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
34,749	53	udp	dns	0.01204	36	68	SF	Dd	1	64	1	96	Benign
40,505	53	udp	dns	0.012038	36	68	SF	Dd	1	64	1	96	Benign
68	67	udp	dhcp	59.099385	3,000	0	S0	D	10	3,280	0	0	Benign
8	0	icmp	null	0.014977	560	560	OTH	null	10	840	10	840	Benign
38,999	123	udp	null	0.197158	48	48	SF	Dd	1	76	1	76	Benign
33,424	123	udp	null	0.196138	48	48	SF	Dd	1	76	1	76	Benign
68	67	udp	dhcp	60.250624	3,000	0	S0	D	10	3,280	0	0	Benign
53,778	443	tcp	null	0.112656	53	0	RSTR	DRr	2	133	1	40	Benign
5,267	53	udp	dns	0.011903	46	62	SF	Dd	1	74	1	90	Benign
68	67	udp	dhcp	59.86964	3,000	0	S0	D	10	3,280	0	0	Benign
39,049	80	tcp	http	300.122758	292	775	SF	ShADadfFr	8	632	6	1,027	Benign
36,268	80	tcp	null	0.025762	0	0	SF	ShAFf	4	216	2	112	Benign
63,908	53	udp	dns	0.00985	47	111	SF	Dd	1	75	1	139	Benign
8,170	53	udp	dns	0.010236	43	111	SF	Dd	1	71	1	139	Benign
49,912	80	tcp	http	0.252344	135	238	SF	ShADafF	4	315	4	406	Benign
60,866	80	tcp	http	0.25822	157	371	SF	ShADafF	4	337	4	539	Benign
31,775	53	udp	dns	0.009732	40	56	SF	Dd	1	68	1	84	Benign
61,267	53	udp	dns	0.008784	40	56	SF	Dd	1	68	1	84	Benign
8	0	icmp	null	0.015116	560	560	OTH	null	10	840	10	840	Benign
60,157	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
38,935	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
5,353	5,353	udp	dns	20.411436	525	0	S0	D	7	721	0	0	Benign
5,353	5,353	udp	dns	20.411314	525	0	S0	D	7	721	0	0	Benign
5,353	5,353	udp	dns	20.411316	525	0	S0	D	7	861	0	0	Benign
68	67	udp	dhcp	59.445027	3,000	0	S0	D	10	3,280	0	0	Benign
41,249	443	tcp	ssl	8.867666	3,733	4,865	S3	ShADadf	17	4,445	15	5,852	Benign
68	67	udp	dhcp	59.00229	3,000	0	S0	D	10	3,280	0	0	Benign
50,136	443	tcp	null	0.124	241	92	OTH	DdA	2	321	1	132	Benign
36,269	80	tcp	null	0.02152	0	0	SF	ShAFf	4	216	2	112	Benign
39,042	80	tcp	http	300.180598	292	775	SF	ShADadfFr	8	632	6	1,027	Benign
57,907	53	udp	dns	0.010655	47	111	SF	Dd	1	75	1	139	Benign
39,730	53	udp	dns	0.014539	43	111	SF	Dd	1	71	1	139	Benign
54,422	80	tcp	http	0.400503	135	238	SF	ShADafF	4	315	4	406	Benign
8,929	53	udp	dns	0.009818	40	56	SF	Dd	1	68	1	84	Benign
8	0	icmp	null	0.030141	560	560	OTH	null	10	840	10	840	Benign
33,512	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
33,692	123	udp	null	0.190836	48	48	SF	Dd	1	76	1	76	Benign
68	67	udp	dhcp	58.020596	3,000	0	S0	D	10	3,280	0	0	Benign
5,353	5,353	udp	dns	0.101388	412	0	S0	D	2	468	0	0	Benign
68	67	udp	dhcp	59.071772	3,000	0	S0	D	10	3,280	0	0	Benign
5,353	5,353	udp	dns	7.00513	804	0	S0	D	4	916	0	0	Benign
5,353	5,353	udp	dns	7.005141	1,247	0	S0	D	6	1,415	0	0	Benign
5,353	5,353	udp	dns	7.005132	1,247	0	S0	D	6	1,535	0	0	Benign
58,211	80	tcp	http	300.130745	292	775	SF	ShADadfFr	8	632	6	1,027	Benign
38,818	80	tcp	null	0.031193	0	0	SF	ShAFaf	4	216	3	164	Benign
62,412	53	udp	dns	0.009826	47	111	SF	Dd	1	75	1	139	Benign
12,891	53	udp	dns	0.010797	43	111	SF	Dd	1	71	1	139	Benign
42,789	53	udp	dns	0.009802	36	68	SF	Dd	1	64	1	96	Benign
10,849	53	udp	dns	0.009878	36	68	SF	Dd	1	64	1	96	Benign
56,482	80	tcp	http	0.228612	157	371	SF	ShADafF	4	337	4	539	Benign
