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	missed_bytes int64 0 20.3k	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
53,699	443	tcp	null	0.011744	0	0	SF	0	ShAFf	4	172	2	92	Benign
46,611	123	udp	null	0.109189	48	48	SF	0	Dd	1	76	1	76	Benign
45,080	53	udp	dns	0.119429	34	297	SF	0	Dd	1	62	1	325	Benign
34,439	123	udp	null	0.114183	48	48	SF	0	Dd	1	76	1	76	Benign
56,707	443	tcp	null	0.011496	0	0	SF	0	ShAFaf	4	172	3	132	Benign
43,036	53	udp	dns	0.050204	34	297	SF	0	Dd	1	62	1	325	Benign
34,258	123	udp	null	0.27034	48	48	SF	0	Dd	1	76	1	76	Benign
56,708	443	tcp	null	0.011493	0	0	SF	0	ShAFf	4	172	2	92	Benign
37,562	53	udp	dns	0.062708	34	295	SF	0	Dd	1	62	1	323	Benign
60,701	80	tcp	http	0.089446	1,847	1,539	SF	0	ShADadtfF	7	2,151	7	1,831	Benign
57,105	80	tcp	http	0.10394	1,847	791	SF	0	ShADadfF	6	2,099	6	1,043	Benign
40,550	80	tcp	http	0.063713	1,163	1,503	SF	0	ShADadtfF	6	1,427	6	1,755	Benign
49,245	80	tcp	http	0.207133	2,902	5,263	SF	4,006	ShADacgdFf	10	3,314	4	1,429	Benign
40,552	80	tcp	http	0.072708	1,162	775	SF	0	ShADadfF	5	1,374	5	987	Benign
60,889	80	tcp	http	0.234116	1,595	177	SF	0	ShADadfF	7	1,887	7	469	Benign
58,711	53	udp	dns	0.068209	37	179	SF	0	Dd	1	65	1	207	Benign
53,001	53	udp	dns	0.007997	37	442	SF	0	Dd	1	65	1	470	Benign
47,828	53	udp	dns	0.0005	37	100	SF	0	Dd	1	65	1	128	Benign
52,880	53	udp	dns	0.000751	37	132	SF	0	Dd	1	65	1	160	Benign
51,330	53	udp	dns	0.225626	46	209	SF	0	Dd	1	74	1	237	Benign
47,296	53	udp	dns	0.004498	46	472	SF	0	Dd	1	74	1	500	Benign
59,967	53	udp	dns	0.000499	46	141	SF	0	Dd	1	74	1	169	Benign
38,286	53	udp	dns	0.000501	46	173	SF	0	Dd	1	74	1	201	Benign
59,005	53	udp	dns	0.000749	46	141	SF	0	Dd	1	74	1	169	Benign
51,156	53	udp	dns	0.0005	46	173	SF	0	Dd	1	74	1	201	Benign
53,836	53	udp	dns	0.132915	41	124	SF	0	Dd	1	69	1	152	Benign
60,707	80	tcp	http	0.106189	4,038	791	SF	2,920	ShADCaGdfF	6	1,370	8	1,115	Benign
48,529	53	udp	dns	0.00074	37	100	SF	0	Dd	1	65	1	128	Benign
59,075	53	udp	dns	0.000499	37	132	SF	0	Dd	1	65	1	160	Benign
53,709	443	tcp	null	0.011494	0	0	SF	0	ShAFf	4	172	2	92	Benign
58,072	53	udp	dns	0.05221	34	297	SF	0	Dd	1	62	1	325	Benign
68	67	udp	dhcp	0.000993	300	300	SF	0	Dd	1	328	1	328	Benign
53,710	443	tcp	null	0.011245	0	0	SF	0	ShAFf	5	212	3	144	Benign
35,460	53	udp	dns	0.055962	34	311	SF	0	Dd	1	62	1	339	Benign
38,690	123	udp	null	0.016733	48	48	SF	0	Dd	1	76	1	76	Benign
50,730	123	udp	null	0.109684	48	48	SF	0	Dd	1	76	1	76	Benign
43,393	123	udp	null	0.114429	48	48	SF	0	Dd	1	76	1	76	Benign
53,711	443	tcp	null	0.011493	0	0	SF	0	ShAFf	4	172	2	92	Benign
47,688	53	udp	dns	0.053468	34	311	SF	0	Dd	1	62	1	339	Benign
56,719	443	tcp	null	0.011245	0	0	SF	0	ShAFf	4	172	2	92	Benign
34,302	53	udp	dns	0.048213	34	311	SF	0	Dd	1	62	1	339	Benign
39,011	123	udp	null	0.269581	48	48	SF	0	Dd	1	76	1	76	Benign
57,115	80	tcp	http	0.094196	1,846	1,539	SF	1,539	ShADacfgF	7	2,138	5	204	Benign
60,713	80	tcp	http	0.121679	1,846	791	SF	0	ShADadfF	6	2,098	6	1,035	Benign
52,423	53	udp	dns	0.199885	37	179	SF	0	Dd	1	65	1	207	Benign
37,599	53	udp	dns	0.003998	37	442	SF	0	Dd	1	65	1	470	Benign
43,998	53	udp	dns	0.000498	37	100	SF	0	Dd	1	65	1	128	Benign
52,105	53	udp	dns	0.00075	37	132	SF	0	Dd	1	65	1	160	Benign
56,722	443	tcp	null	0.01149	0	0	SF	0	ShAFf	5	212	3	144	Benign
