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
59,013	80	tcp	http	0.227328	157	371	SF	ShADafF	4	337	4	539	Benign
33,457	53	udp	dns	0.013023	40	56	SF	Dd	1	68	1	84	Benign
8	0	icmp	null	0.035211	560	560	OTH	null	10	840	10	840	Benign
40,065	123	udp	null	0.190866	48	48	SF	Dd	1	76	1	76	Benign
37,809	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
68	67	udp	dhcp	60.359848	3,000	0	S0	D	10	3,280	0	0	Benign
56,916	443	tcp	ssl	8.929202	1,094	5,864	S3	ShADadtf	15	2,452	15	6,700	Benign
68	67	udp	dhcp	60.85814	3,000	0	S0	D	10	3,280	0	0	Benign
5,353	5,353	udp	dns	null	null	null	S0	D	1	77	0	0	Benign
5,353	5,353	udp	dns	null	null	null	S0	D	1	97	0	0	Benign
38,511	53	udp	dns	0.013883	46	62	SF	Dd	1	74	1	90	Benign
40,640	80	tcp	null	0.239358	0	0	SF	ShAFf	4	216	2	112	Benign
40,641	80	tcp	null	0.24465	0	0	SF	ShAFf	4	216	2	112	Benign
52,889	80	tcp	http	300.489266	146	775	SF	ShADadfF	11	606	5	987	Benign
40,642	80	tcp	null	0.287392	0	0	SF	ShAFf	4	216	2	112	Benign
31,895	53	udp	dns	0.017694	43	111	SF	Dd	1	71	1	139	Benign
52,889	80	tcp	null	null	null	null	SH	F	1	40	0	0	Benign
33,102	80	tcp	http	0.228038	135	238	SF	ShADafF	4	315	4	406	Benign
27,850	53	udp	dns	0.011085	40	56	SF	Dd	1	68	1	84	Benign
50,811	443	tcp	ssl	48.042781	12,910	4,865	RSTR	ShADadfr	25	13,954	20	6,121	Benign
8	0	icmp	null	0.016492	560	560	OTH	null	10	840	10	840	Benign
49,759	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
42,404	123	udp	null	0.190785	48	48	SF	Dd	1	76	1	76	Benign
68	67	udp	dhcp	60.042529	3,000	0	S0	D	10	3,280	0	0	Benign
68	67	udp	dhcp	59.470598	3,000	0	S0	D	10	3,280	0	0	Benign
5,353	5,353	udp	dns	7.009107	804	0	S0	D	4	916	0	0	Benign
5,353	5,353	udp	dns	7.009115	804	0	S0	D	4	996	0	0	Benign
5,353	5,353	udp	dns	7.008969	804	0	S0	D	4	916	0	0	Benign
40,643	80	tcp	null	0.245414	0	0	SF	ShAFf	4	216	2	112	Benign
40,644	80	tcp	null	0.254768	0	0	SF	ShAFf	4	216	2	112	Benign
46,657	80	tcp	http	300.479358	146	775	SF	ShADadfF	11	606	5	987	Benign
40,645	80	tcp	null	0.241876	0	0	SF	ShAFf	4	216	2	112	Benign
59,614	53	udp	dns	0.032497	43	111	SF	Dd	1	71	1	139	Benign
32,969	53	udp	dns	0.012627	36	68	SF	Dd	1	64	1	96	Benign
46,657	80	tcp	null	null	null	null	SH	F	1	40	0	0	Benign
36,407	80	tcp	http	0.26011	135	238	SF	ShADafF	4	315	4	406	Benign
68	67	udp	dhcp	60.077532	3,000	0	S0	D	10	3,280	0	0	Benign
43,636	53	udp	dns	0.013781	40	56	SF	Dd	1	68	1	84	Benign
8	0	icmp	null	0.014787	560	560	OTH	null	10	840	10	840	Benign
51,751	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
44,043	123	udp	null	0.194712	48	48	SF	Dd	1	76	1	76	Benign
37,475	443	tcp	null	0.125938	259	110	OTH	DadA	2	339	2	190	Benign
38,721	443	tcp	ssl	1,322.836876	8,023	10,166	S1	ShADad	45	9,903	37	12,698	Benign
68	67	udp	dhcp	58.590312	3,000	0	S0	D	10	3,280	0	0	Benign
27,787	53	udp	dns	0.01328	46	62	SF	Dd	1	74	1	90	Benign
68	67	udp	dhcp	60.31489	3,000	0	S0	D	10	3,280	0	0	Benign
40,646	80	tcp	null	0.241322	0	0	SF	ShAFf	4	216	2	112	Benign
40,647	80	tcp	null	0.241889	0	0	SF	ShAFf	4	216	2	112	Benign
40,681	80	tcp	http	300.505646	146	775	SF	ShADadfF	11	606	5	987	Benign
