Datasets:

Mireu-Lab
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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 stringclasses 81 values	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
3,198,264	udp	192.168.100.150	43939	192.168.100.3	80	45,336	0.969877	100	2.032768	4	3.404252	100	0	0.490506	4.106297	1	DDoS	UDP
530,492	tcp	192.168.100.148	49760	192.168.100.6	80	4,710	0	88	0	3	0	88	0	0.053548	0	1	DoS	TCP
2,173,826	tcp	192.168.100.150	14027	192.168.100.3	80	260,433	0	100	0	3	0	100	0	0.0972	0	1	DDoS	TCP
414,414	tcp	192.168.100.149	38030	192.168.100.5	80	150,785	2.230836	47	0	1	1.577439	47	0	0.128139	4.732317	1	DoS	TCP
3,085,696	udp	192.168.100.148	35017	192.168.100.3	80	194,918	1.283517	91	1.385008	4	3.200174	100	0	0.729187	4.108065	1	DDoS	UDP
2,735,636	udp	192.168.100.149	12947	192.168.100.3	80	107,019	2.094318	100	0	4	2.934878	100	0	0.388169	4.747462	1	DDoS	UDP
788,580	udp	192.168.100.150	47221	192.168.100.3	80	171,303	0.205379	100	4.163918	4	4.479487	100	0	0.40336	4.728382	1	DoS	UDP
2,476,458	tcp	192.168.100.148	54390	192.168.100.3	80	38,770	1.188366	100	0	3	0.840302	100	0	0.076822	2.520905	1	DDoS	TCP
3,124,309	udp	192.168.100.149	59447	192.168.100.3	80	233,531	1.913799	69	0	4	2.706519	100	0	0.493355	4.062856	1	DDoS	UDP
2,419,799	tcp	192.168.100.150	64914	192.168.100.3	80	244,259	0.08371	100	3.802615	1	3.886331	100	0	0.348921	3.970047	1	DDoS	TCP
1,691,248	tcp	192.168.100.147	19073	192.168.100.3	80	40,007	0.039484	61	0	1	0.039484	100	0	0.208578	0.078968	1	DDoS	TCP
3,506,614	udp	192.168.100.150	7628	192.168.100.3	80	91,533	0.921997	100	2.112426	4	3.416324	100	0	0.489533	4.070361	1	DDoS	UDP
73,031	tcp	192.168.100.149	11515	192.168.100.5	80	71,554	0	100	0	3	0	100	0	0.104636	0	1	DoS	TCP
2,480,423	tcp	192.168.100.149	35861	192.168.100.3	80	42,735	0.148883	100	0	1	0.085958	100	0	0.093479	0.343831	1	DDoS	TCP
2,466,781	tcp	192.168.100.148	51496	192.168.100.3	80	29,093	1.172089	100	0	3	0.828792	100	0	0.077737	2.486376	1	DDoS	TCP
2,921,005	udp	192.168.100.149	14688	192.168.100.3	80	30,227	0.952652	88	2.038426	4	3.385678	100	0	0.492973	4.061102	1	DDoS	UDP
2,393,690	tcp	192.168.100.148	40088	192.168.100.3	80	218,150	1.530861	33	0	3	2.160934	100	0	0.317954	3.355761	1	DDoS	TCP
1,165,656	udp	192.168.100.147	65376	192.168.100.7	80	24,067	0.854273	100	1.951389	4	3.368357	100	0	0.217991	4.242023	1	DoS	UDP
2,865,217	udp	192.168.100.150	55843	192.168.100.3	80	236,600	0.283538	87	4.03001	4	4.313544	100	0	0.469737	4.597079	1	DDoS	UDP
3,065,196	udp	192.168.100.148	26116	192.168.100.3	80	174,418	0.640458	22	2.748697	4	3.654435	100	0	0.729658	4.110051	1	DDoS	UDP
1,885,753	tcp	192.168.100.150	54502	192.168.100.3	80	234,512	0	90	0.342272	1	0.342272	100	0	2.921653	0.342272	1	DDoS	TCP
2,689,784	udp	192.168.100.147	41539	192.168.100.3	80	61,167	0.043886	100	3.989895	4	4.025888	100	0	0.833161	4.087683	1	DDoS	UDP
363,957	tcp	192.168.100.147	15707	192.168.100.7	80	100,327	1.773582	100	0	3	1.023978	100	0	0.179322	4.095911	1	DoS	TCP
136,648	tcp	192.168.100.147	52067	192.168.100.7	80	135,171	0	54	0	3	0	54	0	0.118788	0	1	DoS	TCP
