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
8	0	icmp	null	0.010358	560	560	OTH	null	10	840	10	840	Benign
41,695	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
48,836	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
68	67	udp	dhcp	59.423898	3,000	0	S0	D	10	3,280	0	0	Benign
50,136	443	tcp	null	0.11664	241	92	OTH	DdA	2	321	1	132	Benign
68	67	udp	dhcp	58.607918	3,000	0	S0	D	10	3,280	0	0	Benign
38,830	80	tcp	null	0.026583	0	0	SF	ShAFf	4	216	2	112	Benign
33,969	80	tcp	http	300.123515	292	775	SF	ShADadfFr	8	632	6	1,027	Benign
51,688	53	udp	dns	0.0101	47	111	SF	Dd	1	75	1	139	Benign
41,739	53	udp	dns	0.012391	43	111	SF	Dd	1	71	1	139	Benign
37,415	80	tcp	http	0.242216	135	238	SF	ShADafF	4	315	4	406	Benign
46,120	80	tcp	http	0.242231	157	371	SF	ShADafF	4	337	4	539	Benign
50,621	53	udp	dns	0.011512	40	56	SF	Dd	1	68	1	84	Benign
19,906	53	udp	dns	0.011652	40	56	SF	Dd	1	68	1	84	Benign
8	0	icmp	null	0.017329	560	560	OTH	null	10	840	10	840	Benign
56,619	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
36,244	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
68	67	udp	dhcp	59.178706	3,000	0	S0	D	10	3,280	0	0	Benign
27,354	53	udp	dns	0.009522	46	62	SF	Dd	1	74	1	90	Benign
68	67	udp	dhcp	60.675979	3,000	0	S0	D	10	3,280	0	0	Benign
50,122	80	tcp	null	0.041231	0	0	SF	ShAFf	4	216	2	112	Benign
44,675	80	tcp	http	300.124925	292	775	SF	ShADadfFr	8	632	6	1,027	Benign
50,001	53	udp	dns	0.011154	47	111	SF	Dd	1	75	1	139	Benign
59,636	53	udp	dns	0.013478	43	111	SF	Dd	1	71	1	139	Benign
49,909	80	tcp	http	0.226177	135	238	SF	ShADafF	4	315	4	406	Benign
56,695	80	tcp	http	0.234826	157	371	SF	ShADafF	4	337	4	539	Benign
38,449	53	udp	dns	0.010319	40	56	SF	Dd	1	68	1	84	Benign
59,537	53	udp	dns	0.009638	40	56	SF	Dd	1	68	1	84	Benign
68	67	udp	dhcp	59.807971	3,000	0	S0	D	10	3,280	0	0	Benign
8	0	icmp	null	0.030819	560	560	OTH	null	10	840	10	840	Benign
44,309	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
56,215	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
55,830	443	tcp	ssl	8.667421	3,733	4,865	S3	ShADadf	18	4,497	16	5,961	Benign
68	67	udp	dhcp	61.292218	3,000	0	S0	D	10	3,280	0	0	Benign
5,353	5,353	udp	dns	0.10099	283	0	S0	D	2	339	0	0	Benign
5,353	5,353	udp	dns	0.100984	412	0	S0	D	2	468	0	0	Benign
5,353	5,353	udp	dns	0.100977	283	0	S0	D	2	379	0	0	Benign
5,353	5,353	udp	dns	7.000767	804	0	S0	D	4	916	0	0	Benign
5,353	5,353	udp	dns	7.000784	804	0	S0	D	4	916	0	0	Benign
5,353	5,353	udp	dns	7.000777	804	0	S0	D	4	996	0	0	Benign
68	67	udp	dhcp	59.183741	3,000	0	S0	D	10	3,280	0	0	Benign
38,832	80	tcp	null	0.034599	0	0	SF	ShAFf	4	216	2	112	Benign
47,610	80	tcp	http	300.121241	292	775	SF	ShADadfFr	8	632	6	1,027	Benign
24,966	53	udp	dns	0.010133	47	111	SF	Dd	1	75	1	139	Benign
45,176	53	udp	dns	0.041282	43	111	SF	Dd	1	71	1	139	Benign
11,128	53	udp	dns	0.010379	36	68	SF	Dd	1	64	1	96	Benign
21,221	53	udp	dns	0.006506	36	68	SF	Dd	1	64	1	96	Benign
55,901	80	tcp	http	0.242884	135	238	SF	ShADafF	4	315	4	406	Benign
38,291	80	tcp	http	0.242888	157	371	SF	ShADafF	4	337	4	539	Benign
54,828	53	udp	dns	0.0099	40	56	SF	Dd	1	68	1	84	Benign
