Datasets:

Mireu-Lab
/

UNSW-IoT

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train · 2.93M rows

pkSeqID int64 1 3.67M	proto stringclasses 5 values	saddr stringclasses 20 values	sport stringlengths 1 6	daddr stringlengths 7 15	dport stringlengths 1 6	seq int64 1 262k	stddev float64 0 2.5	N_IN_Conn_P_SrcIP int64 1 100	min float64 0 4.98	state_number int64 1 11	mean float64 0 4.98	N_IN_Conn_P_DstIP int64 1 100	drate float64 0 58.8k	srate float64 0 1M	max float64 0 5	attack int64 0 1	category stringclasses 5 values	subcategory stringclasses 8 values
221,751	tcp	192.168.100.148	1514	192.168.100.6	80	220,274	0.007148	80	0	3	0.004127	80	0	0.142828	0.016508	1	DoS	TCP
289,477	tcp	192.168.100.148	50185	192.168.100.6	80	25,847	0.011525	41	0	1	0.008589	41	0.056468	0.165676	0.028916	1	DoS	TCP
411,839	tcp	192.168.100.148	24008	192.168.100.6	80	148,210	0.134369	100	0	1	0.109513	100	0.054701	0.136814	0.286549	1	DoS	TCP
123,653	tcp	192.168.100.150	19731	192.168.100.3	80	122,176	0.025265	100	0.093035	1	0.118299	100	0.037239	0.111716	0.143564	1	DoS	TCP
737,093	udp	192.168.100.148	31682	192.168.100.6	80	119,816	1.551466	94	0	4	2.687204	94	0	0.238786	3.591112	1	DoS	UDP
2,122,907	tcp	192.168.100.148	43621	192.168.100.3	80	209,513	1.826516	100	0	3	2.542508	100	0	0.274908	4.208707	1	DDoS	TCP
2,620,560	tcp	192.168.100.149	53514	192.168.100.3	80	182,873	0	60	0	3	0	100	0	0.06989	0	1	DDoS	TCP
3,525,720	udp	192.168.100.149	65009	192.168.100.3	80	110,639	1.009989	100	1.95522	4	3.383117	100	0	0.491246	4.127872	1	DDoS	UDP
714,555	udp	192.168.100.150	22343	192.168.100.3	80	97,278	1.876337	100	0	4	3.736097	100	0	0.390775	4.97328	1	DoS	UDP
3,421,061	udp	192.168.100.148	28551	192.168.100.3	80	5,980	0.64782	100	2.752276	4	3.667884	100	0	0.728838	4.153108	1	DDoS	UDP
467,512	tcp	192.168.100.149	51516	192.168.100.5	80	203,883	2.132842	100	0	3	1.508147	100	0	0.127256	4.524441	1	DoS	TCP
517,750	tcp	192.168.100.150	22210	192.168.100.3	80	254,123	0	100	0.185201	1	0.185201	100	0	5.399539	0.185201	1	DoS	TCP
1,410,741	udp	192.168.100.150	27249	192.168.100.3	80	6,998	1.917982	83	0	4	3.486982	83	0	0.535544	4.820622	1	DoS	UDP
942,631	udp	192.168.100.150	43424	192.168.100.3	80	63,197	1.795029	73	0	4	3.590019	73	0	0.446795	4.495613	1	DoS	UDP
3,643,512	tcp	192.168.100.150	49328	192.168.100.3	49152	20,196	0	100	0.000042	1	0.000042	100	0	0	0.000042	1	Reconnaissance	Service_Scan
826,318	udp	192.168.100.148	51555	192.168.100.6	80	209,041	1.583222	26	0	4	2.739188	26	0	0.254544	3.772423	1	DoS	UDP