582,103	tcp	192.168.100.149	55420	192.168.100.5	80	56,321	0	100	0	3	0	100	0	0.054368	0	1	DoS	TCP
2,548,362	tcp	192.168.100.148	8488	192.168.100.3	80	110,675	1.964781	99	0	3	1.134367	100	0	0.093845	4.537467	1	DDoS	TCP
3,083,821	udp	192.168.100.149	46018	192.168.100.3	80	193,043	1.912429	70	0	4	2.704578	100	0	0.493367	4.061105	1	DDoS	UDP
68,985	tcp	192.168.100.147	34628	192.168.100.7	80	67,508	0	33	0	3	0	33	0	0.125085	0	1	DoS	TCP
2,496,810	tcp	192.168.100.148	60258	192.168.100.3	80	59,122	1.263583	16	0	3	1.263583	100	0	0.049964	2.527166	1	DDoS	TCP
2,169,119	tcp	192.168.100.150	9093	192.168.100.3	80	255,726	2.031702	100	0	3	2.031702	100	0	0.140125	4.063403	1	DDoS	TCP
2,645,118	udp	192.168.100.148	1989	192.168.100.3	80	16,501	0.320871	96	3.480175	4	3.933238	100	0	0.597773	4.181825	1	DDoS	UDP
2,855,090	udp	192.168.100.150	51023	192.168.100.3	80	226,473	0.378033	100	4.030194	4	4.408224	100	0	0.36919	4.786255	1	DDoS	UDP
495,771	tcp	192.168.100.150	283	192.168.100.3	80	232,144	0	100	0.182459	1	0.182459	100	0	5.480683	0.182459	1	DoS	TCP
2,368,933	tcp	192.168.100.147	24301	192.168.100.3	80	193,393	1.480381	100	0	1	2.089987	100	0	0.406807	3.241092	1	DDoS	TCP
2,539,011	tcp	192.168.100.147	22867	192.168.100.3	80	101,324	0.179074	100	0	1	0.103389	100	0	0.10024	0.413554	1	DDoS	TCP
2,203,371	tcp	192.168.100.149	3780	192.168.100.3	80	27,829	1.695628	100	0	3	2.39793	100	0	0.282596	3.610381	1	DDoS	TCP
2,300,554	tcp	192.168.100.148	13716	192.168.100.3	80	125,014	1.520016	95	0	3	2.145614	100	0	0.30714	3.332122	1	DDoS	TCP
3,463,169	udp	192.168.100.148	44293	192.168.100.3	80	48,088	0.667319	100	2.711475	4	3.654602	100	0	0.731458	4.155409	1	DDoS	UDP
894,167	udp	192.168.100.150	32383	192.168.100.3	80	14,733	1.794153	86	0	4	3.588218	86	0	0.446836	4.495261	1	DoS	UDP
3,422,612	udp	192.168.100.148	29142	192.168.100.3	80	7,531	0.649118	100	2.749568	4	3.667013	100	0	0.728813	4.153154	1	DDoS	UDP
123,161	tcp	192.168.100.147	48777	192.168.100.7	80	121,684	0	100	0	3	0	100	0	0.117198	0	1	DoS	TCP
2,199,830	tcp	192.168.100.147	43167	192.168.100.3	80	24,288	0.130046	100	2.80356	1	2.971368	100	0	0.403544	3.120463	1	DDoS	TCP
1,103,106	udp	192.168.100.147	22939	192.168.100.7	80	223,672	0.530417	71	2.541529	4	2.849411	71	0	0.406288	3.909185	1	DoS	UDP
1,233,298	udp	192.168.100.148	37933	192.168.100.6	80	91,709	2.060282	7	0	4	1.680274	7	0	0.190184	4.357045	1	DoS	UDP
862,843	udp	192.168.100.149	55495	192.168.100.5	80	245,566	2.107807	56	0	4	2.106673	56	0	0.229613	4.311109	1	DoS	UDP
364,095	tcp	192.168.100.148	1573	192.168.100.6	80	100,465	0.007109	39	0	3	0.003555	39	0	0.164048	0.017773	1	DoS	TCP
2,868,611	udp	192.168.100.149	57348	192.168.100.3	80	239,994	0.244194	69	4.073179	4	4.317373	100	0	0.468898	4.561567	1	DDoS	UDP
1,231,287	udp	192.168.100.147	30190	192.168.100.7	80	89,698	1.812796	100	0	4	2.218844	100	0	0.215127	3.813451	1	DoS	UDP
3,557,378	udp	192.168.100.149	6532	192.168.100.3	80	142,297	0.903846	42	2.174849	4	3.452489	100	0	0.483712	4.124975	1	DDoS	UDP
3,152,828	udp	192.168.100.150	1011	192.168.100.3	80	262,051	0.011725	100	4.045472	4	4.057197	100	0	0.49428	4.068922	1	DDoS	UDP
