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
11,690	53	udp	dns	0.014735	36	68	SF	Dd	1	64	1	96	Benign
58,739	80	tcp	http	0.297208	157	371	SF	ShADafF	4	337	4	539	Benign
41,346	80	tcp	http	0.267357	135	238	SF	ShADafF	4	315	4	406	Benign
46,747	53	udp	dns	0.012469	40	56	SF	Dd	1	68	1	84	Benign
17,528	53	udp	dns	0.012544	40	56	SF	Dd	1	68	1	84	Benign
8	0	icmp	null	0.019863	560	560	OTH	null	10	840	10	840	Benign
48,064	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
49,898	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
68	67	udp	dhcp	58.640176	3,000	0	S0	D	10	3,280	0	0	Benign
68	67	udp	dhcp	59.133941	3,000	0	S0	D	10	3,280	0	0	Benign
55,193	443	tcp	null	0.108866	53	0	RSTR	DRr	2	133	1	40	Benign
38,849	53	udp	dns	0.013915	46	62	SF	Dd	1	74	1	90	Benign
41,097	443	tcp	ssl	47.769808	5,247	4,865	RSTR	ShADadfr	18	6,011	19	6,081	Benign
38,803	80	tcp	null	0.026819	0	0	SF	ShAFfa	5	268	4	228	Benign
42,197	80	tcp	http	300.087594	292	775	SF	ShADadfFr	8	632	6	1,027	Benign
1,657	53	udp	dns	0.012423	47	111	SF	Dd	1	75	1	139	Benign
18,170	53	udp	dns	0.016974	43	111	SF	Dd	1	71	1	139	Benign
57,967	80	tcp	http	0.386166	135	238	SF	ShADafF	4	315	4	406	Benign
39,272	80	tcp	http	0.364104	157	371	SF	ShADafF	4	337	4	539	Benign
68	67	udp	dhcp	58.435321	3,000	0	S0	D	10	3,280	0	0	Benign
1,940	53	udp	dns	0.015384	40	56	SF	Dd	1	68	1	84	Benign
8	0	icmp	null	0.011259	560	560	OTH	null	10	840	10	840	Benign
48,433	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
54,659	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
68	67	udp	dhcp	59.527556	3,000	0	S0	D	10	3,280	0	0	Benign
51,467	53	udp	dns	0.01168	46	62	SF	Dd	1	74	1	90	Benign
57,545	443	tcp	ssl	66.557389	4,261	4,865	RSTR	ShADadfr	17	4,961	17	5,553	Benign
68	67	udp	dhcp	58.941493	3,000	0	S0	D	10	3,280	0	0	Benign
54,924	80	tcp	http	300.140121	292	775	SF	ShADadfFr	8	632	6	1,027	Benign
38,522	80	tcp	null	0.037164	0	0	SF	ShAFf	4	216	2	112	Benign
55,734	53	udp	dns	0.016347	47	111	SF	Dd	1	75	1	139	Benign
7,613	53	udp	dns	0.02467	43	111	SF	Dd	1	71	1	139	Benign
51,169	80	tcp	http	0.236911	135	238	SF	ShADafF	4	315	4	406	Benign
45,108	80	tcp	http	0.239707	157	371	SF	ShADafF	4	337	4	539	Benign
33,324	53	udp	dns	0.012039	40	56	SF	Dd	1	68	1	84	Benign
55,914	53	udp	dns	0.003952	40	56	SF	Dd	1	68	1	84	Benign
8	0	icmp	null	0.038358	560	560	OTH	null	10	840	10	840	Benign
37,520	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
43,538	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
68	67	udp	dhcp	60.648468	3,000	0	S0	D	10	3,280	0	0	Benign
5,353	5,353	udp	dns	7.013786	1,087	0	S0	D	6	1,255	0	0	Benign
5,353	5,353	udp	dns	7.013791	1,216	0	S0	D	6	1,384	0	0	Benign
5,353	5,353	udp	dns	7.013681	1,087	0	S0	D	6	1,375	0	0	Benign
68	67	udp	dhcp	57.944399	3,000	0	S0	D	10	3,280	0	0	Benign
54,164	80	tcp	http	300.134993	292	775	SF	ShADadfFr	9	684	7	1,486	Benign
38,523	80	tcp	null	0.026637	0	0	SF	ShAFf	4	216	2	112	Benign
25,556	53	udp	dns	0.01062	47	111	SF	Dd	1	75	1	139	Benign
54,147	53	udp	dns	0.012549	43	111	SF	Dd	1	71	1	139	Benign
26,515	53	udp	dns	0.010265	36	68	SF	Dd	1	64	1	96	Benign
