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
27,275	53	udp	dns	0.01397	40	56	SF	Dd	1	68	1	84	Benign
8	0	icmp	null	0.011492	560	560	OTH	null	10	840	10	840	Benign
45,437	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
32,800	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
5,353	5,353	udp	dns	null	null	null	S0	D	1	465	0	0	Benign
5,353	5,353	udp	dns	null	null	null	S0	D	1	489	0	0	Benign
5,353	5,353	udp	dns	null	null	null	S0	D	1	485	0	0	Benign
68	67	udp	dhcp	58.826916	3,000	0	S0	D	10	3,280	0	0	Benign
36,157	443	tcp	ssl	8.758488	6,831	4,865	S3	ShADadf	18	7,571	15	5,473	Benign
68	67	udp	dhcp	60.670787	3,000	0	S0	D	10	3,280	0	0	Benign
40,673	80	tcp	null	0.240411	0	0	SF	ShAFfa	5	268	4	228	Benign
40,674	80	tcp	null	0.246368	0	0	SF	ShAFf	4	216	2	112	Benign
36,988	80	tcp	http	300.463883	146	775	SF	ShADadfF	11	606	5	987	Benign
40,675	80	tcp	null	0.248071	0	0	SF	ShAFf	4	216	2	112	Benign
37,475	443	tcp	null	0.115086	259	110	OTH	DdA	2	339	1	150	Benign
42,684	53	udp	dns	0.013631	43	111	SF	Dd	1	71	1	139	Benign
36,988	80	tcp	null	null	null	null	SH	F	1	40	0	0	Benign
58,788	80	tcp	http	0.275087	135	238	SF	ShADafF	4	315	4	406	Benign
32,812	80	tcp	http	0.288113	157	371	SF	ShADafF	4	337	4	539	Benign
48,301	53	udp	dns	0.011098	40	56	SF	Dd	1	68	1	84	Benign
51,885	53	udp	dns	0.011173	40	56	SF	Dd	1	68	1	84	Benign
8	0	icmp	null	0.014213	560	560	OTH	null	10	840	10	840	Benign
60,624	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
35,970	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
36,157	443	tcp	null	0.116098	53	0	RSTR	DRr	2	133	1	40	Benign
68	67	udp	dhcp	60.233848	3,000	0	S0	D	10	3,280	0	0	Benign
44,191	53	udp	dns	0.018503	46	62	SF	Dd	1	74	1	90	Benign
68	67	udp	dhcp	59.204685	3,000	0	S0	D	10	3,280	0	0	Benign
40,676	80	tcp	null	0.305297	0	0	SF	ShAFf	4	216	2	112	Benign
40,677	80	tcp	null	0.244991	0	0	SF	ShAFf	4	216	2	112	Benign
55,933	80	tcp	http	300.533946	146	775	SF	ShADadfF	11	606	5	987	Benign
40,678	80	tcp	null	0.24192	0	0	SF	ShAFf	4	216	2	112	Benign
60,697	53	udp	dns	0.01339	43	111	SF	Dd	1	71	1	139	Benign
55,933	80	tcp	null	null	null	null	SH	F	1	40	0	0	Benign
33,978	80	tcp	http	0.234644	157	371	SF	ShADafF	4	337	4	539	Benign
60,965	80	tcp	http	0.243804	135	238	SF	ShADafF	4	315	4	406	Benign
12,103	53	udp	dns	0.050688	40	56	SF	Dd	1	68	1	84	Benign
62,027	53	udp	dns	0.047712	40	56	SF	Dd	1	68	1	84	Benign
68	67	udp	dhcp	59.994427	3,000	0	S0	D	10	3,280	0	0	Benign
8	0	icmp	null	0.014001	560	560	OTH	null	10	840	10	840	Benign
44,002	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
46,339	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
38,721	443	tcp	null	0.162787	241	92	OTH	DdA	2	321	1	132	Benign
50,799	443	tcp	ssl	300.108955	6,164	4,865	SF	ShADadfFr	22	7,088	19	6,081	Benign
38,787	53	udp	dns	0.018964	46	62	SF	Dd	1	74	1	90	Benign
47,722	443	tcp	ssl	27.78672	4,773	4,865	RSTR	ShADadfr	19	5,577	19	6,081	Benign
68	67	udp	dhcp	59.327649	3,000	0	S0	D	10	3,280	0	0	Benign
5,353	5,353	udp	dns	7.007161	804	0	S0	D	4	916	0	0	Benign
5,353	5,353	udp	dns	7.00717	804	0	S0	D	4	916	0	0	Benign
