Datasets:

19kmunz
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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
18,344	52,869	tcp	null	0.900749	0	0	REJ	Sr	2	80	2	80	Malicious
17,576	8,081	tcp	null	0.417276	0	0	REJ	Sr	2	80	2	80	Benign
17,832	37,215	tcp	null	0.001512	0	0	S0	S	4	160	0	0	Malicious
123	123	udp	null	0.109188	96	96	SF	Dd	2	152	2	152	Benign
123	123	udp	null	0.116683	96	96	SF	Dd	2	152	2	152	Benign
123	123	udp	null	0.136677	96	96	SF	Dd	2	152	2	152	Benign
17,576	8,081	tcp	null	1.115384	0	0	REJ	Sr	2	80	2	80	Benign
17,576	8,081	tcp	null	0.360039	0	0	REJ	Sr	2	80	2	80	Benign
41,780	666	tcp	null	3.110002	0	0	S0	S	6	360	0	0	Malicious
123	123	udp	null	0.166405	96	96	SF	Dd	2	152	2	152	Benign
18,088	8,080	tcp	null	0.246876	0	0	REJ	Sr	2	80	2	80	Benign
3	13	icmp	null	0.000011	56	0	OTH	null	2	112	0	0	Benign
11	0	icmp	null	0.00001	56	0	OTH	null	2	112	0	0	Benign
18,088	80	tcp	null	0.282095	0	0	RSTO	ShR	4	160	2	88	Benign
17,576	8,081	tcp	null	0.000022	0	0	S0	S	2	80	0	0	Malicious
18,088	80	tcp	null	0.000015	0	0	S0	S	2	80	0	0	Malicious
18,088	80	tcp	null	0.000299	0	0	S0	S	2	80	0	0	Malicious
42,602	80	tcp	null	3.157966	0	0	S0	S	6	360	0	0	Malicious
18,088	80	tcp	null	0.49699	0	0	REJ	Sr	2	80	2	80	Benign
11	0	icmp	null	0.000011	80	0	OTH	null	2	136	0	0	Benign
41,780	666	tcp	null	0.000008	0	0	S0	S	2	120	0	0	Malicious
18,344	52,869	tcp	null	0.410537	0	0	REJ	Sr	2	80	2	80	Malicious
17,832	37,215	tcp	null	0.000195	0	0	S0	S	2	80	0	0	Malicious
11	0	icmp	null	0.000008	56	0	OTH	null	2	112	0	0	Benign
18,088	80	tcp	null	0.340051	0	0	RSTO	ShR	4	160	2	88	Benign
38,602	80	tcp	null	3.148732	0	0	S0	S	6	360	0	0	Malicious
41,780	666	tcp	null	0.000015	0	0	S0	S	2	120	0	0	Malicious
3	1	icmp	null	0.000016	80	0	OTH	null	2	136	0	0	Benign
18,088	80	tcp	null	0.000021	0	0	S0	S	2	80	0	0	Malicious
18,344	52,869	tcp	null	0.538709	0	0	REJ	Sr	2	80	2	80	Malicious
3	3	icmp	null	0.000014	80	0	OTH	null	2	136	0	0	Benign
123	123	udp	null	0.290356	96	96	SF	Dd	2	152	2	152	Benign
3	13	icmp	null	0.000015	56	0	OTH	null	2	112	0	0	Benign
17,576	8,081	tcp	null	0.265616	0	0	REJ	Sr	2	80	2	80	Benign
17,576	8,081	tcp	null	0.130143	0	0	RSTO	ShR	4	160	2	80	Benign
41,780	666	tcp	null	0.000017	0	0	S0	S	2	120	0	0	Malicious
48,996	8,081	tcp	null	3.154228	0	0	S0	S	6	360	0	0	Malicious
18,088	80	tcp	null	0.316345	0	0	REJ	Sr	2	80	2	80	Benign
123	123	udp	null	0.198882	96	96	SF	Dd	2	152	2	152	Benign
18,088	8,080	tcp	null	0.463268	0	0	REJ	Sr	2	80	2	80	Benign
17,576	8,081	tcp	null	1.631321	0	0	REJ	Sr	2	80	2	80	Benign
41,788	666	tcp	null	3.159188	0	0	S0	S	6	360	0	0	Malicious
17,576	8,081	tcp	null	0.000262	0	0	S0	S	2	80	0	0	Malicious
41,788	666	tcp	null	0.000005	0	0	S0	S	2	120	0	0	Malicious
123	123	udp	null	0.001988	96	96	SF	Dd	2	152	2	152	Benign
123	123	udp	null	0.028475	96	96	SF	Dd	2	152	2	152	Benign
18,088	80	tcp	null	0.44624	0	0	RSTO	ShR	4	160	2	88	Benign
50,158	80	tcp	null	3.104484	0	0	S0	S	6	360	0	0	Malicious
123	123	udp	null	0.00774	96	96	SF	Dd	2	152	2	152	Benign