4,741	53	udp	dns	0.005728	36	68	SF	Dd	1	64	1	96	Benign
47,785	80	tcp	http	0.259778	135	238	SF	ShADafF	4	315	4	406	Benign
53,347	53	udp	dns	0.012262	40	56	SF	Dd	1	68	1	84	Benign
68	67	udp	dhcp	58.480505	3,000	0	S0	D	10	3,280	0	0	Benign
8	0	icmp	null	0.014866	560	560	OTH	null	10	840	10	840	Benign
50,519	123	udp	null	0.185756	48	48	SF	Dd	1	76	1	76	Benign
46,542	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
50,136	443	tcp	null	0.135293	241	92	OTH	DdA	2	321	1	132	Benign
46,558	53	udp	dns	0.009883	46	62	SF	Dd	1	74	1	90	Benign
68	67	udp	dhcp	58.842557	3,000	0	S0	D	10	3,280	0	0	Benign
34,712	80	tcp	http	300.125669	292	775	SF	ShADadfFr	8	632	6	1,027	Benign
36,258	80	tcp	null	0.039	0	0	SF	ShAFf	4	216	2	112	Benign
68	67	udp	dhcp	58.72503	3,000	0	S0	D	10	3,280	0	0	Benign
63,650	53	udp	dns	0.014181	47	111	SF	Dd	1	75	1	139	Benign
51,956	53	udp	dns	0.015639	43	111	SF	Dd	1	71	1	139	Benign
58,175	80	tcp	http	0.233887	157	371	SF	ShADafF	4	337	4	539	Benign
4,521	53	udp	dns	0.012176	40	56	SF	Dd	1	68	1	84	Benign
8	0	icmp	null	0.031575	560	560	OTH	null	10	840	10	840	Benign
41,090	123	udp	null	null	null	null	S0	D	1	76	0	0	Benign
48,342	123	udp	null	0.190132	48	48	SF	Dd	1	76	1	76	Benign
34,420	443	tcp	ssl	8.672614	3,733	4,865	S3	ShADadf	18	4,497	16	5,961	Benign
57,953	443	tcp	null	0.365445	383	174	SF	DdAtfFa	7	675	5	374	Benign
68	67	udp	dhcp	59.755464	3,000	0	S0	D	10	3,280	0	0	Benign
34,420	443	tcp	null	0.11665	53	0	RSTR	DRr	2	133	1	40	Benign
51,939	53	udp	dns	0.0124	46	62	SF	Dd	1	74	1	90	Benign
68	67	udp	dhcp	60.336176	3,000	0	S0	D	10	3,280	0	0	Benign
60,193	80	tcp	http	300.132762	292	775	SF	ShADadfFr	8	632	6	1,027	Benign
38,525	80	tcp	null	0.025629	0	0	SF	ShAFf	4	216	2	112	Benign
35,144	53	udp	dns	0.013466	47	111	SF	Dd	1	75	1	139	Benign
1,788	53	udp	dns	0.032341	43	111	SF	Dd	1	71	1	139	Benign
8	0	icmp	null	0.025885	560	560	OTH	null	10	840	10	840	Benign
57,853	123	udp	null	0.181651	48	48	SF	Dd	1	76	1	76	Benign
40,912	123	udp	null	0.180162	48	48	SF	Dd	1	76	1	76	Benign
68	67	udp	dhcp	59.663556	3,000	0	S0	D	10	3,280	0	0	Benign
45,941	443	tcp	ssl	299.947499	4,618	4,865	SF	ShADadfFr	21	5,502	20	6,121	Benign
39,847	53	udp	dns	0.033153	46	62	SF	Dd	1	74	1	90	Benign
5,353	5,353	udp	dns	7.00806	804	0	S0	D	4	916	0	0	Benign
5,353	5,353	udp	dns	7.008045	804	0	S0	D	4	916	0	0	Benign
5,353	5,353	udp	dns	7.008036	804	0	S0	D	4	996	0	0	Benign
68	67	udp	dhcp	58.226316	3,000	0	S0	D	10	3,280	0	0	Benign
56,146	80	tcp	http	300.176227	292	775	SF	ShADadfFr	8	632	6	1,027	Benign
38,808	80	tcp	null	0.070161	0	0	SF	ShAFf	4	216	2	112	Benign
25,651	53	udp	dns	0.010039	47	111	SF	Dd	1	75	1	139	Benign
30,900	53	udp	dns	0.014084	43	111	SF	Dd	1	71	1	139	Benign
26,301	53	udp	dns	0.017321	36	68	SF	Dd	1	64	1	96	Benign
17,470	53	udp	dns	0.013375	36	68	SF	Dd	1	64	1	96	Benign
49,464	80	tcp	http	0.24073	157	371	SF	ShADafF	4	337	4	539	Benign
37,805	80	tcp	http	0.253539	135	238	SF	ShADafF	4	315	4	406	Benign
50,485	53	udp	dns	0.011296	40	56	SF	Dd	1	68	1	84	Benign
53,412	53	udp	dns	0.011359	40	56	SF	Dd	1	68	1	84	Benign
68	67	udp	dhcp	58.819587	3,000	0	S0	D	10	3,280	0	0	Benign