2,047,779	tcp	192.168.100.149	7885	192.168.100.3	80	134,385	1.906534	27	0	1	2.693097	100	0	0.33073	4.152473	1	DDoS	TCP
2,311,819	tcp	192.168.100.150	41455	192.168.100.3	80	136,279	0.140708	100	3.605766	1	3.746477	100	0	0.35481	3.887188	1	DDoS	TCP
486,969	tcp	192.168.100.150	57021	192.168.100.3	80	223,342	0.019417	100	0.137358	1	0.156775	100	0.037107	0.11132	0.176192	1	DoS	TCP
3,426,742	udp	192.168.100.148	30780	192.168.100.3	80	11,661	0.646461	62	2.753358	4	3.667096	100	0	0.728798	4.150002	1	DDoS	UDP
2,922,484	udp	192.168.100.149	15015	192.168.100.3	80	31,706	0.951115	68	2.038279	4	3.383358	100	0	0.492983	4.057596	1	DDoS	UDP
3,639,738	udp	192.168.100.149	49313	192.168.100.5	3	16,215	0	15	0.000162	4	0.000162	58	0	0	0.000162	1	Reconnaissance	Service_Scan
2,989,290	udp	192.168.100.147	716	192.168.100.3	80	98,512	1.369989	100	1.970606	4	3.908062	100	0	1.025008	4.878322	1	DDoS	UDP
2,096,635	tcp	192.168.100.150	55033	192.168.100.3	80	183,241	1.996099	66	0	3	1.996099	100	0	0.139287	3.992198	1	DDoS	TCP
1,436,624	udp	192.168.100.148	47767	192.168.100.6	80	32,881	1.745882	100	0	4	3.023451	100	0	0.247833	4.075633	1	DoS	UDP
2,850,125	udp	192.168.100.150	48488	192.168.100.3	80	221,508	0.416944	80	4.036867	4	4.453809	100	0	0.457843	4.870751	1	DDoS	UDP
1,576,540	udp	192.168.100.148	20127	192.168.100.6	80	172,797	0.021112	47	3.99952	4	4.029256	47	0	0.247998	4.046639	1	DoS	UDP
1,111,820	udp	192.168.100.149	45679	192.168.100.5	80	232,386	1.780133	89	0	4	3.083087	89	0	0.230892	4.140485	1	DoS	UDP
661,356	udp	192.168.100.150	4558	192.168.100.3	80	44,079	1.783013	100	0	4	3.319101	100	0	0.383089	4.708683	1	DoS	UDP
2,153,772	tcp	192.168.100.150	172	192.168.100.3	80	240,379	2.016765	100	0	3	2.016765	100	0	0.139477	4.03353	1	DDoS	TCP
2,462,799	tcp	192.168.100.150	15840	192.168.100.3	80	25,111	0.121329	100	0	3	0.085401	100	0.105666	0.15291	0.276243	1	DDoS	TCP
373,210	tcp	192.168.100.148	5581	192.168.100.6	80	109,580	0.040037	100	0	1	0.032619	100	0.055619	0.15809	0.085716	1	DoS	TCP
3,415,752	udp	192.168.100.148	26314	192.168.100.3	80	664	1.289066	98	1.386155	4	3.208751	100	0	0.655918	4.153828	1	DDoS	UDP
2,302,612	tcp	192.168.100.147	62863	192.168.100.3	80	127,072	1.413048	100	0	3	1.997238	100	0	0.326003	3.053631	1	DDoS	TCP
2,732,996	udp	192.168.100.147	53289	192.168.100.3	80	104,379	0.034361	100	3.933126	4	3.981706	100	0	0.849345	4.006231	1	DDoS	UDP
2,579,025	tcp	192.168.100.149	48241	192.168.100.3	80	141,338	0.111362	61	0	1	0.154905	100	0.094712	0.143653	0.256962	1	DDoS	TCP
451,486	tcp	192.168.100.149	47338	192.168.100.5	80	187,857	2.257426	100	0	1	2.257025	100	0	0.169898	4.574209	1	DoS	TCP
