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
40,688	80	tcp	null	0.259527	0	0	SF	ShAFf	4	216	2	112	Benign
40,689	80	tcp	null	0.252768	0	0	SF	ShAFf	4	216	2	112	Benign
58,696	80	tcp	http	300.490513	146	775	SF	ShADadfF	12	658	6	1,027	Benign
40,690	80	tcp	null	0.245769	0	0	SF	ShAFf	4	216	2	112	Benign
46,305	53	udp	dns	0.014092	43	111	SF	Dd	1	71	1	139	Benign
33,475	53	udp	dns	0.018744	36	68	SF	Dd	1	64	1	96	Benign
33,685	53	udp	dns	0.005166	36	68	SF	Dd	1	64	1	96	Benign
58,696	80	tcp	null	null	null	null	SH	F	1	40	0	0	Benign
49,085	80	tcp	http	0.241575	135	238	SF	ShADafF	4	315	4	406	Benign
55,192	80	tcp	http	0.242519	157	371	SF	ShADafF	4	337	4	539	Benign
8,240	53	udp	dns	0.011302	40	56	SF	Dd	1	68	1	84	Benign
8	0	icmp	null	0.015422	560	560	OTH	null	10	840	10	840	Benign
58,229	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
36,195	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
68	67	udp	dhcp	59.346187	3,000	0	S0	D	10	3,280	0	0	Benign
37,475	443	tcp	null	0.117275	259	110	OTH	DdA	2	339	1	150	Benign
68	67	udp	dhcp	58.570407	3,000	0	S0	D	10	3,280	0	0	Benign
47,575	80	tcp	http	23.416857	146	775	S3	ShADadf	6	406	5	987	Benign
38,721	443	tcp	null	0.120302	241	92	OTH	DdA	2	321	1	132	Benign
36,239	80	tcp	null	0.03208	0	0	SF	ShAFf	4	216	2	112	Benign
40,948	80	tcp	http	0.230564	135	238	SF	ShADafF	4	315	4	406	Benign
60,893	443	tcp	ssl	2.223281	2,715	3,769	SF	ShADadFf	14	3,295	10	4,177	Benign
57,413	53	udp	dns	0.012546	43	111	SF	Dd	1	71	1	139	Benign
33,994	53	udp	dns	0.010488	40	104	SF	Dd	1	68	1	132	Benign
29,056	53	udp	dns	0.000877	36	68	SF	Dd	1	64	1	96	Benign
61,475	53	udp	dns	0.116093	40	56	SF	Dd	1	68	1	84	Benign
63,959	53	udp	dns	0.011365	47	111	SF	Dd	1	75	1	139	Benign
62,608	53	udp	dns	0.125901	38	54	SF	Dd	1	66	1	82	Benign
44,635	53	udp	dns	0.010835	37	53	SF	Dd	1	65	1	81	Benign
24,019	53	udp	dns	0.017181	37	53	SF	Dd	1	65	1	81	Benign
37,512	80	tcp	http	0.243467	157	371	SF	ShADafF	4	337	4	539	Benign
5,353	5,353	udp	dns	3.817188	1,176	0	S0	D	6	1,344	0	0	Benign
36,607	53	udp	dns	0.016538	64	128	SF	Dd	1	92	1	156	Benign
50,020	80	tcp	http	0.083062	529	170	SF	ShADadfF	5	797	5	438	Benign
11,612	53	udp	dns	0.013589	38	87	SF	Dd	1	66	1	115	Benign
47,253	53	udp	dns	0.011973	48	64	SF	Dd	1	76	1	92	Benign
40,649	53	udp	dns	0.044247	40	56	SF	Dd	1	68	1	84	Benign
33,541	53	udp	dns	0.014861	41	57	SF	Dd	1	69	1	85	Benign
3,898	53	udp	dns	0.055597	44	82	SF	Dd	1	72	1	110	Benign
50,021	80	tcp	http	0.097178	523	170	SF	ShADadfF	5	791	5	438	Benign
38,451	443	tcp	ssl	6,388.007327	2,886,842	2,064,522	RSTR	ShADadtftr	7,968	3,207,031	7,186	2,362,011	Benign
5,353	5,353	udp	dns	15.753725	844	0	S0	D	8	1,228	0	0	Benign
5,353	5,353	udp	dns	15.755765	1,738	0	S0	D	14	2,130	0	0	Benign
68	67	udp	dhcp	0.008004	0	600	SHR	^d	0	0	2	656	Benign
143	0	icmp	null	0.914822	40	0	OTH	null	2	152	0	0	Benign
45,495	123	udp	null	0.01111	48	48	SF	Dd	1	76	1	76	Benign
48,789	123	udp	null	0.012144	48	48	SF	Dd	1	76	1	76	Benign
44,364	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
8	0	icmp	null	0.022224	560	560	OTH	null	10	840	10	840	Benign
56,048	53	udp	dns	0.024604	36	143	SF	Dd	1	64	1	171	Benign
38,876	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
