Datasets:

19kmunz
/

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
35,145	53	udp	dns	0.047963	34	311	SF	0	Dd	1	62	1	339	Benign
40,144	123	udp	null	0.269841	48	48	SF	0	Dd	1	76	1	76	Benign
58,542	443	tcp	null	0.012992	0	0	SF	0	ShAFf	4	172	2	92	Benign
60,611	53	udp	dns	0.108678	34	297	SF	0	Dd	1	62	1	325	Benign
60,665	80	tcp	http	0.092946	1,847	1,539	SF	0	ShADadtfF	7	2,139	7	1,823	Benign
57,069	80	tcp	http	0.117683	1,847	791	SF	0	ShADadfF	6	2,099	6	1,035	Benign
38,980	53	udp	dns	0.11568	37	179	SF	0	Dd	1	65	1	207	Benign
33,729	53	udp	dns	0.004249	37	442	SF	0	Dd	1	65	1	470	Benign
50,609	53	udp	dns	0.0005	37	100	SF	0	Dd	1	65	1	128	Benign
34,137	53	udp	dns	0.000502	37	132	SF	0	Dd	1	65	1	160	Benign
53,668	443	tcp	null	0.011744	0	0	SF	0	ShAFf	4	172	2	92	Benign
46,841	53	udp	dns	0.057713	34	297	SF	0	Dd	1	62	1	325	Benign
53,669	443	tcp	null	0.011743	0	0	SF	0	ShAFf	4	172	2	92	Benign
37,601	53	udp	dns	0.126168	34	297	SF	0	Dd	1	62	1	325	Benign
45,407	123	udp	null	0.017221	48	48	SF	0	Dd	1	76	1	76	Benign
56,677	443	tcp	null	0.011493	0	0	SF	0	ShAFf	4	172	2	92	Benign
60,056	53	udp	dns	0.044467	34	297	SF	0	Dd	1	62	1	325	Benign
60,966	123	udp	null	0.111429	48	48	SF	0	Dd	1	76	1	76	Benign
56,544	123	udp	null	0.11618	48	48	SF	0	Dd	1	76	1	76	Benign
56,678	443	tcp	null	0.011492	0	0	SF	0	ShAFf	5	212	3	144	Benign
42,913	53	udp	dns	0.051964	34	297	SF	0	Dd	1	62	1	325	Benign
55,745	123	udp	null	0.270092	48	48	SF	0	Dd	1	76	1	76	Benign
60,671	80	tcp	http	0.088947	1,847	1,539	SF	1,539	ShADacfgF	7	2,139	5	204	Benign
57,075	80	tcp	http	0.118432	1,847	791	SF	0	ShADadfF	6	2,099	6	1,043	Benign
37,003	53	udp	dns	0.056699	37	179	SF	0	Dd	1	65	1	207	Benign
36,088	53	udp	dns	0.009247	37	442	SF	0	Dd	1	65	1	470	Benign
58,584	53	udp	dns	0.000498	37	100	SF	0	Dd	1	65	1	128	Benign
55,930	53	udp	dns	0.0005	37	132	SF	0	Dd	1	65	1	160	Benign
53,674	443	tcp	null	0.011491	0	0	SF	0	ShAFf	5	212	3	144	Benign
34,698	53	udp	dns	0.056469	34	297	SF	0	Dd	1	62	1	325	Benign
53,675	443	tcp	null	0.011493	0	0	SF	0	ShAFf	5	212	3	144	Benign
40,766	53	udp	dns	0.056699	34	297	SF	0	Dd	1	62	1	325	Benign
56,683	443	tcp	null	0.011496	0	0	SF	0	ShAFaf	4	172	3	132	Benign
37,842	53	udp	dns	0.107187	34	281	SF	0	Dd	1	62	1	309	Benign
36,851	123	udp	null	0.017227	48	48	SF	0	Dd	1	76	1	76	Benign
33,306	123	udp	null	0.109935	48	48	SF	0	Dd	1	76	1	76	Benign
53,677	443	tcp	null	0.011492	0	0	SF	0	ShAFf	5	212	3	144	Benign
51,838	53	udp	dns	0.074453	34	297	SF	0	Dd	1	62	1	325	Benign
55,343	123	udp	null	0.114181	48	48	SF	0	Dd	1	76	1	76	Benign
35,357	123	udp	null	0.27009	48	48	SF	0	Dd	1	76	1	76	Benign
60,677	80	tcp	http	0.093695	1,847	1,539	SF	1,539	ShADacfgF	7	2,139	5	204	Benign
57,081	80	tcp	http	0.121431	1,847	791	SF	0	ShADadfF	6	2,099	6	1,035	Benign
59,474	53	udp	dns	0.060457	37	179	SF	0	Dd	1	65	1	207	Benign
60,977	53	udp	dns	0.00475	37	442	SF	0	Dd	1	65	1	470	Benign
41,153	53	udp	dns	0.000501	37	100	SF	0	Dd	1	65	1	128	Benign
47,857	53	udp	dns	0.000499	37	132	SF	0	Dd	1	65	1	160	Benign
56,687	443	tcp	null	0.011498	0	0	SF	0	ShAFaf	4	172	3	132	Benign
56,080	53	udp	dns	0.058712	34	281	SF	0	Dd	1	62	1	309	Benign
53,681	443	tcp	null	0.011492	0	0	SF	0	ShAFf	5	212	3	144	Benign