1,258,310	udp	192.168.100.150	52850	192.168.100.3	80	116,721	1.80382	100	0	4	3.186152	100	0	0.461507	4.920633	1	DoS	UDP
1,072,020	udp	192.168.100.150	23699	192.168.100.3	80	192,586	0.034831	100	4.421246	4	4.478939	100	0	0.446482	4.511816	1	DoS	UDP
2,855,687	udp	192.168.100.148	33239	192.168.100.3	80	227,070	2.028204	18	0	4	2.862429	100	0	0.704909	4.452681	1	DDoS	UDP
2,296,097	tcp	192.168.100.148	12426	192.168.100.3	80	120,557	1.532337	55	0	3	2.161809	100	0	0.307212	3.373186	1	DDoS	TCP
326,167	tcp	192.168.100.149	12386	192.168.100.5	80	62,537	0.015798	100	0	3	0.007899	100	0	0.127567	0.039495	1	DoS	TCP
1,822,328	tcp	192.168.100.148	47270	192.168.100.3	80	171,087	0	100	0.253574	1	0.253574	100	0	3.943622	0.253574	1	DDoS	TCP
2,864,431	udp	192.168.100.149	55280	192.168.100.3	80	235,814	0.293627	45	4.062663	4	4.356294	100	0	0.465532	4.649924	1	DDoS	UDP
2,488,595	tcp	192.168.100.147	62766	192.168.100.3	80	50,907	1.245546	99	0	3	1.245546	100	0	0.05914	2.491092	1	DDoS	TCP
2,753,532	udp	192.168.100.150	17765	192.168.100.3	80	124,915	2.05109	90	0	4	2.88448	100	0	0.39412	4.591843	1	DDoS	UDP
1,131,035	udp	192.168.100.148	64328	192.168.100.6	80	251,602	0.026562	69	3.518174	4	3.554263	69	0	0.280211	3.584952	1	DoS	UDP
1,398,247	udp	192.168.100.149	45422	192.168.100.5	80	256,659	1.46006	100	0	4	2.522276	100	0	0.257276	3.535178	1	DoS	UDP
402,842	tcp	192.168.100.148	20379	192.168.100.6	80	139,213	0	100	0	3	0	100	0	0.139591	0	1	DoS	TCP
375,211	tcp	192.168.100.148	6770	192.168.100.6	80	111,581	0.040002	100	0	3	0.020001	100	0	0.155994	0.100004	1	DoS	TCP
58,366	tcp	192.168.100.148	19895	192.168.100.6	80	56,889	0.107995	100	0	1	0.057123	100	0.038209	0.127718	0.272888	1	DoS	TCP
2,050,612	tcp	192.168.100.150	44686	192.168.100.3	80	137,218	0.089886	100	3.980425	3	4.0703	100	0	0.207164	4.160176	1	DDoS	TCP
2,983,978	udp	192.168.100.147	64906	192.168.100.3	80	93,200	1.369232	92	1.970118	4	3.906504	100	0	1.025138	4.876512	1	DDoS	UDP
1,718,778	tcp	192.168.100.149	13861	192.168.100.3	80	67,537	0	80	0	3	0	100	0	0.094564	0	1	DDoS	TCP
2,154,956	tcp	192.168.100.149	23927	192.168.100.3	80	241,563	0.011007	100	3.889504	3	3.900469	100	0	0.25213	3.911434	1	DDoS	TCP
3,179,012	udp	192.168.100.148	40264	192.168.100.3	80	26,084	0.64832	100	2.774015	4	3.690746	100	0	0.723889	4.162439	1	DDoS	UDP
3,241,117	udp	192.168.100.147	10947	192.168.100.3	80	88,189	1.892067	100	0.961907	4	3.637563	100	0	0.860002	4.998386	1	DDoS	UDP
3,480,585	udp	192.168.100.147	7215	192.168.100.3	80	65,504	1.376754	100	2.046257	4	3.993045	100	0	0.92915	4.992668	1	DDoS	UDP
