Datasets:

Mireu-Lab
/

UNSW-IoT

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Split (2)

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
3,585,784	tcp	192.168.100.6	2522	192.168.100.149	55550	8,542	0.000002	23	0	1	0.000002	8	0	0	0.000003	1	Reconnaissance	OS_Fingerprint
2,492,885	tcp	192.168.100.147	63763	192.168.100.3	80	55,197	1.33971	31	0	1	1.33971	100	0	0.088221	2.679421	1	DDoS	TCP
2,250,387	tcp	192.168.100.148	62949	192.168.100.3	80	74,846	1.621887	81	0	1	2.270211	100	0	0.383125	3.688839	1	DDoS	TCP
1,972,115	tcp	192.168.100.147	25888	192.168.100.3	80	58,721	1.520056	56	0	1	2.62884	100	0	0.354005	3.62898	1	DDoS	TCP
1,141,380	udp	192.168.100.149	63240	192.168.100.5	80	261,947	0.017392	100	4.062731	4	4.084306	100	0	0.243694	4.105511	1	DoS	UDP
1,577,568	udp	192.168.100.147	64739	192.168.100.7	80	173,825	0.043986	93	3.625324	4	3.66544	93	0	0.287277	3.739711	1	DoS	UDP
1,816,257	tcp	192.168.100.147	49627	192.168.100.3	80	165,016	2.238633	100	0	1	2.238633	100	0	0.152742	4.477266	1	DDoS	TCP
3,133,234	udp	192.168.100.150	127	192.168.100.3	80	242,456	1.897775	100	0	4	2.683857	100	0	0.494496	4.029273	1	DDoS	UDP
2,969,073	udp	192.168.100.149	28542	192.168.100.3	80	78,295	0.951836	100	2.026745	4	2.707447	100	0	0.422544	4.053517	1	DDoS	UDP
35,348	tcp	192.168.100.148	13393	192.168.100.6	80	33,871	0	74	0	3	0	74	0	0.127408	0	1	DoS	TCP
831,217	udp	192.168.100.150	61351	192.168.100.3	80	213,940	0.487998	100	3.471528	4	4.300655	100	0	0.418001	4.719328	1	DoS	UDP
834,021	udp	192.168.100.148	53114	192.168.100.6	80	216,744	1.582933	94	0	4	2.738724	94	0	0.256406	3.772413	1	DoS	UDP
516,789	tcp	192.168.100.150	21278	192.168.100.3	80	253,162	0	100	0.168897	1	0.168897	100	0	5.920768	0.168897	1	DoS	TCP
23,084	tcp	192.168.100.148	7266	192.168.100.6	80	21,607	0.001097	57	0	1	0.000549	57	0	0.127818	0.002743	1	DoS	TCP
580,497	tcp	192.168.100.148	62104	192.168.100.6	80	54,715	0	100	0	3	0	100	0	0.053167	0	1	DoS	TCP
2,185,772	tcp	192.168.100.147	65367	192.168.100.3	80	10,224	0.068026	39	3.047551	1	3.139703	100	0	0.405036	3.209702	1	DDoS	TCP
1,543,941	udp	192.168.100.148	1352	192.168.100.6	80	140,198	1.742183	93	0	4	3.017318	93	0	0.247933	4.041808	1	DoS	UDP
3,408,235	udp	192.168.100.149	27876	192.168.100.3	80	255,307	1.9399	49	0	4	2.742837	100	0	0.48454	4.163774	1	DDoS	UDP
822,043	udp	192.168.100.148	50544	192.168.100.6	80	204,766	1.583138	100	0	4	2.73906	100	0	0.253494	3.771851	1	DoS	UDP
2,297,235	tcp	192.168.100.147	61573	192.168.100.3	80	121,695	0.138927	100	2.883821	1	3.041234	100	0	0.407314	3.221751	1	DDoS	TCP
2,301,131	tcp	192.168.100.147	62583	192.168.100.3	80	125,591	1.465518	71	0	1	2.062284	100	0	0.407137	3.271899	1	DDoS	TCP
1,610,079	udp	192.168.100.149	9812	192.168.100.5	80	206,337	0.581497	100	3.287465	4	3.874579	100	0	0.271498	4.628228	1	DoS	UDP
2,207,855	tcp	192.168.100.149	5287	192.168.100.3	80	32,313	1.693928	58	0	3	2.395491	100	0	0.282704	3.610722	1	DDoS	TCP
2,950,158	udp	192.168.100.150	26310	192.168.100.3	80	59,380	0.943268	100	2.033181	4	3.367161	100	0	0.494984	4.036403	1	DDoS	UDP