39,476	53	udp	dns	0.112178	34	297	SF	0	Dd	1	62	1	325	Benign
56,689	443	tcp	null	0.011251	0	0	SF	0	ShAFf	5	212	3	144	Benign
51,743	53	udp	dns	0.056214	34	297	SF	0	Dd	1	62	1	325	Benign
56,690	443	tcp	null	0.011495	0	0	SF	0	ShAFf	5	212	3	144	Benign
46,770	53	udp	dns	0.068203	34	297	SF	0	Dd	1	62	1	325	Benign
53,042	123	udp	null	0.016985	48	48	SF	0	Dd	1	76	1	76	Benign
40,121	123	udp	null	0.109428	48	48	SF	0	Dd	1	76	1	76	Benign
36,227	123	udp	null	0.114177	48	48	SF	0	Dd	1	76	1	76	Benign
57,086	80	tcp	http	0.092945	1,847	1,539	SF	0	ShADadtfF	7	2,151	7	1,831	Benign
60,684	80	tcp	http	0.12418	1,847	791	SF	0	ShADadfF	6	2,099	6	1,043	Benign
35,128	53	udp	dns	0.061951	37	179	SF	0	Dd	1	65	1	207	Benign
33,836	53	udp	dns	0.007996	37	442	SF	0	Dd	1	65	1	470	Benign
54,091	53	udp	dns	0.000499	37	100	SF	0	Dd	1	65	1	128	Benign
58,906	53	udp	dns	0.000499	37	132	SF	0	Dd	1	65	1	160	Benign
53,686	443	tcp	null	0.011492	0	0	SF	0	ShAFf	4	172	2	92	Benign
40,814	53	udp	dns	0.111933	34	297	SF	0	Dd	1	62	1	325	Benign
58,696	123	udp	null	0.271598	48	48	SF	0	Dd	1	76	1	76	Benign
56,694	443	tcp	null	0.011245	0	0	SF	0	ShAFf	5	212	3	144	Benign
40,614	53	udp	dns	0.115191	34	281	SF	0	Dd	1	62	1	309	Benign
56,695	443	tcp	null	0.011494	0	0	SF	0	ShAFf	4	172	2	92	Benign
50,406	53	udp	dns	0.111689	34	295	SF	0	Dd	1	62	1	323	Benign
56,696	443	tcp	null	0.011492	0	0	SF	0	ShAFf	4	172	2	92	Benign
39,480	53	udp	dns	0.191896	34	295	SF	0	Dd	1	62	1	323	Benign
57,092	80	tcp	http	0.089198	1,847	1,539	SF	0	ShADadtfF	7	2,151	7	1,831	Benign
60,690	80	tcp	http	0.107438	1,847	791	SF	0	ShADadfF	6	2,099	6	1,043	Benign
50,660	53	udp	dns	0.047465	37	179	SF	0	Dd	1	65	1	207	Benign
54,540	53	udp	dns	0.007997	37	442	SF	0	Dd	1	65	1	470	Benign
54,729	53	udp	dns	0.0005	37	100	SF	0	Dd	1	65	1	128	Benign
37,127	53	udp	dns	0.0005	37	132	SF	0	Dd	1	65	1	160	Benign
56,699	443	tcp	null	0.011493	0	0	SF	0	ShAFf	5	212	3	144	Benign
37,087	53	udp	dns	0.127172	34	281	SF	0	Dd	1	62	1	309	Benign
58,370	123	udp	null	0.016981	48	48	SF	0	Dd	1	76	1	76	Benign
35,406	123	udp	null	0.10968	48	48	SF	0	Dd	1	76	1	76	Benign
59,394	123	udp	null	0.116689	48	48	SF	0	Dd	1	76	1	76	Benign
53,693	443	tcp	null	0.011746	0	0	SF	0	ShAFaf	4	172	3	132	Benign
49,062	53	udp	dns	0.056219	34	297	SF	0	Dd	1	62	1	325	Benign
57,477	123	udp	null	null	null	null	S0	0	D	1	76	0	0	Benign
38,896	123	udp	null	0.269604	48	48	SF	0	Dd	1	76	1	76	Benign
53,694	443	tcp	null	0.011493	0	0	SF	0	ShAFf	4	172	2	92	Benign
42,746	53	udp	dns	0.057208	34	297	SF	0	Dd	1	62	1	325	Benign
53,695	443	tcp	null	0.011243	0	0	SF	0	ShAFf	4	172	2	92	Benign
43,338	53	udp	dns	0.055215	34	297	SF	0	Dd	1	62	1	325	Benign
57,098	80	tcp	http	0.088699	1,847	1,539	SF	0	ShADadtfF	7	2,139	7	1,823	Benign
60,696	80	tcp	http	0.12193	1,847	791	SF	0	ShADafdtF	7	2,151	6	1,043	Benign
37,915	53	udp	dns	0.046954	37	179	SF	0	Dd	1	65	1	207	Benign
52,445	53	udp	dns	0.007997	37	442	SF	0	Dd	1	65	1	470	Benign
52,588	53	udp	dns	0.000499	37	100	SF	0	Dd	1	65	1	128	Benign
59,235	53	udp	dns	0.000501	37	132	SF	0	Dd	1	65	1	160	Benign
53,698	443	tcp	null	0.011494	0	0	SF	0	ShAFf	5	212	3	144	Benign
60,501	53	udp	dns	0.049705	34	297	SF	0	Dd	1	62	1	325	Benign
53,198	123	udp	null	0.016733	48	48	SF	0	Dd	1	76	1	76	Benign