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
50,136	443	tcp	null	0.115123	241	92	OTH	DdA	2	321	1	132	Benign
55,013	80	tcp	http	0.228273	135	238	SF	ShADafF	4	315	4	406	Benign
34,940	80	tcp	http	0.230678	157	371	SF	ShADafF	4	337	4	539	Benign
17,860	53	udp	dns	0.009876	40	56	SF	Dd	1	68	1	84	Benign
30,996	53	udp	dns	0.007966	40	56	SF	Dd	1	68	1	84	Benign
8	0	icmp	null	0.01613	560	560	OTH	null	10	840	10	840	Benign
41,632	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
59,640	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
51,044	443	tcp	null	0.107446	53	0	RSTR	DRr	2	133	1	40	Benign
47,764	53	udp	dns	0.013025	46	62	SF	Dd	1	74	1	90	Benign
52,146	443	tcp	ssl	22.846393	3,493	4,865	RSTR	ShADadfr	17	4,217	17	6,001	Benign
68	67	udp	dhcp	58.41052	3,000	0	S0	D	10	3,280	0	0	Benign
68	67	udp	dhcp	59.834022	3,000	0	S0	D	10	3,280	0	0	Benign
36,786	80	tcp	http	23.30271	146	775	S3	ShADadf	6	406	5	987	Benign
68	67	udp	dhcp	58.997716	3,000	0	S0	D	10	3,280	0	0	Benign
68	67	udp	dhcp	59.711646	3,000	0	S0	D	10	3,280	0	0	Benign
68	67	udp	dhcp	60.079547	3,000	0	S0	D	10	3,280	0	0	Benign
60,550	443	tcp	ssl	11,851.214389	454,656	203,543	S3	ShADadft	1,851	528,817	1,289	256,916	Benign
68	67	udp	dhcp	58.60502	3,000	0	S0	D	10	3,280	0	0	Benign
5,353	5,353	udp	dns	7.010564	804	0	S0	D	4	916	0	0	Benign
5,353	5,353	udp	dns	7.010363	804	0	S0	D	4	916	0	0	Benign
5,353	5,353	udp	dns	7.010559	804	0	S0	D	4	996	0	0	Benign
68	67	udp	dhcp	59.098614	3,000	0	S0	D	10	3,280	0	0	Benign
5,353	5,353	udp	dns	null	null	null	S0	D	1	433	0	0	Benign
5,353	5,353	udp	dns	null	null	null	S0	D	1	453	0	0	Benign
5,353	5,353	udp	dns	null	null	null	S0	D	1	457	0	0	Benign
5,353	5,353	udp	dns	4.014273	225	0	S0	D	3	309	0	0	Benign
5,353	5,353	udp	dns	4.014302	225	0	S0	D	3	309	0	0	Benign
5,353	5,353	udp	dns	4.014273	225	0	S0	D	3	369	0	0	Benign
68	67	udp	dhcp	58.433315	3,000	0	S0	D	10	3,280	0	0	Benign
5,353	5,353	udp	dns	null	null	null	S0	D^	1	206	0	0	Benign
5,353	5,353	udp	dns	null	null	null	S0	D^	1	357	0	0	Benign
5,353	5,353	udp	dns	null	null	null	S0	D^	1	129	0	0	Benign
5,353	5,353	udp	dns	null	null	null	S0	D^	1	109	0	0	Benign
5,353	5,353	udp	dns	1.229353	2,093	0	S0	D	8	2,477	0	0	Benign
5,353	5,353	udp	dns	11.161642	6,256	0	S0	D	23	6,900	0	0	Benign
5,353	5,353	udp	dns	17.250803	8,452	0	S0	D	32	9,988	0	0	Benign
5,353	5,353	udp	dns	10.650429	5,790	0	S0	D	22	6,846	0	0	Benign
5,353	5,353	udp	dns	3.07188	284	0	S0	D	2	380	0	0	Benign
5,353	5,353	udp	dns	4.094252	396	0	S0	D	3	480	0	0	Benign
5,353	5,353	udp	dns	13.204997	5,415	0	S0	D	18	5,919	0	0	Benign
57,621	57,621	udp	null	19,576.598629	27,148	0	S0	D	617	44,424	0	0	Benign
5,353	5,353	udp	dns	null	null	null	S0	D^	1	386	0	0	Benign
5,353	5,353	udp	dns	null	null	null	S0	D	1	402	0	0	Benign
5,353	5,353	udp	dns	null	null	null	S0	D	1	382	0	0	Benign
5,353	5,353	udp	dns	null	null	null	S0	D	1	408	0	0	Benign
5,353	5,353	udp	dns	3.994256	548	0	S0	D	3	692	0	0	Benign
5,353	5,353	udp	dns	3.993623	548	0	S0	D	3	632	0	0	Benign
135	136	icmp	null	null	null	null	OTH	null	1	72	0	0	Benign