2,504,819	tcp	192.168.100.147	2594	192.168.100.3	80	67,131	1.466632	100	0	3	1.466632	100	0	0.057452	2.933265	1	DDoS	TCP
1,174,771	udp	192.168.100.149	54966	192.168.100.5	80	33,182	1.645804	53	0	4	2.013247	53	0	0.220897	3.502293	1	DoS	UDP
1,742,726	tcp	192.168.100.150	19471	192.168.100.3	80	91,485	0	92	0.153509	1	0.153509	100	0	6.514276	0.153509	1	DDoS	TCP
2,291,196	tcp	192.168.100.148	11034	192.168.100.3	80	115,656	1.556958	100	0	3	2.19648	100	0	0.306156	3.428073	1	DDoS	TCP
3,373,387	udp	192.168.100.149	9149	192.168.100.3	80	220,459	1.945978	88	0	4	2.751906	100	0	0.484624	4.150249	1	DDoS	UDP
3,117,280	udp	192.168.100.150	58030	192.168.100.3	80	226,502	1.897919	100	0	4	2.68406	100	0	0.494591	4.029499	1	DDoS	UDP
1,238,172	udp	192.168.100.147	33810	192.168.100.7	80	96,583	1.815943	100	0	4	2.222232	100	0	0.214611	3.837419	1	DoS	UDP
2,649,508	udp	192.168.100.147	20857	192.168.100.3	80	20,891	0.454681	51	3.98949	4	4.339345	100	0	0.838933	4.981498	1	DDoS	UDP
3,140,385	udp	192.168.100.149	1015	192.168.100.3	80	249,607	1.910697	100	0	4	2.702133	100	0	0.493216	4.054066	1	DDoS	UDP
2,284,667	tcp	192.168.100.148	8029	192.168.100.3	80	109,127	1.569979	97	0	3	2.215737	100	0	0.305831	3.446615	1	DDoS	TCP
3,291,836	udp	192.168.100.150	58445	192.168.100.3	80	138,908	1.929113	100	0	4	2.728042	100	0	0.49064	4.115692	1	DDoS	UDP
753,734	udp	192.168.100.149	25777	192.168.100.5	80	136,457	2.108934	91	0	4	2.107419	91	0	0.204168	4.327835	1	DoS	UDP
3,640,625	udp	192.168.100.148	63061	192.168.100.5	22124	17,168	0	15	0	4	0	58	0	0	0	1	Reconnaissance	Service_Scan
211,329	tcp	192.168.100.150	38699	192.168.100.3	80	209,852	0	84	0.093962	1	0.093962	84	0	10.6426	0.093962	1	DoS	TCP
3,213,465	udp	192.168.100.148	50322	192.168.100.3	80	60,537	0.64711	100	2.773903	4	3.6889	100	0	0.723948	4.160953	1	DDoS	UDP
2,158,548	tcp	192.168.100.149	26456	192.168.100.3	80	245,155	0.015505	100	3.906507	3	3.921981	100	0	0.251683	3.937456	1	DDoS	TCP
1,458,944	udp	192.168.100.150	3448	192.168.100.3	80	55,201	1.924958	100	0	4	3.848427	100	0	0.624843	4.912477	1	DoS	UDP
2,304,732	tcp	192.168.100.149	33617	192.168.100.3	80	129,192	0.039719	91	3.531079	3	3.570787	100	0	0.282917	3.610495	1	DDoS	TCP
703,284	udp	192.168.100.148	24201	192.168.100.6	80	86,007	1.553316	100	0	4	2.690402	100	0	0.234952	3.59411	1	DoS	UDP
1,991,380	tcp	192.168.100.150	32029	192.168.100.3	80	77,986	0.126658	82	4.022868	3	4.149534	100	0	0.205247	4.2762	1	DDoS	TCP
1,435,682	udp	192.168.100.149	29444	192.168.100.5	80	31,939	0.160163	100	3.24166	4	3.402685	100	0	0.28155	3.662148	1	DoS	UDP
1,654,471	tcp	192.168.100.147	4363	192.168.100.3	80	3,230	0.001268	100	0	1	0.001268	100	0	0.227008	0.002537	1	DDoS	TCP
660,126	udp	192.168.100.148	14834	192.168.100.6	80	42,849	1.571888	83	0	4	2.720809	83	0	0.231253	3.719596	1	DoS	UDP
849,091	udp	192.168.100.149	48639	192.168.100.5	80	231,814	2.109454	50	0	4	2.108527	50	0	0.224005	4.305474	1	DoS	UDP
1,167,647	udp	192.168.100.150	31019	192.168.100.3	80	26,058	1.688088	100	0	4	3.468146	100	0	0.458446	4.883493	1	DoS	UDP
