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
925,146	udp	192.168.100.148	17633	192.168.100.6	80	45,712	0.003303	100	3.574426	4	3.577243	100	0	0.279637	3.582546	1	DoS	UDP
1,925,117	tcp	192.168.100.150	29101	192.168.100.3	80	11,716	1.97504	97	0	1	2.782485	100	0	0.27258	4.384695	1	DDoS	TCP
2,339,561	tcp	192.168.100.147	13322	192.168.100.3	80	164,021	0.098316	70	3.004114	1	3.127858	100	0.159468	0.48349	3.244642	1	DDoS	TCP
3,188,781	udp	192.168.100.150	41873	192.168.100.3	80	35,853	0.975053	23	2.026699	4	3.40544	100	0	0.490613	4.114771	1	DDoS	UDP
3,556,597	udp	192.168.100.149	6135	192.168.100.3	80	141,516	0.91333	10	2.154633	4	3.445693	100	0	0.484389	4.124859	1	DDoS	UDP
3,554,506	udp	192.168.100.149	5514	192.168.100.3	80	139,425	0.926425	44	2.128092	4	3.437715	100	0	0.485347	4.125079	1	DDoS	UDP
2,009,812	tcp	192.168.100.148	1222	192.168.100.3	80	96,418	1.952846	100	0	1	2.695691	100	0	0.339071	4.563482	1	DDoS	TCP
2,114,624	tcp	192.168.100.147	60799	192.168.100.3	80	201,230	1.715871	99	0	1	2.426033	100	0	0.369872	3.684777	1	DDoS	TCP
2,596,508	tcp	192.168.100.148	32695	192.168.100.3	80	158,821	0.105484	68	0	1	0.060902	100	0	0.118863	0.243606	1	DDoS	TCP
2,986,447	udp	192.168.100.149	33228	192.168.100.3	80	95,669	1.909524	78	0	4	2.700469	100	0	0.493491	4.055849	1	DDoS	UDP
16,358	tcp	192.168.100.147	16124	192.168.100.7	80	14,881	0	43	0	3	0	43	0	0.096561	0	1	DoS	TCP
683,628	udp	192.168.100.149	9946	192.168.100.5	80	66,351	1.937001	90	0	4	2.73931	90	0	0.157772	4.118712	1	DoS	UDP
1,751,477	tcp	192.168.100.149	22660	192.168.100.3	80	100,236	0	100	0	3	0	100	0	0.095103	0	1	DDoS	TCP
3,183,974	udp	192.168.100.148	41806	192.168.100.3	80	31,046	0.648535	79	2.77421	4	3.691243	100	0	0.7239	4.163478	1	DDoS	UDP
2,646,092	udp	192.168.100.148	2579	192.168.100.3	80	17,475	0.316505	100	3.486502	4	3.933605	100	0	0.597807	4.17546	1	DDoS	UDP
1,277,492	udp	192.168.100.147	50569	192.168.100.7	80	135,903	1.820002	100	0	4	1.485433	100	0	0.201782	3.794834	1	DoS	UDP
400,192	tcp	192.168.100.148	19313	192.168.100.6	80	136,563	0.093461	100	0	1	0.053317	100	0.044015	0.140254	0.239014	1	DoS	TCP
2,533,619	tcp	192.168.100.147	20989	192.168.100.3	80	95,932	0	100	0	3	0	100	0	0.07601	0	1	DDoS	TCP
1,052,750	udp	192.168.100.150	13261	192.168.100.3	80	173,316	1.788674	100	0	4	3.577123	100	0	0.446607	4.48662	1	DoS	UDP
848,474	udp	192.168.100.149	48406	192.168.100.5	80	231,197	2.109401	74	0	4	2.108471	74	0	0.223759	4.30549	1	DoS	UDP
1,782,717	tcp	192.168.100.149	31399	192.168.100.3	80	131,476	0.003365	85	0.197994	1	0.201359	100	0.097315	0.291944	0.204724	1	DDoS	TCP
2,765,824	udp	192.168.100.149	20697	192.168.100.3	80	137,207	2.024256	61	0	4	2.851525	100	0	0.395815	4.496422	1	DDoS	UDP
1,001,390	udp	192.168.100.148	37582	192.168.100.6	80	121,956	0.018825	100	3.538103	4	3.565408	100	0	0.279996	3.591276	1	DoS	UDP
1,967,096	tcp	192.168.100.149	39339	192.168.100.3	80	53,702	1.903716	98	0	3	2.691288	100	0	0.251027	4.099598	1	DDoS	TCP
275,572	tcp	192.168.100.147	50856	192.168.100.7	80	11,942	0	52	0	3	0	52	0	0.123037	0	1	DoS	TCP
