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
41,744	666	tcp	null	0.000013	0	0	S0	S	2	120	0	0	Malicious
17,576	8,081	tcp	null	0.000008	0	0	S0	S	2	80	0	0	Malicious
18,344	52,869	tcp	null	0.000243	0	0	S0	S	2	80	0	0	Malicious
3	10	icmp	null	0.000013	80	0	OTH	null	2	136	0	0	Benign
123	123	udp	null	0.39155	96	96	SF	Dd	2	152	2	152	Benign
123	123	udp	null	0.267613	96	96	SF	Dd	2	152	2	152	Benign
18,344	52,869	tcp	null	0.31581	0	0	REJ	Sr	2	80	2	80	Malicious
17,832	37,215	tcp	null	0.425754	0	0	REJ	Sr	2	80	2	80	Malicious
18,088	8,080	tcp	null	0.000009	0	0	S0	S	2	80	0	0	Malicious
123	123	udp	null	0.338829	96	96	SF	Dd	2	152	2	152	Benign
41,744	666	tcp	null	0.000005	0	0	S0	S	2	120	0	0	Malicious
18,088	8,080	tcp	null	0.05172	0	0	REJ	Sr	2	80	2	80	Benign
3	1	icmp	null	0.000004	56	0	OTH	null	2	112	0	0	Benign
3	10	icmp	null	0.000014	80	0	OTH	null	2	136	0	0	Benign
17,576	8,081	tcp	null	0.00024	0	0	S0	S	2	80	0	0	Malicious
17,832	37,215	tcp	null	0.459229	0	0	REJ	Sr	2	80	2	80	Malicious
18,344	52,869	tcp	null	0.000242	0	0	S0	S	2	80	0	0	Malicious
18,344	52,869	tcp	null	0.345801	0	0	REJ	Sr	2	80	2	80	Malicious
18,344	52,869	tcp	null	0.313584	0	0	REJ	Sr	2	80	2	80	Malicious
17,576	8,081	tcp	null	0.507467	0	0	REJ	Sr	2	80	2	80	Benign
18,088	8,080	tcp	null	0.252123	0	0	REJ	Sr	2	80	2	80	Benign
18,344	52,869	tcp	null	0.500219	0	0	REJ	Sr	2	80	2	80	Malicious
123	123	udp	null	0.004493	96	96	SF	Dd	2	152	2	152	Benign
18,088	8,080	tcp	null	0.059715	0	0	REJ	Sr	2	80	2	80	Benign
3	13	icmp	null	0.000013	56	0	OTH	null	2	112	0	0	Benign
3	13	icmp	null	0.000012	56	0	OTH	null	2	112	0	0	Benign
18,344	52,869	tcp	null	0.000241	0	0	S0	S	2	80	0	0	Malicious
123	123	udp	null	0.005239	96	96	SF	Dd	2	152	2	152	Benign
18,344	52,869	tcp	null	0.32657	0	0	REJ	Sr	2	80	2	80	Malicious
18,088	80	tcp	null	0.093944	0	0	RSTO	ShR	4	160	2	88	Benign
39,444	80	tcp	null	3.15045	0	0	S0	S	6	360	0	0	Malicious
41,748	666	tcp	null	3.082241	0	0	S0	S	6	360	0	0	Malicious
17,576	8,081	tcp	null	0.40328	0	0	REJ	Sr	2	80	2	80	Benign
41,748	666	tcp	null	0.000006	0	0	S0	S	2	120	0	0	Malicious
17,832	37,215	tcp	null	0.448001	0	0	REJ	Sr	2	80	2	80	Malicious
41,748	666	tcp	null	0.084957	0	0	REJ	Sr	2	120	2	80	Malicious
17,832	37,215	tcp	null	0.000181	0	0	S0	S	2	80	0	0	Malicious
123	123	udp	null	0.111948	96	96	SF	Dd	2	152	2	152	Benign
18,088	8,080	tcp	null	1.299257	0	0	REJ	Sr	2	80	2	80	Benign
123	123	udp	null	0.027736	96	96	SF	Dd	2	152	2	152	Benign
18,344	52,869	tcp	null	0.370053	0	0	REJ	Sr	2	80	2	80	Malicious
11	0	icmp	null	0.000007	136	0	OTH	null	2	192	0	0	Benign
18,088	8,080	tcp	null	0.082953	0	0	REJ	Sr	2	80	2	80	Benign
123	123	udp	null	0.005751	96	96	SF	Dd	2	152	2	152	Benign
18,344	52,869	tcp	null	0.334058	0	0	REJ	Sr	2	80	2	80	Malicious
123	123	udp	null	0.043223	96	96	SF	Dd	2	152	2	152	Benign
18,344	52,869	tcp	null	0.431763	0	0	REJ	Sr	2	80	2	80	Malicious
123	123	udp	null	0.023737	96	96	SF	Dd	2	152	2	152	Benign
3	1	icmp	null	0.000005	80	0	OTH	null	2	136	0	0	Benign
3	1	icmp	null	0.000006	80	0	OTH	null	2	136	0	0	Benign
