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
947,037	udp	192.168.100.148	23798	192.168.100.6	80	67,603	0.009502	89	3.561747	4	3.575044	89	0	0.279657	3.588404	1	DoS	UDP
2,840,227	udp	192.168.100.149	43617	192.168.100.3	80	211,610	1.722985	100	0	4	2.363956	100	0	0.448092	4.057599	1	DDoS	UDP
3,599,153	tcp	192.168.100.147	51614	192.168.100.3	5544	3,942	0	100	0.002263	1	0.002263	100	0	0	0.002263	1	Reconnaissance	Service_Scan
1,334,489	udp	192.168.100.150	9992	192.168.100.3	80	192,900	1.753605	100	0	4	3.061313	100	0	0.474875	4.922625	1	DoS	UDP
1,294,959	udp	192.168.100.147	56132	192.168.100.7	80	153,370	1.80798	100	0	4	1.475831	100	0	0.200336	3.754274	1	DoS	UDP
2,130,938	tcp	192.168.100.149	17434	192.168.100.3	80	217,545	0.01986	68	3.948088	3	3.967947	100	0	0.249197	3.987807	1	DDoS	TCP
1,336,807	udp	192.168.100.148	727	192.168.100.6	80	195,218	2.078032	88	0	4	2.076624	88	0	0.178735	4.261443	1	DoS	UDP
257,916	tcp	192.168.100.150	63949	192.168.100.3	80	256,481	0	78	0.182798	1	0.182798	78	0	5.47052	0.182798	1	DoS	TCP
2,718,810	udp	192.168.100.149	8530	192.168.100.3	80	90,193	2.13335	100	0	4	2.980042	100	0	0.38428	4.877841	1	DDoS	UDP
3,066,144	udp	192.168.100.150	44667	192.168.100.3	80	175,366	1.898286	62	0	4	2.684578	100	0	0.494775	4.030963	1	DDoS	UDP
3,361,211	udp	192.168.100.149	2133	192.168.100.3	80	208,283	1.95699	40	0	4	2.7676	100	0	0.484437	4.154371	1	DDoS	UDP
3,423,590	udp	192.168.100.149	50849	192.168.100.3	80	8,509	1.000186	100	1.98605	4	3.400001	100	0	0.489969	4.14037	1	DDoS	UDP
858,466	udp	192.168.100.149	53343	192.168.100.5	80	241,189	1.950456	100	0	4	2.758037	100	0	0.182107	4.173688	1	DoS	UDP
3,129,758	udp	192.168.100.149	62098	192.168.100.3	80	238,980	1.913527	100	0	4	2.706134	100	0	0.493198	4.06082	1	DDoS	UDP
2,602,217	tcp	192.168.100.150	37485	192.168.100.3	80	164,530	0.136697	26	0	3	0.068349	100	0	0.12754	0.341743	1	DDoS	TCP
1,395,325	udp	192.168.100.149	42500	192.168.100.5	80	253,737	1.466702	100	0	4	2.531757	100	0	0.253767	3.573108	1	DoS	UDP
3,309,616	udp	192.168.100.149	59060	192.168.100.3	80	156,688	1.951736	86	0	4	2.760106	100	0	0.484424	4.156641	1	DDoS	UDP
1,692,664	tcp	192.168.100.150	7052	192.168.100.3	80	41,423	0	100	0	3	0	100	0	0.084187	0	1	DDoS	TCP
3,064,044	udp	192.168.100.148	25732	192.168.100.3	80	173,266	1.286593	74	1.377707	4	3.197222	100	0	0.72968	4.109655	1	DDoS	UDP
3,394,494	udp	192.168.100.150	26043	192.168.100.3	80	241,566	1.920998	52	0	4	2.716654	100	0	0.490754	4.088738	1	DDoS	UDP
354,601	tcp	192.168.100.149	21061	192.168.100.5	80	90,971	2.021875	69	0	1	1.187576	69	0	0.122095	4.689301	1	DoS	TCP
990,554	udp	192.168.100.147	53740	192.168.100.7	80	111,120	0.965358	54	0	4	2.15838	54	0	0.367426	2.604524	1	DoS	UDP
2,911,916	udp	192.168.100.149	11905	192.168.100.3	80	21,138	0.95081	98	2.038633	4	3.383279	100	0	0.493016	4.058044	1	DDoS	UDP
3,132,157	udp	192.168.100.149	63304	192.168.100.3	80	241,379	1.913202	100	0	4	2.705676	100	0	0.493123	4.058534	1	DDoS	UDP
1,595,299	udp	192.168.100.149	4248	192.168.100.5	80	191,557	0.566469	100	3.282273	4	3.654482	100	0	0.281643	4.634002	1	DoS	UDP