10,325	53	udp	dns	0.009966	40	56	SF	Dd	1	68	1	84	Benign
8	0	icmp	null	0.022269	560	560	OTH	null	10	840	10	840	Benign
59,540	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
44,553	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
68	67	udp	dhcp	59.700847	3,000	0	S0	D	10	3,280	0	0	Benign
68	67	udp	dhcp	59.444808	3,000	0	S0	D	10	3,280	0	0	Benign
55,830	443	tcp	null	0.115184	53	0	RSTR	DRr	2	133	1	40	Benign
45,152	53	udp	dns	0.011531	46	62	SF	Dd	1	74	1	90	Benign
42,749	80	tcp	http	300.143349	292	775	SF	ShADadfFr	8	632	6	1,027	Benign
36,285	80	tcp	null	0.021838	0	0	SF	ShAFf	4	216	2	112	Benign
9,337	53	udp	dns	0.011005	47	111	SF	Dd	1	75	1	139	Benign
13,084	53	udp	dns	0.010222	43	111	SF	Dd	1	71	1	139	Benign
54,800	80	tcp	http	0.260401	157	371	SF	ShADafF	4	337	4	539	Benign
38,431	80	tcp	http	0.263685	135	238	SF	ShADafF	4	315	4	406	Benign
36,700	53	udp	dns	0.012904	40	56	SF	Dd	1	68	1	84	Benign
47,037	53	udp	dns	0.004903	40	56	SF	Dd	1	68	1	84	Benign
8	0	icmp	null	0.033715	560	560	OTH	null	10	840	10	840	Benign
59,861	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
44,567	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
68	67	udp	dhcp	58.495811	3,000	0	S0	D	10	3,280	0	0	Benign
68	67	udp	dhcp	60.090313	3,000	0	S0	D	10	3,280	0	0	Benign
49,431	443	tcp	ssl	299.938978	3,818	4,865	SF	ShADadfFr	20	4,662	18	6,041	Benign
35,113	53	udp	dns	0.011966	46	62	SF	Dd	1	74	1	90	Benign
38,552	80	tcp	null	0.026592	0	0	SF	ShAFf	4	216	2	112	Benign
47,897	80	tcp	http	300.162899	292	775	SF	ShADadfFr	8	632	6	1,027	Benign
26,462	53	udp	dns	0.010128	47	111	SF	Dd	1	75	1	139	Benign
39,156	53	udp	dns	0.011338	43	111	SF	Dd	1	71	1	139	Benign
47,112	80	tcp	http	0.236557	135	238	SF	ShADafF	4	315	4	406	Benign
59,218	80	tcp	http	0.228112	157	371	SF	ShADafF	4	337	4	539	Benign
21,717	53	udp	dns	0.010973	40	56	SF	Dd	1	68	1	84	Benign
57,431	53	udp	dns	0.00333	40	56	SF	Dd	1	68	1	84	Benign
68	67	udp	dhcp	57.946481	3,000	0	S0	D	10	3,280	0	0	Benign
8	0	icmp	null	0.034412	560	560	OTH	null	10	840	10	840	Benign
55,174	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
40,516	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
68	67	udp	dhcp	60.287607	3,000	0	S0	D	10	3,280	0	0	Benign
5,353	5,353	udp	dns	19.07857	1,329	0	S0	D	11	1,857	0	0	Benign
5,353	5,353	udp	dns	19.07861	1,329	0	S0	D	11	1,637	0	0	Benign
5,353	5,353	udp	dns	19.07858	1,329	0	S0	D	11	1,637	0	0	Benign
5,353	5,353	udp	dns	16.868713	450	0	S0	D	6	618	0	0	Benign
5,353	5,353	udp	dns	16.868806	450	0	S0	D	6	738	0	0	Benign
5,353	5,353	udp	dns	16.86879	450	0	S0	D	6	618	0	0	Benign
51,044	443	tcp	ssl	8.698551	5,082	4,865	S3	ShADadf	19	5,886	18	6,041	Benign
68	67	udp	dhcp	59.701389	3,000	0	S0	D	10	3,280	0	0	Benign
50,126	80	tcp	null	0.037223	0	0	SF	ShAFf	4	216	2	112	Benign
48,644	80	tcp	http	300.125027	292	775	SF	ShADadfFr	8	632	6	1,027	Benign
40,539	53	udp	dns	0.010185	47	111	SF	Dd	1	75	1	139	Benign
25,810	53	udp	dns	0.011297	43	111	SF	Dd	1	71	1	139	Benign
28,097	53	udp	dns	0.010643	36	68	SF	Dd	1	64	1	96	Benign
5,773	53	udp	dns	0.0042	36	68	SF	Dd	1	64	1	96	Benign