1,125,372	udp	192.168.100.148	61546	192.168.100.6	80	245,939	0.029722	92	3.499265	4	3.549093	92	0	0.28043	3.574209	1	DoS	UDP
1,377,040	udp	192.168.100.148	16511	192.168.100.6	80	235,452	2.09502	81	0	4	2.093271	81	0	0.189486	4.307583	1	DoS	UDP
1,558,911	udp	192.168.100.149	60636	192.168.100.5	80	155,168	0.560935	100	3.275165	4	3.687999	100	0	0.323843	4.647054	1	DoS	UDP
544,482	tcp	192.168.100.148	53432	192.168.100.6	80	18,700	0.019905	100	0	3	0.011492	100	0	0.053362	0.045968	1	DoS	TCP
275,059	tcp	192.168.100.149	59205	192.168.100.5	80	11,429	1.98376	65	0	3	1.145324	65	0	0.135833	4.581298	1	DoS	TCP
1,016,851	udp	192.168.100.147	58925	192.168.100.7	80	137,417	0.965113	58	0	4	2.157761	58	0	0.367466	2.611093	1	DoS	UDP
3,281,981	udp	192.168.100.148	61722	192.168.100.3	80	129,053	0.645161	20	2.772775	4	3.684496	100	0	0.724858	4.170757	1	DDoS	UDP
532,947	tcp	192.168.100.149	39144	192.168.100.5	80	7,165	0.045496	100	0	1	0.026267	100	0	0.051023	0.105069	1	DoS	TCP
1,527,804	udp	192.168.100.147	52894	192.168.100.7	80	124,061	1.57198	76	0	4	2.722737	76	0	0.246684	3.635361	1	DoS	UDP
3,133,891	udp	192.168.100.150	592	192.168.100.3	80	243,113	1.9016	100	0	4	2.689265	100	0	0.494515	4.037295	1	DDoS	UDP
1,530,912	udp	192.168.100.147	53698	192.168.100.7	80	127,169	1.573697	48	0	4	2.725657	48	0	0.246539	3.648062	1	DoS	UDP
2,716,854	udp	192.168.100.148	32630	192.168.100.3	80	88,237	0.36581	82	3.35907	4	3.876369	100	0	0.611778	4.140393	1	DDoS	UDP
3,396,864	udp	192.168.100.148	49607	192.168.100.3	80	243,936	1.290836	64	1.395278	4	3.220517	100	0	0.724247	4.160696	1	DDoS	UDP
80,356	tcp	192.168.100.149	13489	192.168.100.5	80	78,879	0.014048	100	0	3	0.008111	100	0	0.104957	0.032443	1	DoS	TCP
1,684,285	tcp	192.168.100.149	4926	192.168.100.3	80	33,044	0	80	0	3	0	100	0	0.09457	0	1	DDoS	TCP
476,034	tcp	192.168.100.150	46049	192.168.100.3	80	212,405	0.007943	100	0.132657	1	0.1406	100	0.035649	0.106946	0.148543	1	DoS	TCP
2,820,048	udp	192.168.100.149	36920	192.168.100.3	80	191,431	1.806576	100	0	4	2.539557	100	0	0.427048	4.051337	1	DDoS	UDP
3,295,027	udp	192.168.100.147	42036	192.168.100.3	80	142,099	0.814814	36	2.98836	4	3.988179	100	0	1.002272	4.984227	1	DDoS	UDP
3,584,671	tcp	192.168.100.149	59626	192.168.100.5	82	7,418	0	40	0.003764	1	0.003764	100	0	0	0.003764	1	Reconnaissance	OS_Fingerprint
1,512,888	udp	192.168.100.150	47270	192.168.100.3	80	109,145	0.030975	100	4.783101	4	4.813276	100	0	0.625042	4.864147	1	DoS	UDP
2,322,781	tcp	192.168.100.147	2074	192.168.100.3	80	147,241	1.415144	100	0	3	1.998874	100	0	0.323738	3.083919	1	DDoS	TCP