1,811,719	tcp	192.168.100.147	48549	192.168.100.3	80	160,478	2.252642	67	0	3	2.252642	100	0	0.151154	4.505284	1	DDoS	TCP
162,262	tcp	192.168.100.150	27599	192.168.100.3	80	160,785	0.026194	76	0.102085	1	0.12828	76	0.035809	0.107428	0.154474	1	DoS	TCP
4,995	tcp	192.168.100.147	6109	192.168.100.7	80	3,518	0	100	0	3	0	100	0	0.130683	0	1	DoS	TCP
1,438,803	udp	192.168.100.147	34140	192.168.100.7	80	35,060	0.502493	15	2.511723	4	3.378449	15	0	0.28698	3.737244	1	DoS	UDP
2,810,091	udp	192.168.100.148	57582	192.168.100.3	80	181,474	1.287163	100	1.368574	4	3.188185	100	0	0.64906	4.142064	1	DDoS	UDP
734,664	udp	192.168.100.150	29045	192.168.100.3	80	117,387	0.131884	77	4.454363	4	4.628232	77	0	0.389687	4.785044	1	DoS	UDP
1,324,242	udp	192.168.100.150	6954	192.168.100.3	80	182,653	1.75362	100	0	4	3.060386	100	0	0.469329	4.921827	1	DoS	UDP
3,237,374	udp	192.168.100.149	48025	192.168.100.3	80	84,446	0.997993	100	2.026354	4	3.437487	100	0	0.416443	4.165681	1	DDoS	UDP
806,512	udp	192.168.100.148	47008	192.168.100.6	80	189,235	1.57235	100	0.022127	4	2.742845	100	0	0.250264	3.763453	1	DoS	UDP
3,603,434	icmp	192.168.100.3	0x0303	192.168.100.150	0x3ac0	8,437	0	42	0	5	0	10	0	0	0	1	Reconnaissance	Service_Scan
196,338	tcp	192.168.100.148	56722	192.168.100.6	80	194,861	0.010253	79	0	3	0.005919	79	0	0.131612	0.023678	1	DoS	TCP
2,904,531	udp	192.168.100.148	49069	192.168.100.3	80	13,753	0.633508	100	2.760673	4	3.656589	100	0	0.729485	4.104743	1	DDoS	UDP
1,631,832	udp	192.168.100.149	18893	192.168.100.5	80	228,090	1.705092	83	0	4	2.807684	83	0	0.279171	4.606671	1	DoS	UDP
164,343	tcp	192.168.100.150	27944	192.168.100.3	80	162,866	0.002284	63	0.113667	1	0.115951	63	0.035795	0.107384	0.118235	1	DoS	TCP
1,830,220	tcp	192.168.100.148	49135	192.168.100.3	80	178,979	0	50	0.278171	1	0.278171	100	0	3.594911	0.278171	1	DDoS	TCP
1,311,574	udp	192.168.100.150	3214	192.168.100.3	80	169,985	1.754978	65	0	4	3.064876	65	0	0.464488	4.921901	1	DoS	UDP
65,561	tcp	192.168.100.148	21898	192.168.100.6	80	64,084	0.007304	88	0	3	0.003652	88	0	0.127868	0.01826	1	DoS	TCP
2,634,561	udp	192.168.100.147	7884	192.168.100.3	80	5,944	1.735924	100	0	4	3.006666	100	0	0.838064	4.023587	1	DDoS	UDP
931,742	udp	192.168.100.148	19447	192.168.100.6	80	52,308	0.007534	71	3.569507	4	3.576461	71	0	0.279652	3.589101	1	DoS	UDP
1,698,391	tcp	192.168.100.149	8454	192.168.100.3	80	47,150	0.120936	100	0	1	0.120936	100	0	0.184682	0.241872	1	DDoS	TCP
3,135,171	udp	192.168.100.149	64798	192.168.100.3	80	244,393	1.911226	100	0	4	2.702882	100	0	0.49326	4.054586	1	DDoS	UDP
3,024,016	udp	192.168.100.148	11230	192.168.100.3	80	133,238	0.632733	100	2.761059	4	3.655878	100	0	0.656499	4.103612	1	DDoS	UDP
1,875,367	tcp	192.168.100.149	56476	192.168.100.3	80	224,126	0	100	0.320744	1	0.320744	100	0	3.117751	0.320744	1	DDoS	TCP
1,007,479	udp	192.168.100.147	57041	192.168.100.7	80	128,045	0.963791	66	0	4	2.154734	66	0	0.367476	2.607063	1	DoS	UDP
2,956,212	udp	192.168.100.150	27948	192.168.100.3	80	65,434	0.942925	21	2.036531	4	3.370015	100	0	0.494783	4.042102	1	DDoS	UDP