2,190,097	tcp	192.168.100.148	20286	192.168.100.3	80	14,549	1.401795	45	0	1	2.422695	100	0.295816	0.465876	3.380474	1	DDoS	TCP
447,301	tcp	192.168.100.147	38348	192.168.100.7	80	183,672	0	100	0	3	0	100	0	0.16006	0	1	DoS	TCP
2,927,562	udp	192.168.100.148	53179	192.168.100.3	80	36,784	0.634923	100	2.760227	4	3.658088	100	0	0.729256	4.115516	1	DDoS	UDP
1,126,369	udp	192.168.100.149	52683	192.168.100.5	80	246,936	0.020551	100	4.068142	4	4.09585	100	0	0.243402	4.117301	1	DoS	UDP
2,721,019	udp	192.168.100.147	50353	192.168.100.3	80	92,402	0.015145	100	3.964969	4	3.986187	100	0	0.845311	3.999126	1	DDoS	UDP
1,719,639	tcp	192.168.100.148	22021	192.168.100.3	80	68,398	0.116578	96	0	1	0.116578	100	0	0.192483	0.233157	1	DDoS	TCP
44,150	tcp	192.168.100.149	3612	192.168.100.5	80	42,673	0.018603	100	0	1	0.01074	100	0	0.103767	0.042961	1	DoS	TCP
2,928,243	udp	192.168.100.149	16741	192.168.100.3	80	37,465	0.951101	100	2.038353	4	3.383411	100	0	0.492996	4.057345	1	DDoS	UDP
704,621	udp	192.168.100.149	14725	192.168.100.5	80	87,344	1.955548	100	0	4	2.765441	100	0	0.159068	4.170584	1	DoS	UDP
534,139	tcp	192.168.100.149	39438	192.168.100.5	80	8,357	0.059117	100	0	1	0.034131	100	0	0.051055	0.136524	1	DoS	TCP
1,993,910	tcp	192.168.100.150	32730	192.168.100.3	80	80,516	0.110586	100	4.041765	3	4.15236	100	0	0.20531	4.262954	1	DDoS	TCP
2,648,855	udp	192.168.100.147	20504	192.168.100.3	80	20,238	0.45479	67	3.987362	4	4.337943	100	0	0.838883	4.98021	1	DDoS	UDP
2,624,184	tcp	192.168.100.147	49055	192.168.100.3	80	186,497	0.144783	100	0	1	0.102377	100	0	0.103626	0.307132	1	DDoS	TCP
2,639,521	udp	192.168.100.147	12844	192.168.100.3	80	10,904	0.462486	100	3.993432	4	4.339221	100	0	0.83835	4.992913	1	DDoS	UDP
1,197,693	udp	192.168.100.147	11890	192.168.100.7	80	56,104	0.215458	100	3.352932	4	3.648109	100	0	0.217208	3.961561	1	DoS	UDP
166,659	tcp	192.168.100.148	48760	192.168.100.6	80	165,182	0.009794	100	0	1	0.005654	100	0	0.125154	0.022618	1	DoS	TCP
411,715	tcp	192.168.100.147	25760	192.168.100.7	80	148,086	1.763249	56	0	3	1.018012	56	0	0.178474	4.072049	1	DoS	TCP
258,957	tcp	192.168.100.150	64408	192.168.100.3	80	257,530	0	60	0.192105	1	0.192105	60	0	5.205487	0.192105	1	DoS	TCP
3,267,275	udp	192.168.100.148	59172	192.168.100.3	80	114,347	0.645436	100	2.773641	4	3.685987	100	0	0.724323	4.166639	1	DDoS	UDP
3,135,813	udp	192.168.100.150	1570	192.168.100.3	80	245,035	1.901406	32	0	4	2.688992	100	0	0.494525	4.036477	1	DDoS	UDP
1,053,147	udp	192.168.100.147	64693	192.168.100.7	80	173,713	0.023006	70	2.547243	4	2.586336	70	0	0.386632	2.616207	1	DoS	UDP
2,968,553	udp	192.168.100.148	61624	192.168.100.3	80	77,775	0.632482	100	2.76631	4	3.660748	100	0	0.728996	4.113817	1	DDoS	UDP
2,341,428	tcp	192.168.100.147	14489	192.168.100.3	80	165,888	0.003143	60	3.073022	1	3.077181	100	0	0.402135	3.080619	1	DDoS	TCP
1,536,672	udp	192.168.100.150	58961	192.168.100.3	80	132,929	0.01664	100	4.781546	4	4.79965	100	0	0.626604	4.824156	1	DoS	UDP
1,362,200	udp	192.168.100.149	17084	192.168.100.5	80	220,611	1.756163	95	0	4	2.126762	95	0	0.237193	4.022973	1	DoS	UDP
