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
2,974,059	udp	192.168.100.147	62240	192.168.100.3	80	83,281	1.368034	49	1.972019	4	3.906706	100	0	1.024913	4.877971	1	DDoS	UDP
3,056,930	udp	192.168.100.147	32752	192.168.100.3	80	166,152	1.371018	75	1.970819	4	3.909729	100	0	1.025004	4.881522	1	DDoS	UDP
2,727,249	udp	192.168.100.150	11057	192.168.100.3	80	98,632	2.112388	95	0	4	2.956167	100	0	0.387599	4.807194	1	DDoS	UDP
541,411	tcp	192.168.100.150	63491	192.168.100.3	80	15,629	0.030104	67	0.105912	1	0.137289	67	0.040272	0.100679	0.177897	1	DoS	TCP
593,265	tcp	192.168.100.147	26149	192.168.100.7	80	67,484	0	100	0	3	0	100	0	0.070684	0	1	DoS	TCP
388,328	tcp	192.168.100.148	13779	192.168.100.6	80	124,698	0.079391	100	0	1	0.048992	100	0.045802	0.14559	0.204677	1	DoS	TCP
1,928,431	tcp	192.168.100.149	30608	192.168.100.3	80	15,030	1.899518	36	0	3	2.686211	100	0	0.249413	4.050668	1	DDoS	TCP
2,477,304	tcp	192.168.100.149	35009	192.168.100.3	80	39,616	0.126622	100	0	1	0.126335	100	0.114945	0.117458	0.264739	1	DDoS	TCP
766,201	udp	192.168.100.147	52868	192.168.100.7	80	148,924	0.938585	100	2.559541	4	3.075804	100	0	0.353584	4.951495	1	DoS	UDP
2,047,438	tcp	192.168.100.149	5026	192.168.100.3	80	134,044	1.936509	77	0	1	2.728704	100	0.256988	0.413913	4.294876	1	DDoS	TCP
2,611,825	tcp	192.168.100.147	46442	192.168.100.3	80	174,138	0	100	0	3	0	100	0	0.070158	0	1	DDoS	TCP
1,368,358	udp	192.168.100.149	20169	192.168.100.5	80	226,769	1.746595	100	0	4	2.117129	100	0	0.239901	3.984565	1	DoS	UDP
2,939,404	udp	192.168.100.149	20216	192.168.100.3	80	48,626	0.952516	100	2.038718	4	3.385774	100	0	0.49306	4.061735	1	DDoS	UDP
3,026,787	udp	192.168.100.148	12273	192.168.100.3	80	136,009	0.633868	88	2.75932	4	3.655746	100	0	0.729452	4.104341	1	DDoS	UDP
1,706,680	tcp	192.168.100.149	10912	192.168.100.3	80	55,439	0.052538	48	0	1	0.052538	100	0	0.189583	0.105076	1	DDoS	TCP
143,068	tcp	192.168.100.148	42421	192.168.100.6	80	141,591	0.007319	100	0	3	0.003659	100	0	0.132942	0.018297	1	DoS	TCP
2,233,664	tcp	192.168.100.149	15145	192.168.100.3	80	58,123	1.668975	100	0	3	2.357466	100	0	0.280759	3.636116	1	DDoS	TCP
1,935,962	tcp	192.168.100.149	32803	192.168.100.3	80	22,565	1.947128	90	0	1	2.751189	100	0	0.311909	4.227686	1	DDoS	TCP
983,477	udp	192.168.100.147	52423	192.168.100.7	80	104,043	0.432725	58	1.427382	4	2.394309	58	0	0.404219	2.603108	1	DoS	UDP
1,508,123	udp	192.168.100.148	59002	192.168.100.6	80	104,380	1.740417	97	0.011507	4	3.025541	97	0	0.247614	4.062552	1	DoS	UDP
318,694	tcp	192.168.100.150	34750	192.168.100.3	80	55,064	0.018516	35	0.14188	1	0.160397	35	0.034508	0.103525	0.178913	1	DoS	TCP
2,162,351	tcp	192.168.100.149	29182	192.168.100.3	80	248,958	0.018162	100	3.93211	3	3.950273	100	0	0.249953	3.968435	1	DDoS	TCP
2,297,132	tcp	192.168.100.150	38471	192.168.100.3	80	121,592	0.084976	36	3.656509	3	3.74148	100	0	0.269098	3.826451	1	DDoS	TCP
612,779	tcp	192.168.100.147	31417	192.168.100.7	80	86,998	0	67	0	3	0	67	0	0.071884	0	1	DoS	TCP