41,400	80	tcp	http	0.239698	135	238	SF	ShADafF	4	315	4	406	Benign
1,912	53	udp	dns	0.010202	40	56	SF	Dd	1	68	1	84	Benign
68	67	udp	dhcp	59.296303	3,000	0	S0	D	10	3,280	0	0	Benign
8	0	icmp	null	0.020837	560	560	OTH	null	10	840	10	840	Benign
59,809	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
46,058	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
68	67	udp	dhcp	59.215546	3,000	0	S0	D	10	3,280	0	0	Benign
68	67	udp	dhcp	59.045048	3,000	0	S0	D	10	3,280	0	0	Benign
41,249	443	tcp	null	0.109003	53	0	RSTR	DRr	2	133	1	40	Benign
20,003	53	udp	dns	0.051921	46	62	SF	Dd	1	74	1	90	Benign
50,110	80	tcp	null	0.026623	0	0	SF	ShAFf	4	216	2	112	Benign
37,004	80	tcp	http	300.150976	292	775	SF	ShADadfFr	8	632	6	1,027	Benign
37,633	53	udp	dns	0.010418	47	111	SF	Dd	1	75	1	139	Benign
53,928	53	udp	dns	0.010755	43	111	SF	Dd	1	71	1	139	Benign
46,998	80	tcp	http	0.238365	135	238	SF	ShADafF	4	315	4	406	Benign
59,094	80	tcp	http	0.242081	157	371	SF	ShADafF	4	337	4	539	Benign
35,445	53	udp	dns	0.010375	40	56	SF	Dd	1	68	1	84	Benign
28,266	53	udp	dns	0.00952	40	56	SF	Dd	1	68	1	84	Benign
8	0	icmp	null	0.022665	560	560	OTH	null	10	840	10	840	Benign
46,364	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
34,692	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
48,327	443	tcp	ssl	68.419095	4,373	4,865	RSTR	ShADadfr	18	5,125	18	5,972	Benign
68	67	udp	dhcp	59.605267	3,000	0	S0	D	10	3,280	0	0	Benign
68	67	udp	dhcp	59.359014	3,000	0	S0	D	10	3,280	0	0	Benign
40,707	53	udp	dns	0.010117	47	111	SF	Dd	1	75	1	139	Benign
32,925	80	tcp	http	305.156469	146	775	SF	ShADadfF	11	606	5	987	Benign
38,820	80	tcp	null	0.038644	0	0	SF	ShAFf	4	216	2	112	Benign
51,732	53	udp	dns	0.038227	47	111	SF	Dd	1	75	1	139	Benign
50,957	53	udp	dns	0.01055	43	111	SF	Dd	1	71	1	139	Benign
32,925	80	tcp	null	null	null	null	SH	F	1	40	0	0	Benign
59,497	80	tcp	http	0.22972	157	371	SF	ShADafF	4	337	4	539	Benign
58,012	80	tcp	http	0.245494	135	238	SF	ShADafF	4	315	4	406	Benign
44,853	53	udp	dns	0.011085	40	56	SF	Dd	1	68	1	84	Benign
27,036	53	udp	dns	0.010471	40	56	SF	Dd	1	68	1	84	Benign
8	0	icmp	null	0.015446	560	560	OTH	null	10	840	10	840	Benign
52,064	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
58,681	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
68	67	udp	dhcp	58.959937	3,000	0	S0	D	10	3,280	0	0	Benign
57,315	53	udp	dns	0.010341	46	62	SF	Dd	1	74	1	90	Benign
68	67	udp	dhcp	57.525134	3,000	0	S0	D	10	3,280	0	0	Benign
5,353	5,353	udp	dns	7.005739	804	0	S0	D	4	916	0	0	Benign
5,353	5,353	udp	dns	7.005713	804	0	S0	D	4	996	0	0	Benign
5,353	5,353	udp	dns	7.005734	804	0	S0	D	4	916	0	0	Benign
38,308	80	tcp	http	300.181727	292	775	SF	ShADadfFr	8	632	6	1,027	Benign
36,273	80	tcp	null	0.025358	0	0	SF	ShAFf	4	216	2	112	Benign
9,240	53	udp	dns	0.01118	47	111	SF	Dd	1	75	1	139	Benign
25,525	53	udp	dns	0.011105	43	111	SF	Dd	1	71	1	139	Benign
42,892	53	udp	dns	0.009119	36	68	SF	Dd	1	64	1	96	Benign
6,708	53	udp	dns	0.001252	36	68	SF	Dd	1	64	1	96	Benign
33,490	80	tcp	http	0.2275	135	238	SF	ShADafF	4	315	4	406	Benign