5,353	5,353	udp	dns	7.007171	804	0	S0	D	4	996	0	0	Benign
68	67	udp	dhcp	59.1462	3,000	0	S0	D	10	3,280	0	0	Benign
40,679	80	tcp	null	0.234259	0	0	SF	ShAFf	4	216	2	112	Benign
40,680	80	tcp	null	0.239786	0	0	SF	ShAFf	4	216	2	112	Benign
33,407	80	tcp	http	300.474278	146	775	SF	ShADadfF	11	606	5	987	Benign
40,681	80	tcp	null	0.241885	0	0	SF	ShAFf	4	216	2	112	Benign
55,148	53	udp	dns	0.023676	43	111	SF	Dd	1	71	1	139	Benign
36,707	53	udp	dns	0.011557	36	68	SF	Dd	1	64	1	96	Benign
2,747	53	udp	dns	0.003121	36	68	SF	Dd	1	64	1	96	Benign
33,407	80	tcp	null	null	null	null	SH	F	1	40	0	0	Benign
46,786	80	tcp	http	0.235654	135	238	SF	ShADafF	4	315	4	406	Benign
48,754	80	tcp	http	0.246422	157	371	SF	ShADafF	4	337	4	539	Benign
42,689	53	udp	dns	0.012283	40	56	SF	Dd	1	68	1	84	Benign
23,091	53	udp	dns	0.010412	40	56	SF	Dd	1	68	1	84	Benign
8	0	icmp	null	0.018164	560	560	OTH	null	10	840	10	840	Benign
39,142	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
60,168	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
68	67	udp	dhcp	58.111737	3,000	0	S0	D	10	3,280	0	0	Benign
30,138	53	udp	dns	0.012046	46	62	SF	Dd	1	74	1	90	Benign
37,664	443	tcp	ssl	58.276957	5,983	4,865	RSTR	ShADadfr	20	6,827	18	6,041	Benign
68	67	udp	dhcp	59.843658	3,000	0	S0	D	10	3,280	0	0	Benign
40,682	80	tcp	null	0.238507	0	0	SF	ShAFf	4	216	2	112	Benign
40,683	80	tcp	null	0.241418	0	0	SF	ShAFf	4	216	2	112	Benign
40,075	80	tcp	http	300.426372	146	775	SF	ShADadfF	11	606	5	987	Benign
40,684	80	tcp	null	0.234004	0	0	SF	ShAFf	4	216	2	112	Benign
14,337	53	udp	dns	0.01082	43	111	SF	Dd	1	71	1	139	Benign
40,075	80	tcp	null	null	null	null	SH	F	1	40	0	0	Benign
40,965	80	tcp	http	0.234174	157	371	SF	ShADafF	4	337	4	539	Benign
42,133	53	udp	dns	0.010317	40	56	SF	Dd	1	68	1	84	Benign
8	0	icmp	null	0.009561	560	560	OTH	null	10	840	10	840	Benign
51,298	123	udp	null	0.189072	48	48	SF	Dd	1	76	1	76	Benign
49,490	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
68	67	udp	dhcp	60.43871	3,000	0	S0	D	10	3,280	0	0	Benign
68	67	udp	dhcp	59.759115	3,000	0	S0	D	10	3,280	0	0	Benign
52,557	53	udp	dns	0.010992	46	62	SF	Dd	1	74	1	90	Benign
40,685	80	tcp	null	0.239427	0	0	SF	ShAFf	4	216	2	112	Benign
40,686	80	tcp	null	0.240395	0	0	SF	ShAFf	4	216	2	112	Benign
56,304	80	tcp	http	300.486431	146	775	SF	ShADadfF	11	606	5	987	Benign
40,687	80	tcp	null	0.242201	0	0	SF	ShAFf	4	216	2	112	Benign
8,857	53	udp	dns	0.03056	43	111	SF	Dd	1	71	1	139	Benign
56,304	80	tcp	null	null	null	null	SH	F	1	40	0	0	Benign
68	67	udp	dhcp	59.425532	3,000	0	S0	D	10	3,280	0	0	Benign
59,145	443	tcp	ssl	63.445547	3,669	4,865	RSTR	ShADadfr	18	4,433	17	6,001	Benign
8	0	icmp	null	0.015335	560	560	OTH	null	10	840	10	840	Benign
58,479	123	udp	null	0.187485	48	48	SF	Dd	1	76	1	76	Benign
51,962	123	udp	null	0.190066	48	48	SF	Dd	1	76	1	76	Benign
68	67	udp	dhcp	60.110865	3,000	0	S0	D	10	3,280	0	0	Benign
5,353	5,353	udp	dns	7.007755	1,087	0	S0	D	6	1,255	0	0	Benign
5,353	5,353	udp	dns	7.007896	1,216	0	S0	D	6	1,384	0	0	Benign
5,353	5,353	udp	dns	7.007733	1,087	0	S0	D	6	1,375	0	0	Benign
68	67	udp	dhcp	59.46025	3,000	0	S0	D	10	3,280	0	0	Benign