995,393	udp	192.168.100.150	56577	192.168.100.3	80	115,959	1.790636	62	0	4	3.581224	62	0	0.44666	4.488775	1	DoS	UDP
2,051,821	tcp	192.168.100.148	19823	192.168.100.3	80	138,427	1.892962	34	0	3	2.620235	100	0	0.272109	4.405465	1	DDoS	TCP
367,043	tcp	192.168.100.148	2404	192.168.100.6	80	103,413	0.009724	100	0	1	0.004862	100	0	0.163814	0.024311	1	DoS	TCP
1,317,902	udp	192.168.100.148	57255	192.168.100.6	80	176,313	1.924259	67	0	4	3.26751	67	0	0.188519	4.975899	1	DoS	UDP
1,498,552	udp	192.168.100.150	38435	192.168.100.3	80	94,809	0.046963	70	4.780623	4	4.816093	70	0	0.623946	4.896353	1	DoS	UDP
588,669	tcp	192.168.100.149	57652	192.168.100.5	80	62,888	0	100	0	3	0	100	0	0.054248	0	1	DoS	TCP
637,865	udp	192.168.100.148	5721	192.168.100.6	80	20,588	1.585543	37	0	4	2.741799	37	0	0.22995	3.801496	1	DoS	UDP
315,539	tcp	192.168.100.147	62922	192.168.100.7	80	51,909	0	100	0	3	0	100	0	0.116512	0	1	DoS	TCP
2,168,030	tcp	192.168.100.150	7951	192.168.100.3	80	254,637	2.032844	100	0	3	2.032844	100	0	0.140077	4.065687	1	DDoS	TCP
751,765	udp	192.168.100.150	34932	192.168.100.3	80	134,488	0.098749	89	4.456441	4	4.587596	89	0	0.393442	4.729981	1	DoS	UDP
1,824,536	tcp	192.168.100.148	47789	192.168.100.3	80	173,295	0	76	0	3	0	100	0	0	0	1	DDoS	TCP
3,128,743	udp	192.168.100.150	63478	192.168.100.3	80	237,965	1.900396	58	0	4	2.687564	100	0	0.494945	4.034345	1	DDoS	UDP
2,843,594	udp	192.168.100.149	45261	192.168.100.3	80	214,977	1.715244	100	0	4	2.344061	100	0	0.450507	4.056577	1	DDoS	UDP
2,245,841	tcp	192.168.100.150	25172	192.168.100.3	80	70,300	0.031086	100	3.602052	3	3.633138	100	0	0.271713	3.664224	1	DDoS	TCP
1,207,041	udp	192.168.100.148	33506	192.168.100.6	80	65,452	2.045993	47	0	4	1.676643	47	0	0.190429	4.31069	1	DoS	UDP
1,142,790	udp	192.168.100.148	17042	192.168.100.6	80	1,200	2.05235	52	0	4	1.674454	52	0	0.191105	4.313092	1	DoS	UDP
3,200,151	udp	192.168.100.147	59506	192.168.100.3	80	47,223	0.825762	100	2.97502	4	3.983073	100	0	0.931367	4.997685	1	DDoS	UDP
733,699	udp	192.168.100.148	30863	192.168.100.6	80	116,422	1.551346	37	0	4	2.686966	37	0	0.238317	3.591236	1	DoS	UDP
2,637,662	udp	192.168.100.147	10985	192.168.100.3	80	9,045	0.464882	100	3.994325	4	4.339301	100	0	0.773782	4.996474	1	DDoS	UDP
2,322,212	tcp	192.168.100.150	43900	192.168.100.3	80	146,672	0.038136	100	3.649845	3	3.68798	100	0	0.269849	3.726116	1	DDoS	TCP
703,618	udp	192.168.100.150	18680	192.168.100.3	80	86,341	1.782767	100	0	4	3.289205	100	0	0.389023	4.701738	1	DoS	UDP
2,513,191	tcp	192.168.100.147	8911	192.168.100.3	80	75,503	2.055083	100	0	3	1.453163	100	0	0.082834	4.359489	1	DDoS	TCP
42,392	tcp	192.168.100.148	15725	192.168.100.6	80	40,915	0.008191	100	0	3	0.004095	100	0	0.127456	0.020477	1	DoS	TCP
296,394	tcp	192.168.100.148	52344	192.168.100.6	80	32,764	0.008771	49	0	3	0.004385	49	0	0.165341	0.021927	1	DoS	TCP
1,813,334	tcp	192.168.100.148	44848	192.168.100.3	80	162,093	0	100	0	3	0	100	0	0	0	1	DDoS	TCP
2,959,023	udp	192.168.100.150	28647	192.168.100.3	80	68,245	0.943349	100	2.019418	4	2.694659	100	0	0.424096	4.028723	1	DDoS	UDP