1,824,181	tcp	192.168.100.149	42585	192.168.100.3	80	172,940	0	60	0	3	0	100	0	0	0	1	DDoS	TCP
1,284,587	udp	192.168.100.147	52864	192.168.100.7	80	142,998	1.81261	100	0	4	1.479543	100	0	0.201146	3.769222	1	DoS	UDP
736,907	udp	192.168.100.150	29944	192.168.100.3	80	119,630	0.126509	27	4.454424	4	4.624084	27	0	0.390143	4.765798	1	DoS	UDP
3,473,809	udp	192.168.100.149	60493	192.168.100.3	80	58,728	1.933745	45	0	4	2.734453	100	0	0.420533	4.135283	1	DDoS	UDP
3,126,337	udp	192.168.100.150	62373	192.168.100.3	80	235,559	1.900167	100	0	4	2.687241	100	0	0.495007	4.03382	1	DDoS	UDP
3,398,836	udp	192.168.100.150	27793	192.168.100.3	80	245,908	1.92408	100	0	4	2.721039	100	0	0.490726	4.090828	1	DDoS	UDP
247,275	tcp	192.168.100.150	57343	192.168.100.3	80	245,798	0	100	0.181922	1	0.181922	100	0	5.496861	0.181922	1	DoS	TCP
2,953,691	udp	192.168.100.149	24337	192.168.100.3	80	62,913	0.951329	100	2.041732	4	3.387101	100	0	0.493015	4.064617	1	DDoS	UDP
2,590,013	tcp	192.168.100.147	39739	192.168.100.3	80	152,326	0.131982	89	0	1	0.0762	100	0	0.090942	0.3048	1	DDoS	TCP
2,518,425	tcp	192.168.100.148	63690	192.168.100.3	80	80,737	1.33323	42	0	3	1.33323	100	0	0.049038	2.666461	1	DDoS	TCP
1,950,985	tcp	192.168.100.148	53648	192.168.100.3	80	37,588	1.659416	100	0	3	1.173384	100	0	0.204103	3.520153	1	DDoS	TCP
2,692,276	udp	192.168.100.148	25837	192.168.100.3	80	63,659	0.300136	100	3.499089	4	3.923443	100	0	0.60419	4.143853	1	DDoS	UDP
3,175,180	udp	192.168.100.148	39085	192.168.100.3	80	22,252	0.648901	40	2.771319	4	3.688889	100	0	0.724053	4.160185	1	DDoS	UDP
1,887,890	tcp	192.168.100.148	63263	192.168.100.3	80	236,649	0	38	0	3	0	100	0	0	0	1	DDoS	TCP
3,148,003	udp	192.168.100.149	3462	192.168.100.3	80	257,225	1.90996	100	0	4	2.701091	100	0	0.493127	4.052429	1	DDoS	UDP
944,936	udp	192.168.100.148	23233	192.168.100.6	80	65,502	0.00867	77	3.562804	4	3.574971	77	0	0.27965	3.586932	1	DoS	UDP
1,716,458	tcp	192.168.100.150	13006	192.168.100.3	80	65,217	0.094825	100	0	1	0.094825	100	0	0.167624	0.189649	1	DDoS	TCP
112,561	tcp	192.168.100.148	34464	192.168.100.6	80	111,084	0	64	0	3	0	64	0	0.129928	0	1	DoS	TCP
1,704,203	tcp	192.168.100.147	22552	192.168.100.3	80	52,962	2.430151	100	0.09689	1	2.527041	100	0.101398	0.202439	4.957192	1	DDoS	TCP
2,740,355	udp	192.168.100.148	38422	192.168.100.3	80	111,738	0.882338	49	2.757716	4	3.929941	100	0	0.618809	4.88645	1	DDoS	UDP
650,563	udp	192.168.100.148	12083	192.168.100.6	80	33,286	1.576977	100	0	4	2.728578	100	0	0.23048	3.754467	1	DoS	UDP
1,174,192	udp	192.168.100.150	33532	192.168.100.3	80	32,603	1.708708	100	0	4	3.485446	100	0	0.458827	4.87471	1	DoS	UDP
1,856,071	tcp	192.168.100.149	51068	192.168.100.3	80	204,830	0	47	0	3	0	100	0	0	0	1	DDoS	TCP
1,619,215	udp	192.168.100.147	14572	192.168.100.7	80	215,473	1.57293	100	0	4	2.724329	100	0	0.290809	3.644969	1	DoS	UDP
1,014,590	udp	192.168.100.149	29402	192.168.100.5	80	135,156	1.782674	62	0	4	3.087323	62	0	0.230716	4.152381	1	DoS	UDP
799,424	udp	192.168.100.148	45488	192.168.100.6	80	182,147	1.579739	100	0	4	2.733246	100	0	0.248924	3.76345	1	DoS	UDP