35,913	53	udp	dns	0.206879	34	297	SF	0	Dd	1	62	1	325	Benign
56,723	443	tcp	null	0.011243	0	0	SF	0	ShAFf	4	172	2	92	Benign
49,907	53	udp	dns	0.058472	34	297	SF	0	Dd	1	62	1	325	Benign
60,899	80	tcp	http	1.170584	860	182	SF	0	ShADadFf	7	1,164	4	354	Benign
60,900	80	tcp	http	0.155662	8,823	182	SF	7,363	ShADCaGdFf	6	1,712	10	594	Benign
60,901	80	tcp	http	0.165407	2,553	182	SF	0	ShADadFf	8	3,978	5	406	Benign
38,807	53	udp	dns	0.108433	41	116	SF	0	Dd	1	69	1	144	Benign
44,527	53	udp	dns	0.11019	41	124	SF	0	Dd	1	69	1	152	Benign
42,057	53	udp	dns	0.000498	41	41	SF	0	Dd	1	69	1	69	Benign
58,987	53	udp	dns	0.0005	41	57	SF	0	Dd	1	69	1	85	Benign
39,542	53	udp	dns	0.000499	41	41	SF	0	Dd	1	69	1	69	Benign
44,238	53	udp	dns	0.000499	41	57	SF	0	Dd	1	69	1	85	Benign
35,692	53	udp	dns	0.0005	41	41	SF	0	Dd	1	69	1	69	Benign
55,713	53	udp	dns	0.0005	41	57	SF	0	Dd	1	69	1	85	Benign
60,902	80	tcp	http	125.21436	910	182	RSTR	0	ShADadfr	7	1,202	6	434	Benign
53,721	443	tcp	null	0.011492	0	0	SF	0	ShAFf	4	172	2	92	Benign
38,092	53	udp	dns	0.058485	34	311	SF	0	Dd	1	62	1	339	Benign
58,805	123	udp	null	0.016969	48	48	SF	0	Dd	1	76	1	76	Benign
55,520	123	udp	null	0.109427	48	48	SF	0	Dd	1	76	1	76	Benign
35,983	123	udp	null	0.11668	48	48	SF	0	Dd	1	76	1	76	Benign
53,722	443	tcp	null	0.011493	0	0	SF	0	ShAFf	4	172	2	92	Benign
43,799	53	udp	dns	0.066709	34	297	SF	0	Dd	1	62	1	325	Benign
51,285	123	udp	null	0.270107	48	48	SF	0	Dd	1	76	1	76	Benign
37,653	443	tcp	null	78,840.329305	25,624	22,995	OTH	0	AaDd	3,291	157,263	2,667	129,675	Benign
1,900	1,900	udp	null	70,334.105742	2,550,936	0	S0	0	D	8,124	2,778,408	0	0	Benign
5,353	5,353	udp	dns	null	null	null	S0	0	D	1	391	0	0	Benign
68	67	udp	dhcp	60.555587	3,000	0	S0	0	D	10	3,280	0	0	Benign
68	67	udp	dhcp	58.101145	3,000	0	S0	0	D	10	3,280	0	0	Benign
5,353	5,353	udp	dns	7.005272	804	0	S0	0	D	4	916	0	0	Benign
5,353	5,353	udp	dns	7.005263	804	0	S0	0	D	4	916	0	0	Benign
5,353	5,353	udp	dns	7.005255	804	0	S0	0	D	4	996	0	0	Benign
68	67	udp	dhcp	59.007533	3,000	0	S0	0	D	10	3,280	0	0	Benign
68	67	udp	dhcp	60.591687	3,000	0	S0	0	D	10	3,280	0	0	Benign
68	67	udp	dhcp	61.018114	3,000	0	S0	0	D	10	3,280	0	0	Benign
43,216	80	tcp	http	0.356214	135	238	SF	0	ShADafF	4	315	4	406	Benign
40,621	80	tcp	null	0.33274	0	0	SF	0	ShAFf	4	216	2	112	Benign
40,623	80	tcp	null	0.300101	0	0	SF	0	ShAFf	4	216	2	112	Benign
40,624	80	tcp	null	0.310657	0	0	SF	0	ShAFf	4	216	2	112	Benign
59,744	53	udp	dns	0.011518	43	111	SF	0	Dd	1	71	1	139	Benign
55,971	53	udp	dns	0.015621	40	56	SF	0	Dd	1	68	1	84	Benign
41,548	53	udp	dns	0.015581	40	104	SF	0	Dd	1	68	1	132	Benign
33,413	443	tcp	ssl	0.273075	684	72,877	RSTO	0	ShADadRRR	54	3,068	56	75,797	Benign
54,908	443	tcp	ssl	2.843592	2,651	3,769	SF	0	ShADadFf	14	3,231	10	4,177	Benign
1,112	53	udp	dns	0.012246	33	49	SF	0	Dd	1	61	1	77	Benign
16,356	53	udp	dns	0.189103	37	53	SF	0	Dd	1	65	1	81	Benign
1,255	53	udp	dns	0.013419	36	68	SF	0	Dd	1	64	1	96	Benign
12,231	53	udp	dns	0.016521	41	57	SF	0	Dd	1	69	1	85	Benign
39,474	53	udp	dns	0.011252	33	49	SF	0	Dd	1	61	1	77	Benign
57,819	53	udp	dns	0.013156	33	49	SF	0	Dd	1	61	1	77	Benign
60,048	53	udp	dns	0.01329	40	56	SF	0	Dd	1	68	1	84	Benign
43,654	53	udp	dns	0.118298	37	53	SF	0	Dd	1	65	1	81	Benign