3,450,315	udp	192.168.100.147	61253	192.168.100.3	80	35,234	0.859321	100	2.8637	4	3.951419	100	0	1.013567	4.964641	1	DDoS	UDP
1,928,419	tcp	192.168.100.149	30586	192.168.100.3	80	15,018	1.899515	36	0	3	2.686206	100	0	0.249413	4.050668	1	DDoS	TCP
3,580,959	tcp	192.168.100.148	36256	192.168.100.3	8042	3,685	0	100	0.000114	1	0.000114	100	0	0	0.000114	1	Reconnaissance	OS_Fingerprint
1,376,643	udp	192.168.100.148	16306	192.168.100.6	80	235,055	2.095005	97	0	4	2.093256	97	0	0.189349	4.307535	1	DoS	UDP
3,057,999	udp	192.168.100.147	33106	192.168.100.3	80	167,221	1.371365	100	1.970261	4	3.909662	100	0	1.025014	4.881435	1	DDoS	UDP
3,164,268	udp	192.168.100.148	35838	192.168.100.3	80	11,340	0.644441	69	2.780522	4	3.691788	100	0	0.723618	4.159846	1	DDoS	UDP
943,357	udp	192.168.100.149	8146	192.168.100.5	80	63,923	0.025902	100	4.088246	4	4.122788	100	0	0.24287	4.150709	1	DoS	UDP
3,440,233	udp	192.168.100.150	60416	192.168.100.3	80	25,152	0.97232	92	2.005333	4	3.380402	100	0	0.493489	4.06839	1	DDoS	UDP
2,536,600	tcp	192.168.100.148	1630	192.168.100.3	80	98,913	1.340304	69	0	3	0.947738	100	0	0.072228	2.843214	1	DDoS	TCP
1,113,705	udp	192.168.100.149	46293	192.168.100.5	80	234,271	1.778606	100	0	4	3.080348	100	0	0.230898	4.140007	1	DoS	UDP
549,477	tcp	192.168.100.148	54770	192.168.100.6	80	23,695	0.019115	100	0	3	0.011036	100	0	0.053324	0.044145	1	DoS	TCP
709,911	udp	192.168.100.150	20771	192.168.100.3	80	92,634	1.782872	100	0	4	3.283612	100	0	0.390036	4.700038	1	DoS	UDP
2,245,564	tcp	192.168.100.147	50825	192.168.100.3	80	70,023	1.407089	74	0	3	1.989921	100	0	0.331704	2.988412	1	DDoS	TCP
745,841	udp	192.168.100.150	32848	192.168.100.3	80	128,564	0.104476	63	4.454901	4	4.600708	63	0	0.392142	4.726032	1	DoS	UDP
1,060,127	udp	192.168.100.148	48895	192.168.100.6	80	180,693	0.030895	100	3.49962	4	3.551145	100	0	0.280446	3.58179	1	DoS	UDP
543,216	tcp	192.168.100.147	14180	192.168.100.7	80	17,434	0	81	0	3	0	81	0	0.068089	0	1	DoS	TCP
2,807,957	udp	192.168.100.149	32964	192.168.100.3	80	179,340	1.868723	100	0	4	2.640545	100	0	0.416541	4.054781	1	DDoS	UDP
2,077,419	tcp	192.168.100.148	29967	192.168.100.3	80	164,025	1.894663	100	0	3	2.624111	100	0	0.272429	4.405371	1	DDoS	TCP
763,401	udp	192.168.100.150	38696	192.168.100.3	80	146,124	0.107463	100	4.454475	4	4.553091	100	0	0.396243	4.728027	1	DoS	UDP
1,173,123	udp	192.168.100.148	27407	192.168.100.6	80	31,534	2.053288	100	0	4	1.675144	100	0	0.190671	4.318532	1	DoS	UDP
1,814,337	tcp	192.168.100.150	36402	192.168.100.3	80	163,096	0	42	0	3	0	100	0	0	0	1	DDoS	TCP
1,754,195	tcp	192.168.100.149	23599	192.168.100.3	80	102,954	0	100	0	3	0	100	0	0.095212	0	1	DDoS	TCP
2,214,203	tcp	192.168.100.148	56493	192.168.100.3	80	38,662	1.564775	100	0	1	2.208766	100	0	0.385611	3.430619	1	DDoS	TCP
1,295,638	udp	192.168.100.150	63950	192.168.100.3	80	154,049	1.76448	100	0	4	3.090888	100	0	0.461717	4.913972	1	DoS	UDP
689,347	udp	192.168.100.150	13925	192.168.100.3	80	72,070	1.783769	100	0	4	3.303532	100	0	0.386689	4.707115	1	DoS	UDP
