Datasets:

19kmunz
/

iot-23-preprocessed

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train · 819k rows

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	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	null	2	112	0	0	Benign
17,832	37,215	tcp	null	0.000014	0	0	S0	S	2	80	0	0	Malicious
17,576	8,081	tcp	null	0.000233	0	0	S0	S	2	80	0	0	Malicious
18,088	80	tcp	null	0.505971	0	0	REJ	Sr	2	80	2	80	Benign
18,088	80	tcp	null	0.000016	0	0	S0	S	2	80	0	0	Malicious
18,344	52,869	tcp	null	0.000235	0	0	S0	S	2	80	0	0	Malicious
18,088	80	tcp	null	0.000252	0	0	S0	S	2	80	0	0	Malicious
17,576	8,081	tcp	null	0.000007	0	0	S0	S	2	80	0	0	Malicious
18,344	52,869	tcp	null	0.000232	0	0	S0	S	2	80	0	0	Malicious
17,832	37,215	tcp	null	0.000239	0	0	S0	S	2	80	0	0	Malicious
18,088	80	tcp	null	0.000241	0	0	S0	S	2	80	0	0	Malicious
18,088	80	tcp	null	0.000239	0	0	S0	S	2	80	0	0	Malicious
17,832	37,215	tcp	null	0.000225	0	0	S0	S	2	80	0	0	Malicious
3	1	icmp	null	0.000005	88	0	OTH	null	2	144	0	0	Benign
123	123	udp	null	0.5417	96	96	SF	Dd	2	152	2	152	Benign
11	0	icmp	null	0.000014	80	0	OTH	null	2	136	0	0	Benign
18,088	80	tcp	null	0.00024	0	0	S0	S	2	80	0	0	Malicious
17,832	37,215	tcp	null	0.000223	0	0	S0	S	2	80	0	0	Malicious
18,344	52,869	tcp	null	0.000233	0	0	S0	S	2	80	0	0	Malicious
18,088	8,080	tcp	null	0.000235	0	0	S0	S	2	80	0	0	Malicious
18,088	8,080	tcp	null	0.00024	0	0	S0	S	2	80	0	0	Malicious
17,576	8,081	tcp	null	0.000011	0	0	S0	S	2	80	0	0	Malicious
18,088	8,080	tcp	null	0.000236	0	0	S0	S	2	80	0	0	Malicious
18,088	8,080	tcp	null	0.000234	0	0	S0	S	2	80	0	0	Malicious
17,576	8,081	tcp	null	0.431775	0	0	REJ	Sr	2	80	2	80	Benign
41,734	666	tcp	null	0.07998	0	0	REJ	Sr	2	120	2	80	Malicious
18,088	8,080	tcp	null	0.000012	0	0	S0	S	2	80	0	0	Malicious
17,576	8,081	tcp	null	0.00019	0	0	S0	S	2	80	0	0	Malicious
18,344	52,869	tcp	null	0.25163	0	0	REJ	Sr	2	80	2	80	Malicious
17,832	37,215	tcp	null	0.000021	0	0	S0	S	2	80	0	0	Malicious
17,576	8,081	tcp	null	0.275353	0	0	REJ	Sr	2	80	2	80	Benign
17,832	37,215	tcp	null	0.489746	0	0	REJ	Sr	2	80	2	80	Malicious
18,088	8,080	tcp	null	0.000237	0	0	S0	S	2	80	0	0	Malicious
18,088	80	tcp	null	0.000008	0	0	S0	S	2	80	0	0	Malicious
18,088	8,080	tcp	null	0.000016	0	0	S0	S	2	80	0	0	Malicious
3	10	icmp	null	0.000015	80	0	OTH	null	2	136	0	0	Benign
17,832	37,215	tcp	null	0.398546	0	0	REJ	Sr	2	80	2	80	Malicious
17,576	8,081	tcp	null	0.000193	0	0	S0	S	2	80	0	0	Malicious
123	123	udp	null	0.002741	96	96	SF	Dd	2	152	2	152	Benign
123	123	udp	null	0.02775	96	96	SF	Dd	2	152	2	152	Benign
17,832	37,215	tcp	null	0.000236	0	0	S0	S	2	80	0	0	Malicious
18,088	8,080	tcp	null	0.000013	0	0	S0	S	2	80	0	0	Malicious
123	123	udp	null	0.005741	96	96	SF	Dd	2	152	2	152	Benign
123	123	udp	null	0.001994	96	96	SF	Dd	2	152	2	152	Benign
3	10	icmp	null	0.000016	80	0	OTH	null	2	136	0	0	Benign
17,576	8,081	tcp	null	0.000012	0	0	S0	S	2	80	0	0	Malicious
123	123	udp	null	0.002744	96	96	SF	Dd	2	152	2	152	Benign
17,832	37,215	tcp	null	0.594427	0	0	REJ	Sr	2	80	2	80	Malicious
41,736	666	tcp	null	3.178438	0	0	REJ	Sr	6	360	2	80	Malicious
