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
68	67	udp	dhcp	59.239379	3,000	0	S0	D	10	3,280	0	0	Benign
2,075	53	udp	dns	0.009484	40	56	SF	Dd	1	68	1	84	Benign
8	0	icmp	null	0.028991	560	560	OTH	null	10	840	10	840	Benign
40,116	123	udp	null	0.179562	48	48	SF	Dd	1	76	1	76	Benign
42,528	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
50,194	443	tcp	ssl	8.771557	13,987	4,865	S3	ShADadf	26	15,059	18	5,972	Benign
68	67	udp	dhcp	60.479534	3,000	0	S0	D	10	3,280	0	0	Benign
68	67	udp	dhcp	59.481849	3,000	0	S0	D	10	3,280	0	0	Benign
50,194	443	tcp	null	0.107732	53	0	RSTR	DRr	2	133	1	40	Benign
36,628	53	udp	dns	0.012174	46	62	SF	Dd	1	74	1	90	Benign
42,315	80	tcp	http	300.118222	292	775	SF	ShADadfFr	8	632	6	1,027	Benign
50,113	80	tcp	null	0.028798	0	0	SF	ShAFf	4	216	2	112	Benign
6,924	53	udp	dns	0.010405	47	111	SF	Dd	1	75	1	139	Benign
11,127	53	udp	dns	0.011228	43	111	SF	Dd	1	71	1	139	Benign
47,308	80	tcp	http	0.243197	135	238	SF	ShADafF	4	315	4	406	Benign
32,258	53	udp	dns	0.01053	40	56	SF	Dd	1	68	1	84	Benign
8	0	icmp	null	0.016185	560	560	OTH	null	10	840	10	840	Benign
56,480	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
34,746	123	udp	null	0.182132	48	48	SF	Dd	1	76	1	76	Benign
50,136	443	tcp	null	0.149488	241	92	OTH	DdA	2	321	1	132	Benign
68	67	udp	dhcp	58.820979	3,000	0	S0	D	10	3,280	0	0	Benign
68	67	udp	dhcp	59.210177	3,000	0	S0	D	10	3,280	0	0	Benign
32,876	443	tcp	ssl	8.697266	3,733	4,865	S3	ShADadf	18	4,497	16	5,961	Benign
45,754	80	tcp	http	300.137453	292	775	SF	ShADadfFr	8	632	6	1,027	Benign
38,541	80	tcp	null	0.026558	0	0	SF	ShAFf	4	216	2	112	Benign
41,178	53	udp	dns	0.010101	47	111	SF	Dd	1	75	1	139	Benign
19,117	53	udp	dns	0.013632	43	111	SF	Dd	1	71	1	139	Benign
68	67	udp	dhcp	59.05572	3,000	0	S0	D	10	3,280	0	0	Benign
8	0	icmp	null	0.013672	560	560	OTH	null	10	840	10	840	Benign
39,734	123	udp	null	0.179506	48	48	SF	Dd	1	76	1	76	Benign
34,396	123	udp	null	0.184303	48	48	SF	Dd	1	76	1	76	Benign
68	67	udp	dhcp	57.279445	3,000	0	S0	D	10	3,280	0	0	Benign
5,353	5,353	udp	dns	7.004418	804	0	S0	D	4	916	0	0	Benign
5,353	5,353	udp	dns	7.004427	804	0	S0	D	4	916	0	0	Benign
5,353	5,353	udp	dns	7.004332	804	0	S0	D	4	996	0	0	Benign
44,658	80	tcp	http	300.115517	292	775	SF	ShADadfFr	9	684	7	1,486	Benign
38,824	80	tcp	null	0.025304	0	0	SF	ShAFf	4	216	2	112	Benign
68	67	udp	dhcp	58.463227	3,000	0	S0	D	10	3,280	0	0	Benign
51,754	53	udp	dns	0.00999	47	111	SF	Dd	1	75	1	139	Benign
31,176	53	udp	dns	0.031827	43	111	SF	Dd	1	71	1	139	Benign
13,571	53	udp	dns	0.010036	36	68	SF	Dd	1	64	1	96	Benign
51,089	80	tcp	http	0.235333	157	371	SF	ShADafF	4	337	4	539	Benign
52,806	80	tcp	http	0.247318	135	238	SF	ShADafF	4	315	4	406	Benign
50,959	53	udp	dns	0.010353	40	56	SF	Dd	1	68	1	84	Benign
8	0	icmp	null	0.02926	560	560	OTH	null	10	840	10	840	Benign
52,232	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
36,368	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
41,869	443	tcp	ssl	0.76686	1,371	6,195	SF	ShAaDdFf	14	1,951	12	6,683	Benign
40,199	443	tcp	ssl	1.199366	1,101	62,112	SF	ShADadtFRfR	59	3,505	56	64,465	Benign