40,648	80	tcp	null	0.243299	0	0	SF	ShAFf	4	216	2	112	Benign
38,372	53	udp	dns	0.012586	43	111	SF	Dd	1	71	1	139	Benign
40,681	80	tcp	null	null	null	null	SH	F	1	40	0	0	Benign
53,554	80	tcp	http	0.250264	135	238	SF	ShADafF	4	315	4	406	Benign
47,096	53	udp	dns	0.014411	40	56	SF	Dd	1	68	1	84	Benign
8	0	icmp	null	0.016615	560	560	OTH	null	10	840	10	840	Benign
55,783	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
55,470	123	udp	null	0.194881	48	48	SF	Dd	1	76	1	76	Benign
68	67	udp	dhcp	59.430869	3,000	0	S0	D	10	3,280	0	0	Benign
36,878	443	tcp	ssl	8.759049	3,669	4,865	S3	ShADadf	16	4,329	14	5,437	Benign
68	67	udp	dhcp	60.232436	3,000	0	S0	D	10	3,280	0	0	Benign
36,878	443	tcp	null	0.11292	53	0	RSTR	DRr	2	133	1	40	Benign
6,000	53	udp	dns	0.013093	46	62	SF	Dd	1	74	1	90	Benign
40,649	80	tcp	null	0.239277	0	0	SF	ShAFf	4	216	2	112	Benign
40,650	80	tcp	null	0.24257	0	0	SF	ShAFf	4	216	2	112	Benign
34,516	80	tcp	http	300.493854	146	775	SF	ShADadfF	11	606	5	987	Benign
40,651	80	tcp	null	0.246877	0	0	SF	ShAFf	4	216	2	112	Benign
60,162	53	udp	dns	0.011667	43	111	SF	Dd	1	71	1	139	Benign
34,516	80	tcp	null	null	null	null	SH	F	1	40	0	0	Benign
36,435	80	tcp	http	0.238896	135	238	SF	ShADafF	4	315	4	406	Benign
51,205	80	tcp	http	0.240237	157	371	SF	ShADafF	4	337	4	539	Benign
15,062	53	udp	dns	0.009575	40	56	SF	Dd	1	68	1	84	Benign
68	67	udp	dhcp	58.276186	3,000	0	S0	D	10	3,280	0	0	Benign
8	0	icmp	null	0.021156	560	560	OTH	null	10	840	10	840	Benign
34,186	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
37,951	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
5,353	5,353	udp	dns	0.101131	639	0	S0	D	2	695	0	0	Benign
5,353	5,353	udp	dns	0.101212	639	0	S0	D	2	735	0	0	Benign
5,353	5,353	udp	dns	0.101074	792	0	S0	D	2	848	0	0	Benign
68	67	udp	dhcp	61.13533	3,000	0	S0	D	10	3,280	0	0	Benign
5,353	5,353	udp	dns	7.005609	804	0	S0	D	4	916	0	0	Benign
5,353	5,353	udp	dns	7.005607	804	0	S0	D	4	916	0	0	Benign
5,353	5,353	udp	dns	7.005606	804	0	S0	D	4	996	0	0	Benign
54,617	443	tcp	ssl	8.800505	10,217	4,865	S3	ShADadf	23	11,181	20	6,121	Benign
40,652	80	tcp	null	0.260344	0	0	SF	ShAFf	4	216	2	112	Benign
40,653	80	tcp	null	0.241357	0	0	SF	ShAFf	4	216	2	112	Benign
49,305	80	tcp	http	300.50297	146	775	SF	ShADadfF	11	606	5	987	Benign
40,654	80	tcp	null	0.246033	0	0	SF	ShAFf	4	216	2	112	Benign
1,332	53	udp	dns	0.021153	43	111	SF	Dd	1	71	1	139	Benign
55,146	53	udp	dns	0.010439	36	68	SF	Dd	1	64	1	96	Benign
49,305	80	tcp	null	null	null	null	SH	F	1	40	0	0	Benign
68	67	udp	dhcp	58.869465	3,000	0	S0	D	10	3,280	0	0	Benign
8	0	icmp	null	0.015672	560	560	OTH	null	10	840	10	840	Benign
55,840	123	udp	null	0.191154	48	48	SF	Dd	1	76	1	76	Benign
45,915	123	udp	null	0.191421	48	48	SF	Dd	1	76	1	76	Benign
54,617	443	tcp	null	0.113245	53	0	RSTR	DRr	2	133	1	40	Benign
59,594	53	udp	dns	0.016309	46	62	SF	Dd	1	74	1	90	Benign
68	67	udp	dhcp	58.543924	3,000	0	S0	D	10	3,280	0	0	Benign
44,663	443	tcp	ssl	51.453795	27,361	4,865	RSTR	ShADadfr	36	28,845	25	6,321	Benign
38,721	443	tcp	null	0.121012	241	92	OTH	DdA	2	321	1	132	Benign
68	67	udp	dhcp	60.35742	3,000	0	S0	D	10	3,280	0	0	Benign