2,232,454	tcp	192.168.100.148	59621	192.168.100.3	80	56,913	1.475577	70	0.157727	1	2.228595	100	0	0.379907	3.486789	1	DDoS	TCP
3,134,956	udp	192.168.100.150	1097	192.168.100.3	80	244,178	1.897294	100	0	4	2.683177	100	0	0.494524	4.02808	1	DDoS	UDP
2,140,427	tcp	192.168.100.148	49378	192.168.100.3	80	227,034	0.063611	100	3.337736	3	3.401347	100	0	0.205762	3.464958	1	DDoS	TCP
1,386,126	udp	192.168.100.149	33320	192.168.100.5	80	244,538	1.694004	100	0	4	2.064238	100	0	0.25195	3.75033	1	DoS	UDP
1,346,535	udp	192.168.100.148	4311	192.168.100.6	80	204,946	2.04069	100	0	4	2.040599	100	0	0.179862	4.108505	1	DoS	UDP
2,564,104	tcp	192.168.100.147	29937	192.168.100.3	80	126,417	0.138488	72	0	1	0.137229	100	0.029985	0.119576	0.300804	1	DDoS	TCP
758,795	udp	192.168.100.148	36489	192.168.100.6	80	141,518	1.555071	99	0	4	2.693438	99	0	0.241693	3.598659	1	DoS	UDP
3,428,309	udp	192.168.100.148	31387	192.168.100.3	80	13,228	0.646529	100	2.753409	4	3.66725	100	0	0.728822	4.150077	1	DDoS	UDP
1,556,715	udp	192.168.100.148	8174	192.168.100.6	80	152,972	1.742018	100	0	4	3.017105	100	0	0.239048	4.04432	1	DoS	UDP
1,989,763	tcp	192.168.100.147	31970	192.168.100.3	80	76,369	0.199983	100	3.179432	1	3.44204	100	0	0.349196	3.66427	1	DDoS	TCP
2,275,523	tcp	192.168.100.150	33466	192.168.100.3	80	99,982	0.046735	61	3.667421	3	3.714165	100	0	0.27084	3.760909	1	DDoS	TCP
2,379,251	tcp	192.168.100.147	27525	192.168.100.3	80	203,711	1.419351	71	0	3	2.007215	100	0	0.327523	3.023058	1	DDoS	TCP
3,092,993	udp	192.168.100.148	38427	192.168.100.3	80	202,215	1.283816	48	1.384206	4	3.199795	100	0	0.729305	4.10822	1	DDoS	UDP
1,004,289	udp	192.168.100.149	26589	192.168.100.5	80	124,855	1.780574	100	0	4	3.083717	100	0	0.230678	4.145629	1	DoS	UDP
2,147,137	tcp	192.168.100.150	64797	192.168.100.3	80	233,744	1.908781	77	0	1	1.349712	100	0	0.208937	4.049135	1	DDoS	TCP
2,415,529	tcp	192.168.100.148	45712	192.168.100.3	80	239,989	0.087811	34	3.094217	3	3.182029	100	0	0.316539	3.26984	1	DDoS	TCP
1,197,080	udp	192.168.100.147	11277	192.168.100.7	80	55,491	0.256962	29	3.240143	4	3.620051	29	0	0.21725	3.965155	1	DoS	UDP
1,392,371	udp	192.168.100.149	39546	192.168.100.5	80	250,783	1.666752	100	0	4	2.035342	100	0	0.257448	3.624997	1	DoS	UDP
1,929,085	tcp	192.168.100.149	30653	192.168.100.3	80	15,688	1.949997	33	0	1	2.75361	100	0	0.311917	4.260622	1	DDoS	TCP
2,963,195	udp	192.168.100.148	60474	192.168.100.3	80	72,417	0.631078	100	2.768098	4	3.660559	100	0	0.728948	4.111773	1	DDoS	UDP
1,505,825	udp	192.168.100.148	58491	192.168.100.6	80	102,082	1.745432	100	0	4	3.02256	100	0	0.247716	4.079836	1	DoS	UDP
3,530,353	udp	192.168.100.147	33858	192.168.100.3	80	115,272	1.873005	100	0.987303	4	3.636029	100	0	1.005402	4.980597	1	DDoS	UDP
2,780,939	udp	192.168.100.147	64908	192.168.100.3	80	152,322	0.714128	100	3.00328	4	3.922783	100	0	0.871666	4.744272	1	DDoS	UDP
754,623	udp	192.168.100.150	35870	192.168.100.3	80	137,346	0.096658	69	4.460884	4	4.582471	69	0	0.393999	4.730543	1	DoS	UDP
3,471,947	udp	192.168.100.147	1412	192.168.100.3	80	56,866	1.512719	76	1.761221	4	3.900349	100	0	1.021514	4.993962	1	DDoS	UDP