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
40,655	80	tcp	null	0.241427	0	0	SF	ShAFf	4	216	2	112	Benign
40,656	80	tcp	null	0.23896	0	0	SF	ShAFf	4	216	2	112	Benign
32,914	80	tcp	http	300.450301	146	775	SF	ShADadfF	11	606	5	987	Benign
40,657	80	tcp	null	0.239545	0	0	SF	ShAFf	4	216	2	112	Benign
27,017	53	udp	dns	0.012289	43	111	SF	Dd	1	71	1	139	Benign
32,914	80	tcp	null	null	null	null	SH	F	1	40	0	0	Benign
8	0	icmp	null	0.015593	560	560	OTH	null	10	840	10	840	Benign
50,811	123	udp	null	0.19371	48	48	SF	Dd	1	76	1	76	Benign
32,847	123	udp	null	0.192879	48	48	SF	Dd	1	76	1	76	Benign
49,743	53	udp	dns	0.011512	46	62	SF	Dd	1	74	1	90	Benign
68	67	udp	dhcp	60.330057	3,000	0	S0	D	10	3,280	0	0	Benign
33,306	443	tcp	ssl	0.185994	717	5,321	RSTR	ShADadfRr	12	1,349	12	5,941	Benign
5,365	53	udp	dns	0.061655	46	110	SF	Dd	1	74	1	138	Benign
68	67	udp	dhcp	60.218339	3,000	0	S0	D	10	3,280	0	0	Benign
37,475	443	tcp	null	0.119112	259	110	OTH	DdA	2	339	1	150	Benign
40,658	80	tcp	null	0.240256	0	0	SF	ShAFf	4	216	2	112	Benign
40,659	80	tcp	null	0.243473	0	0	SF	ShAFf	4	216	2	112	Benign
34,434	80	tcp	http	300.490965	146	775	SF	ShADadfF	11	606	5	987	Benign
40,660	80	tcp	null	0.241452	0	0	SF	ShAFf	4	216	2	112	Benign
1,817	53	udp	dns	0.015111	43	111	SF	Dd	1	71	1	139	Benign
34,434	80	tcp	null	null	null	null	SH	F	1	40	0	0	Benign
54,924	80	tcp	http	0.237609	157	371	SF	ShADafF	4	337	4	539	Benign
30,729	53	udp	dns	0.010534	40	56	SF	Dd	1	68	1	84	Benign
68	67	udp	dhcp	58.942291	3,000	0	S0	D	10	3,280	0	0	Benign
8	0	icmp	null	0.016489	560	560	OTH	null	10	840	10	840	Benign
42,425	123	udp	null	0.191363	48	48	SF	Dd	1	76	1	76	Benign
52,726	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
53,078	443	tcp	ssl	8.727236	3,669	4,865	S3	ShADadf	18	4,433	16	5,961	Benign
36,811	443	tcp	ssl	0.704134	894	3,694	RSTO	ShADadRf	16	1,554	14	4,262	Benign
63,776	53	udp	dns	0.07036	36	52	SF	Dd	1	64	1	80	Benign
42,408	443	tcp	ssl	300.961256	707	3,688,773	RSTR	ShADadtfRr	1,544	86,127	2,636	3,835,697	Benign
68	67	udp	dhcp	60.311194	3,000	0	S0	D	10	3,280	0	0	Benign
53,078	443	tcp	null	0.161145	53	0	RSTR	DRr	2	133	1	40	Benign
53,566	53	udp	dns	0.090451	46	62	SF	Dd	1	74	1	90	Benign
34,655	443	tcp	ssl	37.194441	10,441	4,865	RSTR	ShADadfr	22	11,365	21	6,161	Benign
5,353	5,353	udp	dns	7.00092	804	0	S0	D	4	916	0	0	Benign
5,353	5,353	udp	dns	7.000914	804	0	S0	D	4	916	0	0	Benign
5,353	5,353	udp	dns	7.000913	804	0	S0	D	4	996	0	0	Benign
40,661	80	tcp	null	0.234474	0	0	SF	ShAFf	4	216	2	112	Benign
40,662	80	tcp	null	0.235871	0	0	SF	ShAFf	4	216	2	112	Benign
50,642	80	tcp	http	300.473354	146	775	SF	ShADadfF	11	618	6	1,027	Benign
40,663	80	tcp	null	0.241316	0	0	SF	ShAFf	4	216	2	112	Benign
27,101	53	udp	dns	0.01261	43	111	SF	Dd	1	71	1	139	Benign
42,723	53	udp	dns	0.010755	36	68	SF	Dd	1	64	1	96	Benign
60,417	53	udp	dns	0.005238	36	68	SF	Dd	1	64	1	96	Benign
50,642	80	tcp	null	null	null	null	SH	F	1	40	0	0	Benign
68	67	udp	dhcp	60.058384	3,000	0	S0	D	10	3,280	0	0	Benign
32,862	80	tcp	http	0.231042	135	238	SF	ShADafF	4	315	4	406	Benign
57,970	80	tcp	http	0.313423	157	371	SF	ShADafF	4	337	4	539	Benign