2,352,861	tcp	192.168.100.148	27890	192.168.100.3	80	177,321	1.528367	100	0	3	2.15525	100	0	0.312558	3.374403	1	DDoS	TCP
1,352,732	udp	192.168.100.150	16907	192.168.100.3	80	211,143	1.745721	100	0	4	3.039145	100	0	0.485823	4.924191	1	DoS	UDP
3,017,925	udp	192.168.100.149	37165	192.168.100.3	80	127,147	1.911193	95	0	4	2.702832	100	0	0.493544	4.057756	1	DDoS	UDP
2,339,464	tcp	192.168.100.147	13192	192.168.100.3	80	163,924	1.429796	100	0	3	2.021645	100	0	0.322392	3.06691	1	DDoS	TCP
3,617,774	tcp	192.168.100.149	36020	192.168.100.3	3306	23,205	0	26	0.197563	6	0.197563	100	25.308384	30.37006	0.197563	1	Reconnaissance	Service_Scan
2,508,333	tcp	192.168.100.147	5184	192.168.100.3	80	70,645	1.781725	100	0	1	1.25987	100	0	0.113063	3.77961	1	DDoS	TCP
1,225,060	udp	192.168.100.147	27420	192.168.100.7	80	83,471	1.810665	99	0	4	2.216001	99	0	0.21557	3.817807	1	DoS	UDP
387,837	tcp	192.168.100.148	13436	192.168.100.6	80	124,207	0.08025	100	0	1	0.056321	100	0.109738	0.146258	0.205648	1	DoS	TCP
3,260,761	udp	192.168.100.150	53663	192.168.100.3	80	107,833	0.973939	100	2.024959	4	3.402099	100	0	0.491051	4.111847	1	DDoS	UDP
3,315,651	udp	192.168.100.150	62749	192.168.100.3	80	162,723	1.925118	99	0	4	2.72246	100	0	0.490791	4.100417	1	DDoS	UDP
3,371,997	udp	192.168.100.150	15815	192.168.100.3	80	219,069	1.923541	100	0	4	2.720247	100	0	0.49079	4.094723	1	DDoS	UDP
3,505,607	udp	192.168.100.150	7340	192.168.100.3	80	90,526	0.920935	98	2.115939	4	3.418337	100	0	0.489509	4.070414	1	DDoS	UDP
2,800,251	udp	192.168.100.148	54284	192.168.100.3	80	171,634	1.333813	100	1.369516	4	3.254724	100	0	0.638281	4.252792	1	DDoS	UDP
1,674,089	tcp	192.168.100.148	10558	192.168.100.3	80	22,848	0.008206	56	0	1	0.008206	100	0	0.203698	0.016412	1	DDoS	TCP
1,028,188	udp	192.168.100.147	61238	192.168.100.7	80	148,754	0.964591	30	0	4	2.156553	30	0	0.367503	2.613261	1	DoS	UDP
2,040,817	tcp	192.168.100.149	54205	192.168.100.3	80	127,423	1.85975	100	0	3	2.627905	100	0	0.254081	4.034534	1	DDoS	TCP
1,701,433	tcp	192.168.100.150	9200	192.168.100.3	80	50,192	0.049513	100	0	1	0.049513	100	0	0.169193	0.099026	1	DDoS	TCP
82,959	tcp	192.168.100.150	11467	192.168.100.3	80	81,482	0.034334	43	0.057302	1	0.091636	43	0.040202	0.119997	0.12597	1	DoS	TCP
98,328	tcp	192.168.100.150	14584	192.168.100.3	80	96,851	0.049809	100	0.066865	1	0.116674	100	0.038657	0.11597	0.166483	1	DoS	TCP
29,806	tcp	192.168.100.147	22781	192.168.100.7	80	28,329	0	100	0	3	0	100	0	0.09464	0	1	DoS	TCP
3,608,842	icmp	192.168.100.3	0x0303	192.168.100.149	0x42e0	14,203	0	42	0	5	0	11	0	0	0	1	Reconnaissance	Service_Scan