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	0.026285	560	560	OTH	null	10	840	10	840	Benign
36,475	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
37,705	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
68	67	udp	dhcp	60.079005	3,000	0	S0	D	10	3,280	0	0	Benign
33,321	443	tcp	ssl	8.806001	3,797	4,865	S3	ShADadf	18	4,561	16	5,961	Benign
33,321	443	tcp	null	0.108725	53	0	RSTR	DRr	2	133	1	40	Benign
53,439	53	udp	dns	0.012582	46	62	SF	Dd	1	74	1	90	Benign
33,219	80	tcp	http	300.134625	292	775	SF	ShADadfFr	9	684	7	1,486	Benign
36,261	80	tcp	null	0.07507	0	0	SF	ShAFf	4	216	2	112	Benign
68	67	udp	dhcp	58.77758	3,000	0	S0	D	10	3,280	0	0	Benign
6,360	53	udp	dns	0.01771	47	111	SF	Dd	1	75	1	139	Benign
22,187	53	udp	dns	0.01685	43	111	SF	Dd	1	71	1	139	Benign
60,730	80	tcp	http	0.239451	135	238	SF	ShADafF	4	315	4	406	Benign
53,394	80	tcp	http	0.2418	157	371	SF	ShADafF	4	337	4	539	Benign
48,345	53	udp	dns	0.012978	40	56	SF	Dd	1	68	1	84	Benign
60,810	53	udp	dns	0.013053	40	56	SF	Dd	1	68	1	84	Benign
8	0	icmp	null	0.018205	560	560	OTH	null	10	840	10	840	Benign
60,852	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
48,667	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
68	67	udp	dhcp	59.125036	3,000	0	S0	D	10	3,280	0	0	Benign
5,353	5,353	udp	dns	5.895247	375	0	S0	D	5	515	0	0	Benign
5,353	5,353	udp	dns	5.895328	375	0	S0	D	5	515	0	0	Benign
5,353	5,353	udp	dns	5.895258	375	0	S0	D	5	615	0	0	Benign
5,353	5,353	udp	dns	null	null	null	S0	D	1	123	0	0	Benign
68	67	udp	dhcp	58.309093	3,000	0	S0	D	10	3,280	0	0	Benign
34,385	443	tcp	ssl	8.731393	3,733	4,865	S3	ShADadf	18	4,497	16	5,961	Benign
40,011	80	tcp	http	300.092603	292	775	SF	ShADadfFr	8	632	6	1,027	Benign
38,528	80	tcp	null	0.029451	0	0	SF	ShAFf	4	216	2	112	Benign
52,720	53	udp	dns	0.014069	47	111	SF	Dd	1	75	1	139	Benign
25,928	53	udp	dns	0.020303	43	111	SF	Dd	1	71	1	139	Benign
53,427	80	tcp	http	0.234838	135	238	SF	ShADafF	4	315	4	406	Benign
53,806	80	tcp	http	0.238044	157	371	SF	ShADafF	4	337	4	539	Benign
39,197	53	udp	dns	0.011419	40	56	SF	Dd	1	68	1	84	Benign
4,799	53	udp	dns	0.004309	40	56	SF	Dd	1	68	1	84	Benign
8	0	icmp	null	0.013779	560	560	OTH	null	10	840	10	840	Benign
50,047	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
43,738	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
68	67	udp	dhcp	60.022897	3,000	0	S0	D	10	3,280	0	0	Benign
50,136	443	tcp	null	0.110454	241	92	OTH	DdA	2	321	1	132	Benign
68	67	udp	dhcp	58.601179	3,000	0	S0	D	10	3,280	0	0	Benign
5,353	5,353	udp	dns	7.001292	804	0	S0	D	4	996	0	0	Benign
5,353	5,353	udp	dns	7.001257	804	0	S0	D	4	916	0	0	Benign
5,353	5,353	udp	dns	7.001252	804	0	S0	D	4	916	0	0	Benign
58,631	80	tcp	http	300.139783	292	775	SF	ShADadfFr	8	632	6	1,027	Benign
50,102	80	tcp	null	0.035407	0	0	SF	ShAFf	4	216	2	112	Benign
37,273	53	udp	dns	0.013016	47	111	SF	Dd	1	75	1	139	Benign
28,091	53	udp	dns	0.013531	43	111	SF	Dd	1	71	1	139	Benign
23,099	53	udp	dns	0.012458	36	68	SF	Dd	1	64	1	96	Benign
56,432	53	udp	dns	0.011371	36	68	SF	Dd	1	64	1	96	Benign
59,481	80	tcp	http	0.232223	135	238	SF	ShADafF	4	315	4	406	Benign