17,576	8,081	tcp	null	0.481972	0	0	REJ	Sr	2	80	2	80	Benign
11	0	icmp	null	0.000005	80	0	OTH	null	2	136	0	0	Benign
41,750	666	tcp	null	3.211164	0	0	REJ	Sr	6	360	2	80	Malicious
3	10	icmp	null	0.000008	80	0	OTH	null	2	136	0	0	Benign
18,344	52,869	tcp	null	0.360794	0	0	REJ	Sr	2	80	2	80	Malicious
17,576	8,081	tcp	null	0.000245	0	0	S0	S	2	80	0	0	Malicious
18,344	52,869	tcp	null	0.376039	0	0	REJ	Sr	2	80	2	80	Malicious
123	123	udp	null	0.238369	96	96	SF	Dd	2	152	2	152	Benign
18,344	52,869	tcp	null	0.291591	0	0	REJ	Sr	2	80	2	80	Malicious
17,576	8,081	tcp	null	0.375787	0	0	REJ	Sr	2	80	2	80	Benign
3	10	icmp	null	0.000007	80	0	OTH	null	2	136	0	0	Benign
18,088	8,080	tcp	null	0.000233	0	0	S0	S	2	80	0	0	Malicious
17,832	37,215	tcp	null	0.44474	0	0	REJ	Sr	2	80	2	80	Malicious
17,832	37,215	tcp	null	0.000241	0	0	S0	S	2	80	0	0	Malicious
41,752	666	tcp	null	3.101232	0	0	S0	S	6	360	0	0	Malicious
18,088	80	tcp	null	0.000014	0	0	S0	S	2	80	0	0	Malicious
18,088	80	tcp	null	0.368532	0	0	RSTO	ShR	4	160	2	88	Benign
11	0	icmp	null	0.000008	80	0	OTH	null	2	136	0	0	Benign
44,720	80	tcp	null	3.113728	0	0	S0	S	6	360	0	0	Malicious
123	123	udp	null	0.226128	96	96	SF	Dd	2	152	2	152	Benign
41,752	666	tcp	null	0.000008	0	0	S0	S	2	120	0	0	Malicious
17,576	8,081	tcp	null	0.327066	0	0	REJ	Sr	2	80	2	80	Benign
18,088	80	tcp	null	2.019854	0	0	S0	S	4	160	0	0	Malicious
18,088	80	tcp	null	0.076943	0	0	REJ	Sr	2	80	2	80	Benign
17,832	37,215	tcp	null	0.556437	0	0	REJ	Sr	2	80	2	80	Malicious
18,088	80	tcp	null	0.284328	0	0	RSTO	ShR	4	160	2	88	Benign
46,144	80	tcp	null	3.109975	0	0	S0	S	6	360	0	0	Malicious
41,752	666	tcp	null	0.103192	0	0	REJ	Sr	2	120	2	80	Malicious
18,088	80	tcp	null	0.000253	0	0	S0	S	2	80	0	0	Malicious
18,088	80	tcp	null	0.07792	0	0	RSTO	ShR	4	160	2	88	Benign
32,844	80	tcp	null	3.093479	0	0	S0	S	6	360	0	0	Malicious
63,751	22	tcp	null	13.104976	1,008	2,496	OTH	DdA	136	9,088	80	9,152	Benign
3	10	icmp	null	0.000005	80	0	OTH	null	2	136	0	0	Benign
3	10	icmp	null	0.000009	80	0	OTH	null	2	136	0	0	Benign
11	0	icmp	null	0.000006	80	0	OTH	null	2	136	0	0	Benign
18,344	52,869	tcp	null	0.355294	0	0	REJ	Sr	2	80	2	80	Malicious
17,832	37,215	tcp	null	0.00024	0	0	S0	S	2	80	0	0	Malicious
17,576	8,081	tcp	null	0.059218	0	0	REJ	Sr	2	80	2	80	Benign
123	123	udp	null	0.035976	96	96	SF	Dd	2	152	2	152	Benign
123	123	udp	null	0.005501	96	96	SF	Dd	2	152	2	152	Benign
123	123	udp	null	0.027485	96	96	SF	Dd	2	152	2	152	Benign
18,088	8,080	tcp	null	0.21413	0	0	REJ	Sr	2	80	2	80	Benign
41,760	666	tcp	null	0.074957	0	0	REJ	Sr	2	120	2	80	Malicious
123	123	udp	null	0.001996	96	96	SF	Dd	2	152	2	152	Benign
123	123	udp	null	0.002752	96	96	SF	Dd	2	152	2	152	Benign
17,832	37,215	tcp	null	0.975934	0	0	REJ	Sr	2	80	2	80	Malicious
17,832	37,215	tcp	null	0.475475	0	0	REJ	Sr	2	80	2	80	Malicious
18,344	52,869	tcp	null	1.355001	0	0	REJ	Sr	2	80	2	80	Malicious
18,344	52,869	tcp	null	0.000239	0	0	S0	S	2	80	0	0	Malicious
18,344	52,869	tcp	null	0.325074	0	0	REJ	Sr	2	80	2	80	Malicious