671,137	udp	192.168.100.150	7811	192.168.100.3	80	53,860	1.782988	100	0	4	3.314674	100	0	0.384328	4.708574	1	DoS	UDP
1,626,802	udp	192.168.100.148	33743	192.168.100.6	80	223,060	0.018587	25	3.999401	4	4.023756	25	0	0.247737	4.044497	1	DoS	UDP
2,096,409	tcp	192.168.100.147	58543	192.168.100.3	80	183,015	1.689887	83	0	3	2.389822	100	0	0.292889	3.59646	1	DDoS	TCP
1,463,190	udp	192.168.100.150	6734	192.168.100.3	80	59,447	1.924677	100	0	4	3.847862	100	0	0.616119	4.911889	1	DoS	UDP
3,605,011	udp	192.168.100.148	35008	192.168.100.3	37444	10,125	0	14	0.000041	4	0.000041	58	0	0	0.000041	1	Reconnaissance	Service_Scan
3,378,450	udp	192.168.100.150	18724	192.168.100.3	80	225,522	1.921804	91	0	4	2.717808	100	0	0.490819	4.088503	1	DDoS	UDP
2,976,075	udp	192.168.100.150	33053	192.168.100.3	80	85,297	0.949819	100	2.015391	4	3.358631	100	0	0.494812	4.034058	1	DDoS	UDP
3,351,357	udp	192.168.100.150	4914	192.168.100.3	80	198,429	1.923947	84	0	4	2.720824	100	0	0.490562	4.09497	1	DDoS	UDP
3,168,009	udp	192.168.100.148	37083	192.168.100.3	80	15,081	0.646641	71	2.774195	4	3.688546	100	0	0.723701	4.159519	1	DDoS	UDP
2,516,421	tcp	192.168.100.147	11040	192.168.100.3	80	78,733	2.226812	100	0	1	1.72139	100	0.066493	0.198426	4.865864	1	DDoS	TCP
1,095,129	udp	192.168.100.148	53056	192.168.100.6	80	215,695	0.033915	93	3.496797	4	3.548205	93	0	0.280442	3.590751	1	DoS	UDP
236,695	tcp	192.168.100.149	576	192.168.100.5	80	235,218	0	100	0	3	0	100	0	0.125911	0	1	DoS	TCP
847,397	udp	192.168.100.148	56821	192.168.100.6	80	230,120	1.792919	78	0	4	2.987733	78	0	0.262329	4.782043	1	DoS	UDP
2,030,923	tcp	192.168.100.148	12764	192.168.100.3	80	117,529	1.931776	64	0	3	2.669013	100	0	0.270957	4.508409	1	DDoS	TCP
2,656,899	udp	192.168.100.147	24805	192.168.100.3	80	28,282	0.454143	66	3.98819	4	4.341306	100	0	0.839463	4.98246	1	DDoS	UDP
3,077,042	udp	192.168.100.148	30545	192.168.100.3	80	186,264	0.640032	100	2.75017	4	3.655308	100	0	0.729562	4.109609	1	DDoS	UDP
959,830	udp	192.168.100.148	27181	192.168.100.6	80	80,396	0.010987	100	3.562791	4	3.571048	100	0	0.279786	3.589648	1	DoS	UDP
3,658,668	udp	192.168.100.149	43759	192.168.100.5	1008	36,685	0	18	0.000321	4	0.000321	75	0	0	0.000321	1	Reconnaissance	Service_Scan
2,298,356	tcp	192.168.100.150	38800	192.168.100.3	80	122,816	0.080839	100	3.653824	3	3.734669	100	0	0.269418	3.815514	1	DDoS	TCP
630,593	udp	192.168.100.147	16180	192.168.100.7	80	13,316	1.24432	100	0	4	1.758326	100	0	0.306914	2.721042	1	DoS	UDP
3,543,988	udp	192.168.100.147	39429	192.168.100.3	80	128,907	1.877137	70	0.984139	4	3.638758	100	0	1.005606	4.980745	1	DDoS	UDP
1,952,399	tcp	192.168.100.147	19435	192.168.100.3	80	39,002	1.472877	35	0.167879	1	2.717083	100	0.200896	0.467601	3.648172	1	DDoS	TCP
2,084,867	tcp	192.168.100.148	31848	192.168.100.3	80	171,473	1.89058	73	0	3	2.603297	100	0	0.273457	4.432746	1	DDoS	TCP
2,705,741	udp	192.168.100.147	46459	192.168.100.3	80	77,124	0.018494	82	3.989418	4	4.007259	100	0	0.83892	4.032743	1	DDoS	UDP
1,878,458	tcp	192.168.100.150	52487	192.168.100.3	80	227,217	0	100	0	3	0	100	0	0	0	1	DDoS	TCP