11,265	53	udp	dns	0.009634	32	48	SF	Dd	1	60	1	76	Benign
56,510	53	udp	dns	0.011163	37	53	SF	Dd	1	65	1	81	Benign
42,409	53	udp	dns	0.01085	58	95	SF	Dd	1	86	1	123	Benign
68	67	udp	dhcp	59.195504	3,000	0	S0	D	10	3,280	0	0	Benign
32,876	443	tcp	null	0.107169	53	0	RSTR	DRr	2	133	1	40	Benign
41,317	53	udp	dns	0.01167	46	62	SF	Dd	1	74	1	90	Benign
42,715	443	tcp	ssl	160.395705	1,674	5,380	RSTR	ShADadr	11	2,134	10	5,788	Benign
68	67	udp	dhcp	58.80206	3,000	0	S0	D	10	3,280	0	0	Benign
59,800	80	tcp	http	300.085893	292	775	SF	ShADadfFr	8	632	6	1,027	Benign
38,827	80	tcp	null	0.026238	0	0	SF	ShAFf	4	216	2	112	Benign
48,690	53	udp	dns	0.009836	47	111	SF	Dd	1	75	1	139	Benign
44,260	53	udp	dns	0.012874	43	111	SF	Dd	1	71	1	139	Benign
33,054	80	tcp	http	0.2417	157	371	SF	ShADafF	4	337	4	539	Benign
51,558	80	tcp	http	0.242098	135	238	SF	ShADafF	4	315	4	406	Benign
43,782	53	udp	dns	0.011006	40	56	SF	Dd	1	68	1	84	Benign
17,328	53	udp	dns	0.011082	40	56	SF	Dd	1	68	1	84	Benign
8	0	icmp	null	0.014701	560	560	OTH	null	10	840	10	840	Benign
53,951	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
37,400	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
68	67	udp	dhcp	60.133894	3,000	0	S0	D	10	3,280	0	0	Benign
48,224	443	tcp	ssl	300.013908	3,562	4,865	SF	ShADadfFr	18	4,302	16	5,517	Benign
61,331	53	udp	dns	0.049854	46	62	SF	Dd	1	74	1	90	Benign
42,388	443	tcp	ssl	28.592532	3,733	4,865	RSTR	ShADadfr	18	4,497	17	6,001	Benign
68	67	udp	dhcp	60.760937	3,000	0	S0	D	10	3,280	0	0	Benign
42,398	80	tcp	http	300.143431	292	775	SF	ShADadfFr	8	632	6	1,027	Benign
50,119	80	tcp	null	0.047034	0	0	SF	ShAFf	4	216	2	112	Benign
51,232	53	udp	dns	0.013229	47	111	SF	Dd	1	75	1	139	Benign
50,422	53	udp	dns	0.016149	43	111	SF	Dd	1	71	1	139	Benign
43,201	80	tcp	http	0.234827	157	371	SF	ShADafF	4	337	4	539	Benign
36,484	80	tcp	http	0.242444	135	238	SF	ShADafF	4	315	4	406	Benign
24,555	53	udp	dns	0.011653	40	56	SF	Dd	1	68	1	84	Benign
34,337	53	udp	dns	0.011728	40	56	SF	Dd	1	68	1	84	Benign
68	67	udp	dhcp	59.503357	3,000	0	S0	D	10	3,280	0	0	Benign
8	0	icmp	null	0.009847	560	560	OTH	null	10	840	10	840	Benign
33,616	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
45,780	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
68	67	udp	dhcp	57.499586	3,000	0	S0	D	10	3,280	0	0	Benign
5,353	5,353	udp	dns	7.010949	804	0	S0	D	4	996	0	0	Benign
5,353	5,353	udp	dns	7.010957	804	0	S0	D	4	916	0	0	Benign
5,353	5,353	udp	dns	7.010967	804	0	S0	D	4	916	0	0	Benign
68	67	udp	dhcp	59.530458	3,000	0	S0	D	10	3,280	0	0	Benign
50,120	80	tcp	null	0.024746	0	0	SF	ShAFf	4	216	2	112	Benign
45,033	80	tcp	http	300.133906	292	775	SF	ShADadfFr	9	684	7	1,486	Benign
56,096	53	udp	dns	0.01088	47	111	SF	Dd	1	75	1	139	Benign
8,495	53	udp	dns	0.022367	43	111	SF	Dd	1	71	1	139	Benign
55,611	53	udp	dns	0.00944	36	68	SF	Dd	1	64	1	96	Benign
24,715	53	udp	dns	0.000481	36	68	SF	Dd	1	64	1	96	Benign
41,223	80	tcp	http	0.227964	157	371	SF	ShADafF	4	337	4	539	Benign
54,312	80	tcp	http	0.237846	135	238	SF	ShADafF	4	315	4	406	Benign
55,148	53	udp	dns	0.009366	40	56	SF	Dd	1	68	1	84	Benign
11,625	53	udp	dns	0.007042	40	56	SF	Dd	1	68	1	84	Benign