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 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
2,569,579	tcp	192.168.100.148	19100	192.168.100.3	80	131,892	0.128969	88	0	1	0.105059	100	0.027101	0.136803	0.276525	1	DDoS	TCP
1,579,715	udp	192.168.100.148	21766	192.168.100.6	80	175,972	0.026833	100	3.990352	4	4.028079	100	0	0.248007	4.050869	1	DoS	UDP
1,732,254	tcp	192.168.100.149	17265	192.168.100.3	80	81,013	0.116696	100	0	1	0.116696	100	0	0.185748	0.233393	1	DDoS	TCP
1,276,274	udp	192.168.100.149	65313	192.168.100.5	80	134,685	1.712307	93	0	4	2.089468	93	0	0.221232	3.747813	1	DoS	UDP
549,178	tcp	192.168.100.149	43526	192.168.100.5	80	23,396	0	100	0	3	0	100	0	0.050909	0	1	DoS	TCP
210,637	tcp	192.168.100.150	38357	192.168.100.3	80	209,160	0	100	0.095868	1	0.095868	100	0	10.431009	0.095868	1	DoS	TCP
1,978,916	tcp	192.168.100.147	28081	192.168.100.3	80	65,522	0.271307	100	3.0206	1	3.403891	100	0	0.353036	3.610636	1	DDoS	TCP
2,901,208	udp	192.168.100.148	48626	192.168.100.3	80	10,430	0.633323	8	2.761239	4	3.65687	100	0	0.729191	4.110228	1	DDoS	UDP
2,889,474	udp	192.168.100.149	3776	192.168.100.3	80	260,857	0.010633	64	4.06167	4	4.072302	100	0	0.491418	4.082935	1	DDoS	UDP
2,851,244	udp	192.168.100.150	49097	192.168.100.3	80	222,627	0.403775	66	4.037856	4	4.441634	100	0	0.458911	4.845412	1	DDoS	UDP
2,577,288	tcp	192.168.100.147	34580	192.168.100.3	80	139,601	0	27	0	3	0	100	0	0.07044	0	1	DDoS	TCP
2,930,139	udp	192.168.100.147	50612	192.168.100.3	80	39,361	1.372326	100	1.962577	4	3.903302	100	0	1.024688	4.884104	1	DDoS	UDP
427,129	tcp	192.168.100.147	30320	192.168.100.7	80	163,500	1.981043	100	0	3	1.143756	100	0	0.174002	4.575022	1	DoS	TCP
861,064	udp	192.168.100.149	54597	192.168.100.5	80	243,787	2.104904	85	0	4	2.104006	85	0	0.228843	4.29499	1	DoS	UDP
1,378,416	udp	192.168.100.149	25747	192.168.100.5	80	236,828	1.727131	100	0	4	2.097442	100	0	0.245263	3.904537	1	DoS	UDP
1,724,521	tcp	192.168.100.148	23059	192.168.100.3	80	73,280	0	49	0	3	0	100	0	0.097776	0	1	DDoS	TCP
292,271	tcp	192.168.100.149	63854	192.168.100.5	80	28,641	2.007563	42	0	3	1.159067	42	0	0.13601	4.636268	1	DoS	TCP
633,854	udp	192.168.100.148	3822	192.168.100.6	80	16,577	1.587913	100	0	4	2.745266	100	0	0.229747	3.816188	1	DoS	UDP
2,395,688	tcp	192.168.100.150	57774	192.168.100.3	80	220,148	0.002138	88	3.65887	3	3.660793	100	0	0.265782	3.662716	1	DDoS	TCP
3,402,359	udp	192.168.100.150	29493	192.168.100.3	80	249,431	1.9249	81	0	4	2.7222	100	0	0.490703	4.092236	1	DDoS	UDP
2,878,712	udp	192.168.100.149	62385	192.168.100.3	80	250,095	0.129405	25	4.070191	4	4.199596	100	0	0.479525	4.329001	1	DDoS	UDP
3,227,269	udp	192.168.100.148	54215	192.168.100.3	80	74,341	0.647072	87	2.775048	4	3.689765	100	0	0.651588	4.169964	1	DDoS	UDP
2,464,415	tcp	192.168.100.148	50805	192.168.100.3	80	26,727	1.055027	31	0.244224	1	0.997746	100	0.042734	0.129037	2.489755	1	DDoS	TCP
1,381,855	udp	192.168.100.149	29117	192.168.100.5	80	240,267	1.713225	100	0	4	2.083394	100	0	0.248221	3.84385	1	DoS	UDP
1,281,853	udp	192.168.100.149	556	192.168.100.5	80	140,264	1.737018	100	0	4	2.114465	100	0	0.221156	3.87197	1	DoS	UDP
2,582,772	tcp	192.168.100.148	25726	192.168.100.3	80	145,085	0.138361	65	0	1	0.168396	100	0.097339	0.157381	0.303461	1	DDoS	TCP
72,471	tcp	192.168.100.149	11385	192.168.100.5	80	70,994	0.022094	100	0	3	0.012756	100	0	0.1046	0.051025	1	DoS	TCP
8,210	tcp	192.168.100.147	9276	192.168.100.7	80	6,733	0	100	0	3	0	100	0	0.130404	0	1	DoS	TCP