2,351,900	tcp	192.168.100.149	42920	192.168.100.3	80	176,360	0.117512	30	3.421855	3	3.539367	100	0	0.282545	3.656879	1	DDoS	TCP
3,632,251	tcp	192.168.100.147	2493	192.168.100.3	717	8,628	0.001575	74	0.001067	1	0.002642	100	378.501129	474.270782	0.004217	1	Reconnaissance	Service_Scan
2,142,133	tcp	192.168.100.147	1893	192.168.100.3	80	228,740	1.6683	100	0	3	2.359304	100	0	0.299079	3.549096	1	DDoS	TCP
1,256,550	udp	192.168.100.148	42003	192.168.100.6	80	114,961	2.044027	93	0	4	1.667628	93	0	0.189801	4.297253	1	DoS	UDP
1,073,491	udp	192.168.100.148	50931	192.168.100.6	80	194,057	0.035905	18	3.498699	4	3.551295	18	0	0.28045	3.599269	1	DoS	UDP
2,390,051	tcp	192.168.100.150	56126	192.168.100.3	80	214,511	0.139678	95	3.642276	1	3.781951	100	0	0.348219	3.921626	1	DDoS	TCP
2,071,749	tcp	192.168.100.149	19353	192.168.100.3	80	158,355	1.883743	100	0	1	2.661513	100	0	0.334641	4.092247	1	DDoS	TCP
1,689,084	tcp	192.168.100.147	18463	192.168.100.3	80	37,843	0.143441	100	0	1	0.143441	100	0	0.203642	0.286882	1	DDoS	TCP
1,391,897	udp	192.168.100.149	39072	192.168.100.5	80	250,309	1.668419	100	0	4	2.037597	100	0	0.257178	3.624179	1	DoS	UDP
637,273	udp	192.168.100.148	5513	192.168.100.6	80	19,996	1.58576	100	0	4	2.742121	100	0	0.229902	3.802813	1	DoS	UDP
2,149,788	tcp	192.168.100.150	65226	192.168.100.3	80	236,395	2.013274	27	0	3	2.013274	100	0	0.139384	4.026548	1	DDoS	TCP
709,784	udp	192.168.100.147	40465	192.168.100.7	80	92,507	1.225219	100	0	4	1.727815	100	0	0.344007	2.750805	1	DoS	UDP
3,349,281	udp	192.168.100.150	3798	192.168.100.3	80	196,353	1.924554	28	0	4	2.721677	100	0	0.490672	4.097385	1	DDoS	UDP
2,434,515	tcp	192.168.100.149	64281	192.168.100.3	80	258,975	0.131092	100	3.349228	3	3.48032	100	0	0.284325	3.611412	1	DDoS	TCP
3,512,950	udp	192.168.100.148	52292	192.168.100.3	80	97,869	0.716079	62	2.600344	4	3.612731	100	0	0.737761	4.1404	1	DDoS	UDP
745,298	udp	192.168.100.150	32689	192.168.100.3	80	128,021	0.105435	39	4.454926	4	4.602112	39	0	0.392021	4.726104	1	DoS	UDP
52,332	tcp	192.168.100.148	18465	192.168.100.6	80	50,855	0	100	0	3	0	100	0	0.127646	0	1	DoS	TCP
130,687	tcp	192.168.100.150	21187	192.168.100.3	80	129,210	0.023428	68	0.089663	1	0.113091	68	0.037175	0.110963	0.136519	1	DoS	TCP
424,822	tcp	192.168.100.147	29408	192.168.100.7	80	161,193	1.883694	100	0	3	1.087551	100	0	0.175969	4.350205	1	DoS	TCP
163,190	tcp	192.168.100.150	27787	192.168.100.3	80	161,713	0.023777	100	0.105168	1	0.128945	100	0.03578	0.107339	0.152721	1	DoS	TCP
309,961	tcp	192.168.100.149	4599	192.168.100.5	80	46,331	2.071871	100	0	3	1.196195	100	0	0.133587	4.784782	1	DoS	TCP
1,599,766	udp	192.168.100.148	29363	192.168.100.6	80	196,024	0.026214	47	3.987225	4	4.024297	47	0	0.24796	4.044215	1	DoS	UDP
3,413,534	udp	192.168.100.150	34930	192.168.100.3	80	260,606	1.928445	61	0	4	2.727223	100	0	0.490698	4.097035	1	DDoS	UDP
3,262,395	udp	192.168.100.147	25016	192.168.100.3	80	109,467	0.823177	64	2.980303	4	3.98447	100	0	0.931404	4.996617	1	DDoS	UDP