3,152,798	udp	192.168.100.150	966	192.168.100.3	80	262,021	0.011724	39	4.045472	4	4.057196	100	0	0.49428	4.06892	1	DDoS	UDP
2,138,533	tcp	192.168.100.147	250	192.168.100.3	80	225,140	0.148464	100	3.165373	1	3.375164	100	0.286745	0.443769	3.48742	1	DDoS	TCP
2,949,485	udp	192.168.100.150	26213	192.168.100.3	80	58,707	0.941905	100	2.038664	4	3.370707	100	0	0.494802	4.041446	1	DDoS	UDP
2,440,763	tcp	192.168.100.148	44384	192.168.100.3	80	3,074	1.101892	100	0	3	0.779155	100	0	0.080764	2.337466	1	DDoS	TCP
2,888,748	udp	192.168.100.149	1832	192.168.100.3	80	260,131	0.016797	69	4.066373	4	4.083228	100	0	0.490592	4.100083	1	DDoS	UDP
673,582	udp	192.168.100.149	7580	192.168.100.5	80	56,305	1.92828	86	0	4	2.726702	86	0	0.15727	4.124948	1	DoS	UDP
1,382,243	udp	192.168.100.149	29505	192.168.100.5	80	240,655	1.711566	100	0	4	2.081764	100	0	0.24858	3.835866	1	DoS	UDP
105,135	tcp	192.168.100.150	15975	192.168.100.3	80	103,658	0.038028	47	0.07545	1	0.113478	47	0.038398	0.114527	0.151506	1	DoS	TCP
1,842,310	tcp	192.168.100.148	52160	192.168.100.3	80	191,069	0	25	0.302592	1	0.302592	100	0	3.30478	0.302592	1	DDoS	TCP
3,528,053	udp	192.168.100.147	32964	192.168.100.3	80	112,972	1.874168	100	0.98568	4	3.63603	100	0	1.005306	4.983441	1	DDoS	UDP
2,814,266	udp	192.168.100.149	35056	192.168.100.3	80	185,649	1.5194	100	0	4	1.91711	100	0	0.337346	3.716129	1	DDoS	UDP
3,465,175	udp	192.168.100.148	44955	192.168.100.3	80	50,094	0.67322	100	2.698165	4	3.64966	100	0	0.7319	4.154285	1	DDoS	UDP
652,664	udp	192.168.100.147	27811	192.168.100.7	80	35,387	1.24063	100	0	4	1.752854	100	0	0.307969	2.731386	1	DoS	UDP
2,761,962	udp	192.168.100.147	60393	192.168.100.3	80	133,345	0.777242	100	3.004805	4	3.975256	100	0	0.861171	4.907503	1	DDoS	UDP
2,888,407	udp	192.168.100.150	1844	192.168.100.3	80	259,790	0.022917	100	4.020623	4	4.043583	100	0	0.494555	4.066542	1	DDoS	UDP
3,358,189	udp	192.168.100.150	8610	192.168.100.3	80	205,261	1.923971	32	0	4	2.720858	100	0	0.490667	4.095285	1	DDoS	UDP
2,492,589	tcp	192.168.100.150	22967	192.168.100.3	80	54,901	0.11207	34	0	1	0.091211	100	0.031722	0.155128	0.242211	1	DDoS	TCP
2,703,426	udp	192.168.100.149	4426	192.168.100.3	80	74,809	1.920819	86	0	4	2.71642	100	0	0.394893	4.085268	1	DDoS	UDP
3,478,923	udp	192.168.100.149	60774	192.168.100.3	80	63,842	0.970611	100	1.96519	4	2.687684	100	0	0.420782	4.059688	1	DDoS	UDP
644,848	udp	192.168.100.148	9248	192.168.100.6	80	27,571	1.581363	100	0	4	2.735328	100	0	0.230207	3.779658	1	DoS	UDP
2,049,607	tcp	192.168.100.148	19018	192.168.100.3	80	136,213	1.899256	100	0	3	2.629826	100	0	0.271763	4.417786	1	DDoS	TCP
2,302,474	tcp	192.168.100.149	33365	192.168.100.3	80	126,934	0.044085	100	3.529193	3	3.573277	100	0	0.282759	3.617362	1	DDoS	TCP
1,077,951	udp	192.168.100.149	41691	192.168.100.5	80	198,517	1.777862	100	0	4	3.079082	100	0	0.230943	4.138506	1	DoS	UDP
1,201,717	udp	192.168.100.150	40150	192.168.100.3	80	60,128	1.862789	100	0	4	3.29076	100	0	0.459924	4.967852	1	DoS	UDP
1,861,763	tcp	192.168.100.149	52465	192.168.100.3	80	210,522	0	67	0	3	0	100	0	0	0	1	DDoS	TCP