143	0	icmp	null	1.00042	120	0	OTH	null	2	232	0	0	Benign
136	135	icmp	null	null	null	null	OTH	null	1	72	0	0	Benign
143	0	icmp	null	3.002848	140	0	OTH	null	3	308	0	0	Benign
68	67	udp	dhcp	1.038254	0	1,096	SHR	^d	0	0	2	1,152	Benign
68	67	udp	dhcp	95.484292	3,900	0	S0	D	13	4,264	0	0	Benign
135	136	icmp	null	0.000113	24	16	OTH	null	1	72	1	64	Benign
135	136	icmp	null	0.002716	24	16	OTH	null	1	72	1	64	Benign
135	136	icmp	null	0.124769	24	16	OTH	null	1	72	1	64	Benign
143	0	icmp	null	2.048108	40	0	OTH	null	2	152	0	0	Benign
133	134	icmp	null	8.628483	16	0	OTH	null	3	160	0	0	Benign
135	136	icmp	null	0.006503	24	16	OTH	null	1	72	1	64	Benign
5,353	5,353	udp	dns	null	null	null	S0	D	1	227	0	0	Benign
5,353	5,353	udp	dns	null	null	null	S0	D	1	247	0	0	Benign
5,353	5,353	udp	dns	null	null	null	S0	D	1	398	0	0	Benign
5,353	5,353	udp	dns	null	null	null	S0	D	1	378	0	0	Benign
53,521	1,900	udp	null	null	null	null	S0	D	1	153	0	0	Benign
5,353	5,353	udp	dns	5.018233	2,557	0	S0	D	11	3,085	0	0	Benign
5,353	5,353	udp	dns	5.017801	2,538	0	S0	D	11	2,846	0	0	Benign
5,353	5,353	udp	dns	1.945048	402	0	S0	D	2	458	0	0	Benign
5,353	5,353	udp	dns	2.997379	557	0	S0	D	3	641	0	0	Benign
5,353	5,353	udp	dns	13.107705	3,227	0	S0	D	12	3,803	0	0	Benign
5,353	5,353	udp	dns	2.997273	557	0	S0	D	3	701	0	0	Benign
5,353	5,353	udp	dns	13.107329	3,011	0	S0	D	11	3,319	0	0	Benign
5,353	5,353	udp	dns	1.944946	402	0	S0	D	2	498	0	0	Benign
5,353	5,353	udp	dns	2.561866	559	0	S0	D	3	643	0	0	Benign
5,353	5,353	udp	dns	2.56196	559	0	S0	D	3	703	0	0	Benign
5,353	5,353	udp	dns	2.867352	441	0	S0	D	3	525	0	0	Benign
5,353	5,353	udp	dns	1.842748	329	0	S0	D	2	425	0	0	Benign
5,353	5,353	udp	dns	4.697938	910	0	S0	D	4	1,102	0	0	Benign
5,353	5,353	udp	dns	4.696996	910	0	S0	D	4	1,022	0	0	Benign
5,353	5,353	udp	dns	4.709873	750	0	S0	D	4	862	0	0	Benign
5,353	5,353	udp	dns	null	null	null	S0	D	1	94	0	0	Benign
5,353	5,353	udp	dns	null	null	null	S0	D	1	114	0	0	Benign
5,353	5,353	udp	dns	1.740517	440	0	S0	D	2	536	0	0	Benign
5,353	5,353	udp	dns	1.023844	269	0	S0	D	2	365	0	0	Benign
5,353	5,353	udp	dns	null	null	null	S0	D	1	185	0	0	Benign
5,353	5,353	udp	dns	39.117232	6,164	0	S0	D	30	7,004	0	0	Benign
5,353	5,353	udp	dns	39.117329	6,330	0	S0	D	31	7,818	0	0	Benign
5,353	5,353	udp	dns	13.620959	1,137	0	S0	D	5	1,377	0	0	Benign
5,353	5,353	udp	dns	13.621151	1,137	0	S0	D	5	1,277	0	0	Benign
5,353	5,353	udp	dns	13.654171	1,137	0	S0	D	5	1,377	0	0	Benign
5,353	5,353	udp	dns	13.654073	1,137	0	S0	D	5	1,277	0	0	Benign
5,353	5,353	udp	dns	8.498024	2,930	0	S0	D	14	3,602	0	0	Benign
5,353	5,353	udp	dns	12.491572	3,274	0	S0	D	15	3,694	0	0	Benign
5,353	5,353	udp	dns	2.253751	1,798	0	S0	D	8	2,022	0	0	Benign
5,353	5,353	udp	dns	1.229638	1,575	0	S0	D	8	1,959	0	0	Benign
57,621	57,621	udp	null	127.387348	352	0	S0	D	8	576	0	0	Benign
57,621	57,621	udp	null	89.396315	132	0	S0	D	3	216	0	0	Benign
51,443	1,900	udp	null	null	null	null	S0	D	1	153	0	0	Benign
143	0	icmp	null	1.945701	40	0	OTH	null	2	152	0	0	Benign
143	0	icmp	null	1.024087	40	0	OTH	null	2	152	0	0	Benign