41,788	666	tcp	null	0.000015	0	0	S0	S	2	120	0	0	Malicious
17,832	37,215	tcp	null	0.000224	0	0	S0	S	2	80	0	0	Malicious
17,576	8,081	tcp	null	0.350801	0	0	REJ	Sr	2	80	2	80	Benign
123	123	udp	null	0.002983	96	96	SF	Dd	2	152	2	152	Benign
17,576	8,081	tcp	null	0.000024	0	0	S0	S	2	80	0	0	Malicious
3	13	icmp	null	0.000016	84	0	OTH	null	2	140	0	0	Benign
41,788	666	tcp	null	0.000006	0	0	S0	S	2	120	0	0	Malicious
17,832	37,215	tcp	null	0.271857	0	0	REJ	Sr	2	80	2	80	Malicious
18,088	80	tcp	null	0.484467	0	0	RSTO	ShR	4	160	2	88	Benign
53,568	80	tcp	null	3.137739	0	0	S0	S	6	360	0	0	Malicious
123	123	udp	null	0.140435	96	96	SF	Dd	2	152	2	152	Benign
17,576	8,081	tcp	null	0.382797	0	0	REJ	Sr	2	80	2	80	Benign
17,576	8,081	tcp	null	0.320314	0	0	REJ	Sr	2	80	2	80	Benign
17,576	8,081	tcp	null	0.000247	0	0	S0	S	2	80	0	0	Malicious
17,576	8,081	tcp	null	0.10618	0	0	REJ	Sr	2	80	2	80	Benign
17,832	37,215	tcp	null	0.623178	0	0	REJ	Sr	2	80	2	80	Malicious
41,794	666	tcp	null	3.128222	0	0	S0	S	6	360	0	0	Malicious
123	123	udp	null	0.330824	96	96	SF	Dd	2	152	2	152	Benign
41,794	666	tcp	null	0.000015	0	0	S0	S	2	120	0	0	Malicious
3	13	icmp	null	0.000007	56	0	OTH	null	2	112	0	0	Benign
17,832	37,215	tcp	null	0.000019	0	0	S0	S	2	80	0	0	Malicious
41,794	666	tcp	null	0.241368	0	0	REJ	Sr	2	120	2	80	Malicious
18,088	80	tcp	null	0.375053	0	0	REJ	Sr	2	80	2	80	Benign
18,344	52,869	tcp	null	0.458759	0	0	REJ	Sr	2	80	2	80	Malicious
123	123	udp	null	0.308103	96	96	SF	Dd	2	152	2	152	Benign
123	123	udp	null	0.27111	96	96	SF	Dd	2	152	2	152	Benign
123	123	udp	null	0.314069	96	96	SF	Dd	2	152	2	152	Benign
41,796	666	tcp	null	0.120452	0	0	REJ	Sr	2	120	2	80	Malicious
17,832	37,215	tcp	null	0.847542	0	0	REJ	Sr	2	80	2	80	Malicious
18,088	8,080	tcp	null	0.00021	0	0	S0	S	2	80	0	0	Malicious
123	123	udp	null	0.00399	96	96	SF	Dd	2	152	2	152	Benign
17,576	8,081	tcp	null	3.568465	0	0	RSTO	ShR	8	320	6	264	Benign
44,238	8,081	tcp	null	3.081995	0	0	S0	S	6	360	0	0	Malicious
44,240	8,081	tcp	null	3.110222	0	0	S0	S	6	360	0	0	Malicious
41,802	666	tcp	null	0.078954	0	0	REJ	Sr	2	120	2	80	Malicious
44,244	8,081	tcp	null	3.087485	0	0	S0	S	6	360	0	0	Malicious
123	123	udp	null	0.005992	96	96	SF	Dd	2	152	2	152	Benign
8,081	17,576	tcp	null	0.000248	0	0	REJ	Hr	2	88	2	80	Benign
44,246	8,081	tcp	null	3.121969	0	0	S0	S	6	360	0	0	Malicious
17,576	8,081	tcp	null	0.334307	0	0	REJ	Sr	2	80	2	80	Benign
17,576	8,081	tcp	null	0.000241	0	0	S0	S	2	80	0	0	Malicious
8,081	17,576	tcp	null	0.000252	0	0	REJ	Hr	2	88	2	80	Benign
44,248	8,081	tcp	null	3.110481	0	0	S0	S	6	360	0	0	Malicious
123	123	udp	null	0.04547	96	96	SF	Dd	2	152	2	152	Benign
17,576	8,081	tcp	null	0.163905	0	0	REJ	Sr	2	80	2	80	Benign
18,088	80	tcp	null	0.000017	0	0	S0	S	2	80	0	0	Malicious
41,810	666	tcp	null	3.155206	0	0	S0	S	6	360	0	0	Malicious
18,344	52,869	tcp	null	0.459744	0	0	REJ	Sr	2	80	2	80	Malicious
41,810	666	tcp	null	0.068465	0	0	REJ	Sr	2	120	2	80	Malicious
11	0	icmp	null	0.000016	80	0	OTH	null	2	136	0	0	Benign
17,576	8,081	tcp	null	0.292573	0	0	REJ	Sr	2	80	2	80	Benign