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	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
51,479	53	udp	dns	null	null	null	S0	D	1	73	0	0	Benign
60,807	53	udp	dns	0.011242	45	45	SF	Dd	1	73	1	73	Benign
43,347	53	udp	dns	5.005152	78	0	S0	D	2	134	0	0	Benign
49,941	53	udp	dns	0.041737	45	45	SF	Dd	1	73	1	73	Benign
48,262	53	udp	dns	null	null	null	S0	D	1	67	0	0	Benign
52,434	53	udp	dns	null	null	null	S0	D	1	67	0	0	Benign
42,724	53	udp	dns	2.502824	78	0	S0	D	2	134	0	0	Benign
53,324	53	udp	dns	0.000999	45	45	SF	Dd	1	73	1	73	Benign
43,922	53	udp	dns	5.005133	78	0	S0	D	2	134	0	0	Benign
56,188	53	udp	dns	0.00075	45	45	SF	Dd	1	73	1	73	Benign
39,540	53	udp	dns	null	null	null	S0	D	1	67	0	0	Benign
50,910	53	udp	dns	null	null	null	S0	D	1	67	0	0	Benign
47,786	53	udp	dns	null	null	null	S0	D	1	67	0	0	Benign
38,088	443	tcp	null	3.089987	0	0	S0	S	3	180	0	0	Malicious
38,088	443	tcp	null	null	null	null	S0	S	1	60	0	0	Malicious
55,770	53	udp	dns	0.01099	45	45	SF	Dd	1	73	1	73	Benign
41,822	53	udp	dns	5.005135	78	0	S0	D	2	134	0	0	Benign
36,352	53	udp	dns	2.523548	76	54	SF	Dd	2	132	1	82	Benign
60,892	53	udp	dns	null	null	null	S0	D	1	73	0	0	Benign
44,157	53	udp	dns	0.001249	45	45	SF	Dd	1	73	1	73	Benign
40,797	53	udp	dns	5.005135	78	0	S0	D	2	134	0	0	Benign
53,964	53	udp	dns	0.001248	45	45	SF	Dd	1	73	1	73	Benign
34,132	53	udp	dns	0.000746	45	45	SF	Dd	1	73	1	73	Benign
33,491	53	udp	dns	5.005136	78	0	S0	D	2	134	0	0	Benign
35,760	53	udp	dns	0.0005	45	45	SF	Dd	1	73	1	73	Benign
38,090	443	tcp	null	3.121713	0	0	S0	S	3	180	0	0	Malicious
40,614	53	udp	dns	0.038473	38	54	SF	Dd	1	66	1	82	Benign
38,090	443	tcp	null	null	null	null	S0	S	1	60	0	0	Malicious
123	123	udp	null	1.304013	48	48	SF	Dd	1	76	1	76	Benign
55,931	22	tcp	null	null	null	null	OTH	^d	0	0	1	88	Benign
36,203	53	udp	dns	0.002249	45	45	SF	Dd	1	73	1	73	Benign
46,572	53	udp	dns	5.000636	78	0	S0	D	2	134	0	0	Benign
60,756	53	udp	dns	null	null	null	S0	D	1	73	0	0	Benign
46,082	53	udp	dns	0.072703	38	54	SF	Dd	1	66	1	82	Benign
57,409	53	udp	dns	5.005141	78	0	S0	D	2	134	0	0	Benign
58,245	53	udp	dns	0.00524	45	45	SF	Dd	1	73	1	73	Benign
45,142	53	udp	dns	0.010747	45	45	SF	Dd	1	73	1	73	Benign
59,412	53	udp	dns	0.000496	45	45	SF	Dd	1	73	1	73	Benign
36,849	53	udp	dns	5.005142	78	0	S0	D	2	134	0	0	Benign
47,570	53	udp	dns	0.0005	45	45	SF	Dd	1	73	1	73	Benign
37,489	53	udp	dns	0.020245	45	45	SF	Dd	1	73	1	73	Benign
37,173	53	udp	dns	5.00514	78	0	S0	D	2	134	0	0	Benign
34,031	53	udp	dns	0.017488	45	45	SF	Dd	1	73	1	73	Benign
57,885	53	udp	dns	5.000388	78	0	S0	D	2	134	0	0	Benign
50,712	53	udp	dns	0.022486	45	45	SF	Dd	1	73	1	73	Benign
44,945	53	udp	dns	null	null	null	S0	D	1	73	0	0	Benign
59,643	53	udp	dns	0.000499	45	45	SF	Dd	1	73	1	73	Benign
40,547	53	udp	dns	5.005137	78	0	S0	D	2	134	0	0	Benign
40,896	53	udp	dns	0.0005	45	45	SF	Dd	1	73	1	73	Benign