1,645	53	udp	dns	0.027006	32	48	SF	Dd	1	60	1	76	Benign
19,288	53	udp	dns	0.011705	46	62	SF	Dd	1	74	1	90	Benign
21,034	53	udp	dns	0.013167	47	111	SF	Dd	1	75	1	139	Benign
133	134	icmp	null	8.018167	24	0	OTH	null	3	168	0	0	Benign
60,348	443	tcp	ssl	36.634307	1,149	5,729	RSTR	ShADadfr	14	1,729	14	6,297	Benign
43,636	443	tcp	ssl	37.038438	1,076	5,760	RSTR	ShADadfr	14	1,656	14	6,328	Benign
54,274	443	tcp	ssl	36.257362	1,042	5,861	RSTR	ShADadfr	13	1,582	14	6,429	Benign
52,580	443	tcp	ssl	36.587444	1,104	5,870	RSTR	ShADadfr	14	1,684	14	6,438	Benign
55,197	80	tcp	http	29.93652	348	958	SF	ShADadFf	8	772	5	1,226	Benign
42,487	80	tcp	http	28.149607	185	464	SF	ShADadFf	6	505	4	680	Benign
143	0	icmp	null	28.470004	80	0	OTH	null	4	304	0	0	Benign
48,211	443	tcp	ssl	64.591999	2,708	5,463	RSTR	ShADadr	13	3,248	11	5,911	Benign
35,088	443	tcp	ssl	63.75835	7,380	5,013	RSTR	ShADadr	16	8,040	14	5,585	Benign
68	67	udp	dhcp	188.26218	6,603	0	S0	D	22	7,219	0	0	Benign
52,480	443	tcp	ssl	149.162362	2,868	4,972	RSTR	ShADadr	13	3,408	11	5,420	Benign
49,777	443	tcp	ssl	163.563015	1,642	5,379	RSTR	ShADadr	11	2,102	10	5,787	Benign
68	67	udp	dhcp	58.665859	3,000	0	S0	D	10	3,280	0	0	Benign
56,579	443	tcp	ssl	244.752221	213,789	5,663	SF	ShADadfFr	185	221,257	99	10,217	Benign
47,381	443	tcp	ssl	244.629602	114,066	5,929	SF	ShADadfFr	115	118,734	65	9,123	Benign
50,136	443	tcp	ssl	1.243981	3,476	5,452	S1	ShADad	20	4,332	17	7,171	Benign
38,510	80	tcp	null	0.061737	0	0	SF	ShAFf	4	216	2	112	Benign
34,397	80	tcp	http	300.424791	438	1,550	SF	ShADadfFr	13	1,002	10	2,800	Benign
30,836	53	udp	dns	0.017453	46	62	SF	Dd	1	74	1	90	Benign
26,767	53	udp	dns	0.109057	47	111	SF	Dd	1	75	1	139	Benign
46,420	53	udp	dns	0.01418	43	111	SF	Dd	1	71	1	139	Benign
57,174	80	tcp	http	0.239853	157	371	SF	ShADafF	4	337	4	539	Benign
49,616	80	tcp	http	0.247687	135	238	SF	ShADafF	4	315	4	406	Benign
28,147	53	udp	dns	0.021168	40	56	SF	Dd	1	68	1	84	Benign
10,789	53	udp	dns	0.017781	40	56	SF	Dd	1	68	1	84	Benign
8	0	icmp	null	0.052603	560	560	OTH	null	10	840	10	840	Benign
41,322	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
59,738	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
35,291	53	udp	dns	0.010684	37	53	SF	Dd	1	65	1	81	Benign
68	67	udp	dhcp	59.603969	3,000	0	S0	D	10	3,280	0	0	Benign
51,428	443	tcp	ssl	120.393625	829	5,896	S3	ShADadf	13	1,513	11	6,476	Benign
45,698	80	tcp	http	120.115379	191	189,440	S3	ShADadf	139	7,427	138	196,624	Benign
5,353	5,353	udp	dns	7.009897	804	0	S0	D	4	916	0	0	Benign
5,353	5,353	udp	dns	7.009963	804	0	S0	D	4	916	0	0	Benign
5,353	5,353	udp	dns	7.009973	804	0	S0	D	4	996	0	0	Benign
68	67	udp	dhcp	60.081401	3,000	0	S0	D	10	3,280	0	0	Benign
54,831	443	tcp	ssl	299.950757	11,118	4,865	SF	ShADadfFr	26	12,202	21	6,161	Benign
37,068	80	tcp	http	300.199148	292	775	SF	ShADadfFr	8	632	6	1,027	Benign
50,085	80	tcp	null	0.091211	0	0	SF	ShAFf	4	216	2	112	Benign
40,074	53	udp	dns	0.018047	46	62	SF	Dd	1	74	1	90	Benign
8,710	53	udp	dns	0.011923	47	111	SF	Dd	1	75	1	139	Benign
20,417	53	udp	dns	0.04129	43	111	SF	Dd	1	71	1	139	Benign
46,319	53	udp	dns	0.019091	36	68	SF	Dd	1	64	1	96	Benign
20,547	53	udp	dns	0.01497	36	68	SF	Dd	1	64	1	96	Benign
58,710	80	tcp	http	0.226669	157	371	SF	ShADafF	4	337	4	539	Benign