17,576	8,081	tcp	null	0.000236	0	0	S0	S	2	80	0	0	Malicious
17,576	8,081	tcp	null	0.000235	0	0	S0	S	2	80	0	0	Malicious
18,088	8,080	tcp	null	0.000017	0	0	S0	S	2	80	0	0	Malicious
18,088	8,080	tcp	null	0.000239	0	0	S0	S	2	80	0	0	Malicious
18,344	52,869	tcp	null	0.000237	0	0	S0	S	2	80	0	0	Malicious
18,088	80	tcp	null	0.000243	0	0	S0	S	2	80	0	0	Malicious
18,088	8,080	tcp	null	0.000238	0	0	S0	S	2	80	0	0	Malicious
17,576	8,081	tcp	null	0.36582	0	0	REJ	Sr	2	80	2	80	Benign
3	13	icmp	null	0.000005	56	0	OTH	null	2	112	0	0	Benign
17,832	37,215	tcp	null	0.000011	0	0	S0	S	2	80	0	0	Malicious
18,088	80	tcp	null	0.000011	0	0	S0	S	2	80	0	0	Malicious
3	1	icmp	null	0.000015	80	0	OTH	null	2	136	0	0	Benign
17,832	37,215	tcp	null	0.452	0	0	REJ	Sr	2	80	2	80	Malicious
18,088	80	tcp	null	0.486965	0	0	RSTO	ShR	4	160	2	88	Benign
41,356	80	tcp	null	3.099995	0	0	S0	S	6	360	0	0	Malicious
18,088	80	tcp	null	0.565197	0	0	REJ	Sr	2	80	2	80	Benign
18,088	8,080	tcp	null	0.000018	0	0	S0	S	2	80	0	0	Malicious
17,832	37,215	tcp	null	1.353257	0	0	REJ	Sr	2	80	2	80	Malicious
41,740	666	tcp	null	3.131202	0	0	S0	S	6	360	0	0	Malicious
17,832	37,215	tcp	null	0.000238	0	0	S0	S	2	80	0	0	Malicious
18,088	80	tcp	null	0.000242	0	0	S0	S	2	80	0	0	Malicious
123	123	udp	null	0.004742	96	96	SF	Dd	2	152	2	152	Benign
18,344	52,869	tcp	null	0.000238	0	0	S0	S	2	80	0	0	Malicious
18,344	52,869	tcp	null	0.867528	0	0	REJ	Sr	2	80	2	80	Malicious
41,740	666	tcp	null	0.000014	0	0	S0	S	2	120	0	0	Malicious
18,344	52,869	tcp	null	0.361065	0	0	REJ	Sr	2	80	2	80	Malicious
17,832	37,215	tcp	null	0.467756	0	0	REJ	Sr	2	80	2	80	Malicious
17,576	8,081	tcp	null	0.109915	0	0	REJ	Sr	2	80	2	80	Benign
11	0	icmp	null	0.000014	56	0	OTH	null	2	112	0	0	Benign
17,576	8,081	tcp	null	0.494483	0	0	REJ	Sr	2	80	2	80	Benign
17,576	8,081	tcp	null	0.000018	0	0	S0	S	2	80	0	0	Malicious
123	123	udp	null	0.147182	96	96	SF	Dd	2	152	2	152	Benign
41,740	666	tcp	null	0.085214	0	0	REJ	Sr	2	120	2	80	Malicious
17,576	8,081	tcp	null	0.000239	0	0	S0	S	2	80	0	0	Malicious
18,344	52,869	tcp	null	0.396534	0	0	REJ	Sr	2	80	2	80	Malicious
18,088	80	tcp	null	0.287592	0	0	RSTO	ShR	4	160	2	88	Benign
58,930	80	tcp	null	3.107	0	0	S0	S	6	360	0	0	Malicious
17,832	37,215	tcp	null	0.000017	0	0	S0	S	2	80	0	0	Malicious
11	0	icmp	null	0.000016	56	0	OTH	null	2	112	0	0	Benign
18,344	52,869	tcp	null	0.363572	0	0	REJ	Sr	2	80	2	80	Malicious
18,344	52,869	tcp	null	0.00001	0	0	S0	S	2	80	0	0	Malicious
17,576	8,081	tcp	null	0.652114	0	0	REJ	Sr	2	80	2	80	Benign
18,344	52,869	tcp	null	0.507228	0	0	REJ	Sr	2	80	2	80	Malicious
17,576	8,081	tcp	null	0.312826	0	0	REJ	Sr	2	80	2	80	Benign
41,744	666	tcp	null	3.113238	0	0	S0	S	6	360	0	0	Malicious
17,576	8,081	tcp	null	0.00001	0	0	S0	S	2	80	0	0	Malicious
123	123	udp	null	0.401555	96	96	SF	Dd	2	152	2	152	Benign
123	123	udp	null	0.408788	96	96	SF	Dd	2	152	2	152	Benign
17,576	8,081	tcp	null	0.366066	0	0	REJ	Sr	2	80	2	80	Benign
18,088	8,080	tcp	null	0.000241	0	0	S0	S	2	80	0	0	Malicious
18,088	80	tcp	null	0.000244	0	0	S0	S	2	80	0	0	Malicious