44,041	53	udp	dns	0.000734	45	45	SF	Dd	1	73	1	73	Benign
60,703	53	udp	dns	5.005138	78	0	S0	D	2	134	0	0	Benign
41,688	53	udp	dns	0.000499	45	45	SF	Dd	1	73	1	73	Benign
50,177	53	udp	dns	0.000734	45	45	SF	Dd	1	73	1	73	Benign
42,348	53	udp	dns	5.005155	78	0	S0	D	2	134	0	0	Benign
44,085	53	udp	dns	0.0005	45	45	SF	Dd	1	73	1	73	Benign
37,258	53	udp	dns	0.000488	45	45	SF	Dd	1	73	1	73	Benign
42,123	53	udp	dns	5.000651	78	0	S0	D	2	134	0	0	Benign
52,684	53	udp	dns	0.0005	45	45	SF	Dd	1	73	1	73	Benign
47,988	53	udp	dns	0.00049	45	45	SF	Dd	1	73	1	73	Benign
47,804	53	udp	dns	5.00514	78	0	S0	D	2	134	0	0	Benign
39,422	53	udp	dns	null	null	null	S0	D	1	73	0	0	Benign
38,392	53	udp	dns	0.018738	45	45	SF	Dd	1	73	1	73	Benign
45,762	53	udp	dns	5.005375	78	0	S0	D	2	134	0	0	Benign
38,887	53	udp	dns	0.0005	45	45	SF	Dd	1	73	1	73	Benign
46,991	53	udp	dns	0.000742	45	45	SF	Dd	1	73	1	73	Benign
55,906	53	udp	dns	5.005151	78	0	S0	D	2	134	0	0	Benign
46,805	53	udp	dns	0.000499	45	45	SF	Dd	1	73	1	73	Benign
33,546	53	udp	dns	null	null	null	S0	D	1	67	0	0	Benign
58,055	53	udp	dns	5.030111	78	103	SF	Dd	2	134	1	131	Benign
48,811	53	udp	dns	5.005386	78	0	S0	D	2	134	0	0	Benign
52,255	53	udp	dns	0.018986	45	45	SF	Dd	1	73	1	73	Benign
41,369	53	udp	dns	null	null	null	S0	D	1	73	0	0	Benign
50,379	53	udp	dns	0.132918	45	45	SF	Dd	1	73	1	73	Benign
56,889	53	udp	dns	5.005146	78	0	S0	D	2	134	0	0	Benign
43,968	53	udp	dns	0.043974	45	45	SF	Dd	1	73	1	73	Benign
43,291	53	udp	dns	0.019481	45	45	SF	Dd	1	73	1	73	Benign
44,654	53	udp	dns	5.005158	78	0	S0	D	2	134	0	0	Benign
59,096	53	udp	dns	0.075702	45	45	SF	Dd	1	73	1	73	Benign
50,365	53	udp	dns	0.105439	39	103	SF	Dd	1	67	1	131	Benign
49,466	53	udp	dns	null	null	null	S0	D	1	67	0	0	Benign
36,449	53	udp	dns	0.001495	45	45	SF	Dd	1	73	1	73	Benign
58,904	53	udp	dns	5.005388	78	0	S0	D	2	134	0	0	Benign
51,499	53	udp	dns	0.0005	45	45	SF	Dd	1	73	1	73	Benign
47,985	53	udp	dns	0.024735	45	45	SF	Dd	1	73	1	73	Benign
43,044	53	udp	dns	5.005393	78	0	S0	D	2	134	0	0	Benign
33,152	53	udp	dns	0.033483	45	45	SF	Dd	1	73	1	73	Benign
46,533	53	udp	dns	5.005145	78	0	S0	D	2	134	0	0	Benign
51,040	53	udp	dns	0.000749	45	45	SF	Dd	1	73	1	73	Benign
40,716	53	udp	dns	0.00075	45	45	SF	Dd	1	73	1	73	Benign
59,964	53	udp	dns	0.000745	45	45	SF	Dd	1	73	1	73	Benign
40,891	53	udp	dns	5.005148	78	0	S0	D	2	134	0	0	Benign
56,864	53	udp	dns	0.000501	45	45	SF	Dd	1	73	1	73	Benign
123	123	udp	null	0.002496	48	48	SF	Dd	1	76	1	76	Benign
59,250	53	udp	dns	0.032729	39	103	SF	Dd	1	67	1	131	Benign
58,320	53	udp	dns	null	null	null	S0	D	1	67	0	0	Benign
38,694	53	udp	dns	0.000495	45	45	SF	Dd	1	73	1	73	Benign
36,522	53	udp	dns	5.005147	78	0	S0	D	2	134	0	0	Benign
52,486	53	udp	dns	0.000499	45	45	SF	Dd	1	73	1	73	Benign
123	123	udp	null	3.008529	96	0	S0	D	2	152	0	0	Benign
39,700	53	udp	dns	0.000747	45	45	SF	Dd	1	73	1	73	Benign