1,005,092	udp	192.168.100.149	26816	192.168.100.5	80	125,658	1.783582	100	0	4	3.089003	100	0	0.23068	4.145934	1	DoS	UDP
2,636,169	udp	192.168.100.147	9492	192.168.100.3	80	7,552	0.466539	100	3.99448	4	4.339321	100	0	0.838167	4.998876	1	DDoS	UDP
2,699,023	udp	192.168.100.150	3662	192.168.100.3	80	70,406	1.906307	100	0	4	2.695844	100	0	0.395981	4.061987	1	DDoS	UDP
1,542,442	udp	192.168.100.149	56647	192.168.100.5	80	138,699	0.075167	100	3.268491	4	3.348048	100	0	0.283823	3.471105	1	DoS	UDP
3,331,322	udp	192.168.100.148	19069	192.168.100.3	80	178,394	0.644632	100	2.76938	4	3.680124	100	0	0.725585	4.170592	1	DDoS	UDP
3,380,688	udp	192.168.100.149	13294	192.168.100.3	80	227,760	1.93715	88	0	4	2.739113	100	0	0.484688	4.150776	1	DDoS	UDP
34,192	tcp	192.168.100.148	12809	192.168.100.6	80	32,715	0	26	0	3	0	26	0	0.127419	0	1	DoS	TCP
2,669,009	udp	192.168.100.148	13651	192.168.100.3	80	40,392	0.305293	92	3.492497	4	3.924243	100	0	0.600358	4.141646	1	DDoS	UDP
2,927,679	udp	192.168.100.149	16561	192.168.100.3	80	36,901	0.951095	83	2.038388	4	3.383439	100	0	0.492991	4.05733	1	DDoS	UDP
3,515,321	udp	192.168.100.150	10381	192.168.100.3	80	100,240	0.926507	47	2.103731	4	3.414004	100	0	0.489803	4.07211	1	DDoS	UDP
2,193,282	tcp	192.168.100.149	1099	192.168.100.3	80	17,740	1.618592	100	0.157809	1	2.44682	100	0	0.349297	3.600357	1	DDoS	TCP
2,822,945	udp	192.168.100.149	37899	192.168.100.3	80	194,328	1.909931	100	0	4	1.350525	100	0	0.343935	4.051576	1	DDoS	UDP
3,021,835	udp	192.168.100.148	10360	192.168.100.3	80	131,057	0.633395	71	2.759885	4	3.655639	100	0	0.729483	4.103687	1	DDoS	UDP
1,561,642	udp	192.168.100.148	11181	192.168.100.6	80	157,899	1.742863	100	0	4	3.018506	100	0	0.233079	4.048115	1	DoS	UDP
2,565,820	tcp	192.168.100.147	30352	192.168.100.3	80	128,133	0	100	0	3	0	100	0	0.072166	0	1	DDoS	TCP
1,885,205	tcp	192.168.100.148	62415	192.168.100.3	80	233,964	0	49	0	3	0	100	0	0	0	1	DDoS	TCP
1,527,848	udp	192.168.100.147	52938	192.168.100.7	80	124,105	1.574137	76	0	4	2.726427	76	0	0.246684	3.648095	1	DoS	UDP
1,227,146	udp	192.168.100.150	45670	192.168.100.3	80	85,557	1.836655	48	0	4	3.245708	48	0	0.460592	4.959519	1	DoS	UDP
1,285,560	udp	192.168.100.148	48433	192.168.100.6	80	143,971	2.021539	100	0	4	1.650034	100	0	0.188925	4.207259	1	DoS	UDP
81,116	tcp	192.168.100.149	13730	192.168.100.5	80	79,639	0	31	0	3	0	31	0	0.104938	0	1	DoS	TCP
3,395,929	udp	192.168.100.150	26710	192.168.100.3	80	243,001	0.021267	84	4.024818	4	4.046085	100	0	0.408951	4.067352	1	DDoS	UDP
1,470,150	udp	192.168.100.150	11966	192.168.100.3	80	66,407	1.92497	100	0	4	3.848511	100	0	0.600683	4.910722	1	DoS	UDP
1,176,014	udp	192.168.100.149	55120	192.168.100.5	80	34,425	1.648776	100	0	4	2.016573	100	0	0.220908	3.517186	1	DoS	UDP
3,563,568	udp	192.168.100.149	8688	192.168.100.3	80	148,487	0.845763	96	2.297509	4	3.492993	100	0	0.479708	4.123692	1	DDoS	UDP
2,590,117	tcp	192.168.100.147	39817	192.168.100.3	80	152,430	0	100	0	3	0	100	0	0.068682	0	1	DDoS	TCP