49,275	53	udp	dns	0.014673	40	56	SF	Dd	1	68	1	84	Benign
50,434	53	udp	dns	0.014781	40	56	SF	Dd	1	68	1	84	Benign
8	0	icmp	null	0.042858	560	560	OTH	null	10	840	10	840	Benign
47,318	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
59,572	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
39,684	443	tcp	ssl	300.999316	830	69,860	RSTR	ShADadfRr	43	2,570	66	72,508	Benign
68	67	udp	dhcp	59.98897	3,000	0	S0	D	10	3,280	0	0	Benign
17,089	53	udp	dns	0.011512	46	62	SF	Dd	1	74	1	90	Benign
68	67	udp	dhcp	59.710171	3,000	0	S0	D	10	3,280	0	0	Benign
38,721	443	tcp	null	0.124834	241	92	OTH	DdA	2	321	1	132	Benign
40,664	80	tcp	null	0.259867	0	0	SF	ShAFf	4	216	2	112	Benign
40,665	80	tcp	null	0.239399	0	0	SF	ShAFf	4	216	2	112	Benign
38,597	80	tcp	http	300.480957	146	775	SF	ShADadfF	11	606	5	987	Benign
40,666	80	tcp	null	0.356058	0	0	SF	ShAFf	4	216	2	112	Benign
59,860	53	udp	dns	0.020922	43	111	SF	Dd	1	71	1	139	Benign
38,597	80	tcp	null	null	null	null	SH	F	1	40	0	0	Benign
38,280	80	tcp	http	0.234884	135	238	SF	ShADafF	4	315	4	406	Benign
58,957	53	udp	dns	0.01169	40	56	SF	Dd	1	68	1	84	Benign
8	0	icmp	null	0.030928	560	560	OTH	null	10	840	10	840	Benign
42,434	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
56,318	123	udp	null	0.193791	48	48	SF	Dd	1	76	1	76	Benign
68	67	udp	dhcp	58.165319	3,000	0	S0	D	10	3,280	0	0	Benign
50,005	443	tcp	ssl	300.040156	3,690	4,865	SF	ShADadfFr	20	4,534	18	6,041	Benign
20,540	53	udp	dns	0.011198	46	62	SF	Dd	1	74	1	90	Benign
68	67	udp	dhcp	59.595124	3,000	0	S0	D	10	3,280	0	0	Benign
53,629	443	tcp	ssl	32.037565	4,789	4,865	RSTR	ShADadfr	19	5,593	17	6,001	Benign
40,667	80	tcp	null	0.234996	0	0	SF	ShAFf	4	216	2	112	Benign
40,668	80	tcp	null	0.241617	0	0	SF	ShAFf	4	216	2	112	Benign
32,910	80	tcp	http	300.443323	146	775	SF	ShADadfF	12	658	6	1,446	Benign
40,669	80	tcp	null	0.240529	0	0	SF	ShAFf	4	216	2	112	Benign
48,817	53	udp	dns	0.01485	43	111	SF	Dd	1	71	1	139	Benign
32,910	80	tcp	null	null	null	null	SH	F	1	40	0	0	Benign
68	67	udp	dhcp	60.020988	3,000	0	S0	D	10	3,280	0	0	Benign
8	0	icmp	null	0.017386	560	560	OTH	null	10	840	10	840	Benign
34,288	123	udp	null	0.190131	48	48	SF	Dd	1	76	1	76	Benign
37,719	123	udp	null	0.257034	48	48	SF	Dd	1	76	1	76	Benign
68	67	udp	dhcp	59.919783	3,000	0	S0	D	10	3,280	0	0	Benign
56,866	53	udp	dns	0.013698	46	62	SF	Dd	1	74	1	90	Benign
5,353	5,353	udp	dns	7.003134	804	0	S0	D	4	916	0	0	Benign
5,353	5,353	udp	dns	7.003287	804	0	S0	D	4	996	0	0	Benign
5,353	5,353	udp	dns	7.003325	804	0	S0	D	4	916	0	0	Benign
40,670	80	tcp	null	0.241904	0	0	SF	ShAFf	4	216	2	112	Benign
40,671	80	tcp	null	0.245477	0	0	SF	ShAFaf	4	216	3	164	Benign
50,651	80	tcp	http	300.441667	146	775	SF	ShADadfF	11	606	5	987	Benign
40,672	80	tcp	null	0.244816	0	0	SF	ShAFf	4	216	2	112	Benign
68	67	udp	dhcp	59.695859	3,000	0	S0	D	10	3,280	0	0	Benign
19,096	53	udp	dns	0.012385	43	111	SF	Dd	1	71	1	139	Benign
40,866	53	udp	dns	0.011188	36	68	SF	Dd	1	64	1	96	Benign
50,651	80	tcp	null	null	null	null	SH	F	1	40	0	0	Benign
37,759	80	tcp	http	0.240893	135	238	SF	ShADafF	4	315	4	406	Benign
50,218	80	tcp	http	0.252087	157	371	SF	ShADafF	4	337	4	539	Benign