2,819,574	udp	192.168.100.149	36830	192.168.100.3	80	190,957	1.812719	100	0	4	2.549363	100	0	0.426424	4.057473	1	DDoS	UDP
1,750,944	tcp	192.168.100.149	22549	192.168.100.3	80	99,703	0	100	0	3	0	100	0	0.095048	0	1	DDoS	TCP
691,838	udp	192.168.100.148	21695	192.168.100.6	80	74,561	1.558666	100	0	4	2.699416	100	0	0.233839	3.634124	1	DoS	UDP
3,300,593	udp	192.168.100.150	59935	192.168.100.3	80	147,665	1.928759	25	0	4	2.727547	100	0	0.408879	4.114374	1	DDoS	UDP
189,749	tcp	192.168.100.148	54946	192.168.100.6	80	188,272	0	100	0	3	0	100	0	0.129914	0	1	DoS	TCP
3,355,594	udp	192.168.100.148	32075	192.168.100.3	80	202,666	1.284945	100	1.411056	4	3.227913	100	0	0.724139	4.166304	1	DDoS	UDP
3,565,846	udp	192.168.100.147	46129	192.168.100.3	80	150,765	1.879629	92	0.982884	4	3.641062	100	0	1.005904	4.978955	1	DDoS	UDP
3,562,519	udp	192.168.100.147	45299	192.168.100.3	80	147,438	1.881055	43	0.982909	4	3.643103	100	0	1.005642	4.982174	1	DDoS	UDP
466,933	tcp	192.168.100.148	41771	192.168.100.6	80	203,304	0.01911	62	0	1	0.015601	62	0.038478	0.125031	0.039516	1	DoS	TCP
2,853,299	udp	192.168.100.149	49839	192.168.100.3	80	224,682	0.397152	100	4.041561	4	4.438714	100	0	0.458289	4.835866	1	DDoS	UDP
304,193	tcp	192.168.100.150	33819	192.168.100.3	80	40,563	0.00086	49	0.147077	1	0.147937	49	0.034551	0.103652	0.148797	1	DoS	TCP
1,442,259	udp	192.168.100.149	31605	192.168.100.5	80	38,516	0.156598	71	3.244497	4	3.396497	71	0	0.281683	3.649149	1	DoS	UDP
3,446,075	udp	192.168.100.148	38220	192.168.100.3	80	30,994	0.6288	100	2.791896	4	3.680562	100	0	0.726958	4.152997	1	DDoS	UDP
1,879,970	tcp	192.168.100.150	53090	192.168.100.3	80	228,729	0	51	0.281976	1	0.281976	100	0	3.546401	0.281976	1	DDoS	TCP
2,935,351	udp	192.168.100.147	52104	192.168.100.3	80	44,573	1.370686	97	1.964637	4	3.903058	100	0	1.024546	4.879868	1	DDoS	UDP
408,937	tcp	192.168.100.148	22990	192.168.100.6	80	145,308	0.124772	82	0	1	0.071436	82	0.043132	0.137446	0.319243	1	DoS	TCP
379,266	tcp	192.168.100.149	28788	192.168.100.5	80	115,636	2.041801	48	0	3	1.178834	48	0	0.117775	4.715337	1	DoS	TCP
2,423,819	tcp	192.168.100.150	1025	192.168.100.3	80	248,279	0.128403	100	3.735664	1	3.864063	100	0	0.341466	3.992462	1	DDoS	TCP
3,053,388	udp	192.168.100.147	31322	192.168.100.3	80	162,610	1.370765	73	1.969461	4	3.908009	100	0	0.951922	4.881197	1	DDoS	UDP
1,767,641	tcp	192.168.100.149	27603	192.168.100.3	80	116,400	0	95	0	3	0	100	0	0.096946	0	1	DDoS	TCP
3,594,168	tcp	192.168.100.148	55499	192.168.100.7	3800	16,978	0	100	0.000201	1	0.000201	100	0	0	0.000201	1	Reconnaissance	OS_Fingerprint
2,497,512	tcp	192.168.100.150	24249	192.168.100.3	80	59,824	0.124034	64	0	1	0.150291	100	0.051209	0.17923	0.274386	1	DDoS	TCP
2,019,130	tcp	192.168.100.148	7046	192.168.100.3	80	105,736	0.466029	71	3.342395	1	3.757131	100	0	0.339837	4.408087	1	DDoS	TCP
1,227,749	udp	192.168.100.150	45697	192.168.100.3	80	86,160	1.83624	76	0	4	3.244138	76	0	0.460704	4.959509	1	DoS	UDP
3,010,312	udp	192.168.100.149	36528	192.168.100.3	80	119,534	1.909004	100	0	4	2.699733	100	0	0.493549	4.054682	1	DDoS	UDP