2,785,868	udp	192.168.100.150	26064	192.168.100.3	80	157,251	1.968069	83	0	4	2.780224	100	0	0.403832	4.283067	1	DDoS	UDP
3,128,643	udp	192.168.100.149	61575	192.168.100.3	80	237,865	1.91374	87	0	4	2.706435	100	0	0.493217	4.061793	1	DDoS	UDP
2,188,014	tcp	192.168.100.149	27517	192.168.100.3	80	12,466	1.685095	100	0	1	2.380745	100	0	0.377231	3.662538	1	DDoS	TCP
3,176,950	udp	192.168.100.150	39435	192.168.100.3	80	24,022	0.973965	100	2.027967	4	3.405092	100	0	0.420471	4.11719	1	DDoS	UDP
1,980,787	tcp	192.168.100.147	28685	192.168.100.3	80	67,393	0.240808	100	3.019253	3	3.344522	100	0	0.294567	3.594518	1	DDoS	TCP
20,034	tcp	192.168.100.147	17864	192.168.100.7	80	18,557	0	77	0	3	0	77	0	0.096076	0	1	DoS	TCP
1,775,491	tcp	192.168.100.149	29427	192.168.100.3	80	124,250	0	17	0	3	0	100	0	0.097912	0	1	DDoS	TCP
1,936,726	tcp	192.168.100.147	14629	192.168.100.3	80	23,329	0.267417	64	3.009387	1	3.393315	100	0.278567	0.411991	3.690094	1	DDoS	TCP
2,585,691	tcp	192.168.100.147	37974	192.168.100.3	80	148,004	0.108887	100	0	3	0.062866	100	0	0.092292	0.251463	1	DDoS	TCP
540,521	tcp	192.168.100.150	63309	192.168.100.3	80	14,739	0.018766	30	0.12741	1	0.148191	30	0.040254	0.100634	0.172876	1	DoS	TCP
1,572,205	udp	192.168.100.147	63600	192.168.100.7	80	168,462	0.037833	100	3.626671	4	3.661096	100	0	0.287455	3.724931	1	DoS	UDP
2,576,564	tcp	192.168.100.147	34207	192.168.100.3	80	138,877	0.142374	100	0	1	0.082199	100	0	0.094081	0.328798	1	DDoS	TCP
844,701	udp	192.168.100.149	47060	192.168.100.5	80	227,424	2.109816	3	0	4	2.108868	3	0	0.222194	4.307147	1	DoS	UDP
1,921,355	tcp	192.168.100.147	35098	192.168.100.3	80	7,954	0.209376	72	3.07087	1	3.399853	100	0.273787	0.412281	3.652477	1	DDoS	TCP
3,363,881	udp	192.168.100.149	3463	192.168.100.3	80	210,953	1.956416	100	0	4	2.76679	100	0	0.484454	4.151206	1	DDoS	UDP
374,830	tcp	192.168.100.148	6587	192.168.100.6	80	111,200	0.044232	100	0	3	0.022116	100	0	0.156342	0.110579	1	DoS	TCP
894,593	udp	192.168.100.150	32617	192.168.100.3	80	15,159	1.796551	100	0	4	3.593021	100	0	0.446832	4.501048	1	DoS	UDP
2,927,394	udp	192.168.100.147	49913	192.168.100.3	80	36,616	1.37329	100	1.962596	4	3.904661	100	0	1.023963	4.888904	1	DDoS	UDP
3,201,510	udp	192.168.100.147	59905	192.168.100.3	80	48,582	0.825818	70	2.974658	4	3.984753	100	0	1.003039	4.997484	1	DDoS	UDP
1,500,414	udp	192.168.100.150	39529	192.168.100.3	80	96,671	0.0455	100	4.780594	4	4.815669	100	0	0.624071	4.893251	1	DoS	UDP
107,498	tcp	192.168.100.150	16441	192.168.100.3	80	106,021	0.042102	46	0.072244	1	0.114346	46	0.038028	0.114084	0.156448	1	DoS	TCP
3,499,948	udp	192.168.100.147	19148	192.168.100.3	80	84,867	0.968175	100	2.908963	4	4.277879	100	0	0.942639	4.98674	1	DDoS	UDP
225,545	tcp	192.168.100.149	59632	192.168.100.5	80	224,068	0.059303	60	0	1	0.041934	60	0	0.113526	0.125801	1	DoS	TCP
1,561,472	udp	192.168.100.147	61507	192.168.100.7	80	157,729	0.032275	100	3.628396	4	3.65224	100	0	0.287695	3.707453	1	DoS	UDP
2,821,884	udp	192.168.100.149	37606	192.168.100.3	80	193,267	1.801371	100	0	4	2.529217	100	0	0.428766	4.057834	1	DDoS	UDP