0.000235
0
0
S0
0
S
2
80
0
0
Malicious
17,832
37,215
tcp
null
0.000013
0
0
S0
0
S
2
80
0
0
Malicious
18,344
52,869
tcp
null
0.000218
0
0
S0
0
S
2
80
0
0
Malicious
18,088
8,080
tcp
null
0.000014
0
0
S0
0
S
2
80
0
0
Malicious
18,088
80
tcp
null
0.000007
0
0
S0
0
S
2
80
0
0
Malicious
18,344
52,869
tcp
null
0.000007
0
0
S0
0
S
2
80
0
0
Malicious
18,088
8,080
tcp
null
0.00001
0
0
S0
0
S
2
80
0
0
Malicious
41,732
666
tcp
null
0.000014
0
0
S0
0
S
2
120
0
0
Malicious
17,576
8,081
tcp
null
0.000234
0
0
S0
0
S
2
80
0
0
Malicious
17,576
8,081
tcp
null
0.000237
0
0
S0
0
S
2
80
0
0
Malicious
17,576
8,081
tcp
null
0.000242
0
0
S0
0
S
2
80
0
0
Malicious
17,576
8,081
tcp
null
0.000238
0
0
S0
0
S
2
80
0
0
Malicious
17,576
8,081
tcp
null
0.000243
0
0
S0
0
S
2
80
0
0
Malicious
3
0
icmp
null
0.000015
80
0
OTH
0
null
2
136
0
0
Benign
17,576
8,081
tcp
null
0.000017
0
0
S0
0
S
2
80
0
0
Malicious
17,832
37,215
tcp
null
0.000009
0
0
S0
0
S
2
80
0
0
Malicious
17,832
37,215
tcp
null
0.000016
0
0
S0
0
S
2
80
0
0
Malicious
18,088
80
tcp
null
0.000009
0
0
S0
0
S
2
80
0
0
Malicious
18,344
52,869
tcp
null
0.257104
0
0
REJ
0
Sr
2
80
2
80
Malicious
41,732
666
tcp
null
0.086442
0
0
REJ
0
Sr
2
120
2
80
Malicious
123
123
udp
null
0.397287
96
96
SF
0
Dd
2
152
2
152
Benign
18,088
8,080
tcp
null
0.000008
0
0
S0
0
S
2
80
0
0
Malicious
17,576
8,081
tcp
null
0.781815
0
0
REJ
0
Sr
2
80
2
80
Benign
18,088
80
tcp
null
0.00001
0
0
S0
0
S
2
80
0
0
Malicious