765,765	udp	192.168.100.148	38083	192.168.100.6	80	148,488	1.555994	100	0	4	2.695008	100	0	0.242829	3.606091	1	DoS	UDP
2,843,585	udp	192.168.100.149	45252	192.168.100.3	80	214,968	1.715244	100	0	4	2.344061	100	0	0.450507	4.056577	1	DDoS	UDP
953,393	udp	192.168.100.148	25545	192.168.100.6	80	73,959	0.012165	100	3.555859	4	3.573132	100	0	0.279692	3.590203	1	DoS	UDP
1,069,738	udp	192.168.100.150	22569	192.168.100.3	80	190,304	0.033341	100	4.42409	4	4.479153	100	0	0.446449	4.51126	1	DoS	UDP
678,372	udp	192.168.100.150	10246	192.168.100.3	80	61,095	1.782356	86	0	4	3.30797	86	0	0.385245	4.705556	1	DoS	UDP
2,580,391	tcp	192.168.100.147	35866	192.168.100.3	80	142,704	0	100	0	3	0	100	0	0.069914	0	1	DDoS	TCP
1,805,709	tcp	192.168.100.148	43206	192.168.100.3	80	154,468	0	20	0	3	0	100	0	0	0	1	DDoS	TCP
1,444,024	udp	192.168.100.149	32092	192.168.100.5	80	40,281	0.148517	100	3.252936	4	3.395232	100	0	0.28182	3.636811	1	DoS	UDP
3,442,777	udp	192.168.100.148	36934	192.168.100.3	80	27,696	0.644074	37	2.757265	4	3.667634	100	0	0.728976	4.148688	1	DDoS	UDP
1,194,498	udp	192.168.100.147	9655	192.168.100.7	80	52,909	0.353081	100	2.994696	4	3.560571	100	0	0.217351	3.967809	1	DoS	UDP
1,777,992	tcp	192.168.100.150	27404	192.168.100.3	80	126,751	0	39	0.17019	1	0.17019	100	0	5.875786	0.17019	1	DDoS	TCP
1,765,472	tcp	192.168.100.149	26855	192.168.100.3	80	114,231	0	84	0	3	0	100	0	0.096656	0	1	DDoS	TCP
1,969,765	tcp	192.168.100.148	28496	192.168.100.3	80	56,371	1.51577	67	0	1	2.620261	100	0.17583	0.475064	3.628069	1	DDoS	TCP
3,037,989	udp	192.168.100.150	41288	192.168.100.3	80	147,211	1.896225	94	0	4	2.681667	100	0	0.494563	4.022788	1	DDoS	UDP
1,801,226	tcp	192.168.100.150	32993	192.168.100.3	80	149,985	0	99	0	3	0	100	0	0	0	1	DDoS	TCP
270,221	tcp	192.168.100.149	57765	192.168.100.5	80	6,591	2.015853	100	0	3	1.163853	100	0	0.135741	4.655413	1	DoS	TCP
3,290,648	udp	192.168.100.150	58217	192.168.100.3	80	137,720	1.929322	80	0	4	2.72834	100	0	0.490611	4.115834	1	DDoS	UDP
1,782,267	tcp	192.168.100.149	31294	192.168.100.3	80	131,026	0	100	0	3	0	100	0	0.099231	0	1	DDoS	TCP
3,405,868	udp	192.168.100.149	26661	192.168.100.3	80	252,940	1.939598	100	0	4	2.742393	100	0	0.484589	4.163789	1	DDoS	UDP
1,657,463	tcp	192.168.100.147	6150	192.168.100.3	80	6,222	0.091827	82	0.008947	1	0.100774	100	0.111444	0.327306	0.192602	1	DDoS	TCP
1,565,853	udp	192.168.100.148	13664	192.168.100.6	80	162,110	1.743642	100	0	4	3.019855	100	0	0.2296	4.043701	1	DoS	UDP
1,611,471	udp	192.168.100.147	11244	192.168.100.7	80	207,729	1.780218	35	0	4	2.180281	35	0	0.269145	3.648514	1	DoS	UDP
879,944	udp	192.168.100.147	29962	192.168.100.7	80	505	0.459936	100	1.353117	4	2.38113	100	0	0.404816	2.598958	1	DoS	UDP
1,153,677	udp	192.168.100.148	21017	192.168.100.6	80	12,088	2.050972	92	0	4	1.673366	92	0	0.190958	4.30851	1	DoS	UDP
3,145,446	udp	192.168.100.149	2057	192.168.100.3	80	254,668	1.906679	76	0	4	2.696451	100	0	0.49317	4.045396	1	DDoS	UDP
2,940,075	udp	192.168.100.148	55702	192.168.100.3	80	49,297	0.633697	100	2.762674	4	3.65882	100	0	0.729228	4.113868	1	DDoS	UDP