19,157	53	udp	dns	0.030134	40	56	SF	Dd	1	68	1	84	Benign
68	67	udp	dhcp	59.221614	3,000	0	S0	D	10	3,280	0	0	Benign
5,353	5,353	udp	dns	null	null	null	S0	D	1	412	0	0	Benign
5,353	5,353	udp	dns	null	null	null	S0	D	1	436	0	0	Benign
5,353	5,353	udp	dns	null	null	null	S0	D	1	432	0	0	Benign
8	0	icmp	null	0.014704	560	560	OTH	null	10	840	10	840	Benign
37,355	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
33,498	123	udp	null	0.179226	48	48	SF	Dd	1	76	1	76	Benign
41,856	443	tcp	ssl	0.716722	1,371	5,528	SF	ShADadFf	12	1,871	13	6,056	Benign
14,609	53	udp	dns	0.010183	32	48	SF	Dd	1	60	1	76	Benign
47,366	53	udp	dns	0.011219	37	53	SF	Dd	1	65	1	81	Benign
68	67	udp	dhcp	59.963345	3,000	0	S0	D	10	3,280	0	0	Benign
34,385	443	tcp	null	0.110444	53	0	RSTR	DRr	2	133	1	40	Benign
52,481	53	udp	dns	0.013401	46	62	SF	Dd	1	74	1	90	Benign
47,077	443	tcp	ssl	159.758637	1,674	5,381	RSTR	ShADadr	11	2,134	11	5,833	Benign
68	67	udp	dhcp	58.298713	3,000	0	S0	D	10	3,280	0	0	Benign
36,743	80	tcp	http	300.129369	292	775	SF	ShADadfFr	8	632	6	1,027	Benign
38,531	80	tcp	null	0.029309	0	0	SF	ShAFf	4	216	2	112	Benign
2,737	53	udp	dns	0.012123	47	111	SF	Dd	1	75	1	139	Benign
17,411	53	udp	dns	0.01416	43	111	SF	Dd	1	71	1	139	Benign
50,427	80	tcp	http	0.348552	135	238	SF	ShADafF	4	315	4	406	Benign
54,030	80	tcp	http	0.353039	157	371	SF	ShADafF	4	337	4	539	Benign
40,276	53	udp	dns	0.013565	40	56	SF	Dd	1	68	1	84	Benign
50,435	53	udp	dns	0.007083	40	56	SF	Dd	1	68	1	84	Benign
8	0	icmp	null	0.013935	560	560	OTH	null	10	840	10	840	Benign
57,321	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
51,214	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
68	67	udp	dhcp	59.930669	3,000	0	S0	D	10	3,280	0	0	Benign
53,778	443	tcp	ssl	8.676177	3,733	4,865	S3	ShADadf	18	4,497	16	5,961	Benign
68	67	udp	dhcp	59.829478	3,000	0	S0	D	10	3,280	0	0	Benign
59,312	80	tcp	http	300.094909	292	775	SF	ShADadfFr	8	632	6	1,027	Benign
36,266	80	tcp	null	0.035601	0	0	SF	ShAFaf	4	216	3	164	Benign
14,766	53	udp	dns	0.011128	47	111	SF	Dd	1	75	1	139	Benign
26,803	53	udp	dns	0.028938	43	111	SF	Dd	1	71	1	139	Benign
56,078	80	tcp	http	0.231467	135	238	SF	ShADafF	5	355	4	406	Benign
34,339	80	tcp	http	0.239568	157	371	SF	ShADafF	5	377	4	539	Benign
39,519	53	udp	dns	0.01476	40	56	SF	Dd	1	68	1	84	Benign
7,182	53	udp	dns	0.000631	40	56	SF	Dd	1	68	1	84	Benign
8	0	icmp	null	0.017477	560	560	OTH	null	10	840	10	840	Benign
51,630	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
58,692	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
68	67	udp	dhcp	59.743509	3,000	0	S0	D	10	3,280	0	0	Benign
68	67	udp	dhcp	59.690766	3,000	0	S0	D	10	3,280	0	0	Benign
5,353	5,353	udp	dns	7.005401	804	0	S0	D	4	916	0	0	Benign
5,353	5,353	udp	dns	7.005426	804	0	S0	D	4	996	0	0	Benign
5,353	5,353	udp	dns	7.005415	804	0	S0	D	4	916	0	0	Benign
38,291	80	tcp	http	300.128329	292	775	SF	ShADadfFr	9	684	7	1,486	Benign
38,815	80	tcp	null	0.026492	0	0	SF	ShAFf	4	216	2	112	Benign
6,958	53	udp	dns	0.009741	47	111	SF	Dd	1	75	1	139	Benign
36,515	53	udp	dns	0.013731	43	111	SF	Dd	1	71	1	139	Benign