1,900,007	tcp	192.168.100.149	64704	192.168.100.3	80	248,766	0	82	0	3	0	100	0	0	0	1	DDoS	TCP
2,303,763	tcp	192.168.100.147	63129	192.168.100.3	80	128,223	1.470144	86	0	1	2.072113	100	0	0.407163	3.255625	1	DDoS	TCP
2,651,919	udp	192.168.100.147	22125	192.168.100.3	80	23,302	0.454531	100	3.989722	4	4.339433	100	0	0.839125	4.981381	1	DDoS	UDP
3,149,668	udp	192.168.100.149	4359	192.168.100.3	80	258,890	1.908864	52	0	4	2.69954	100	0	0.493116	4.05017	1	DDoS	UDP
939,304	udp	192.168.100.150	42593	192.168.100.3	80	59,870	1.795389	100	0	4	3.590742	100	0	0.446784	4.496395	1	DoS	UDP
1,426,656	udp	192.168.100.147	50924	192.168.100.7	80	22,913	1.778888	47	0	4	2.178662	47	0	0.250314	3.645733	1	DoS	UDP
776,557	udp	192.168.100.149	30985	192.168.100.5	80	159,280	2.109446	92	0	4	2.108119	92	0	0.207555	4.322028	1	DoS	UDP
2,752,285	udp	192.168.100.149	17125	192.168.100.3	80	123,668	2.054733	54	0	4	2.888692	100	0	0.392519	4.605947	1	DDoS	UDP
3,413,494	udp	192.168.100.150	34890	192.168.100.3	80	260,566	1.92564	67	0	4	2.723258	100	0	0.490698	4.091118	1	DDoS	UDP
3,393,349	udp	192.168.100.150	25474	192.168.100.3	80	240,421	1.921019	100	0	4	2.716687	100	0	0.490768	4.088514	1	DDoS	UDP
2,369,610	tcp	192.168.100.147	24683	192.168.100.3	80	194,070	1.433122	100	0	3	2.026695	100	0	0.325512	3.051884	1	DDoS	TCP
1,742,729	tcp	192.168.100.150	19476	192.168.100.3	80	91,488	0	92	0.153508	1	0.153508	100	0	6.514319	0.153508	1	DDoS	TCP
2,450,293	tcp	192.168.100.147	52368	192.168.100.3	80	12,604	1.104666	100	0	3	0.781117	100	0	0.094078	2.34335	1	DDoS	TCP
2,872,479	udp	192.168.100.149	59296	192.168.100.3	80	243,862	0.202938	100	4.071675	4	4.274618	100	0	0.472719	4.477561	1	DDoS	UDP
503,521	tcp	192.168.100.150	7995	192.168.100.3	80	239,894	0	100	0.171723	1	0.171723	100	0	5.823332	0.171723	1	DoS	TCP
688,979	udp	192.168.100.150	13749	192.168.100.3	80	71,702	1.783462	100	0	4	3.303402	100	0	0.386617	4.707283	1	DoS	UDP
156,312	tcp	192.168.100.149	34166	192.168.100.5	80	154,835	0	100	0	3	0	100	0	0.111571	0	1	DoS	TCP
2,010,673	tcp	192.168.100.150	36680	192.168.100.3	80	97,279	1.949351	100	0	1	2.754544	100	0	0.275188	4.228337	1	DDoS	TCP
2,464,353	tcp	192.168.100.148	50796	192.168.100.3	80	26,665	1.055037	85	0.244288	1	0.997762	100	0.042734	0.129037	2.489785	1	DDoS	TCP
1,297,732	udp	192.168.100.149	2803	192.168.100.5	80	156,143	1.790951	89	0	4	2.165892	89	0	0.221626	4.125924	1	DoS	UDP
2,538,017	tcp	192.168.100.150	28640	192.168.100.3	80	100,330	0.084608	71	0	1	0.042304	100	0	0.128792	0.211521	1	DDoS	TCP
850,225	udp	192.168.100.149	49197	192.168.100.5	80	232,948	2.109754	98	0	4	2.108841	98	0	0.224397	4.305447	1	DoS	UDP
180,596	tcp	192.168.100.148	52356	192.168.100.6	80	179,119	0.015778	83	0	1	0.013932	83	0.042638	0.1278	0.038337	1	DoS	TCP
1,867,580	tcp	192.168.100.147	62034	192.168.100.3	80	216,339	0	87	0	3	0	100	0	0	0	1	DDoS	TCP
364,968	tcp	192.168.100.148	1854	192.168.100.6	80	101,338	0.009739	100	0	1	0.007707	100	0.052783	0.163878	0.02306	1	DoS	TCP
314,215	tcp	192.168.100.150	34403	192.168.100.3	80	50,585	0.018724	100	0.116101	1	0.134825	100	0.03472	0.103609	0.153549	1	DoS	TCP
394,026	tcp	192.168.100.149	32303	192.168.100.5	80	130,397	2.045866	90	0	3	1.181181	90	0	0.116019	4.724724	1	DoS	TCP
1,386,580	udp	192.168.100.149	33774	192.168.100.5	80	244,992	1.692879	100	0	4	2.062588	100	0	0.25223	3.751752	1	DoS	UDP
2,747,377	udp	192.168.100.148	40269	192.168.100.3	80	118,760	0.861339	100	2.757191	4	3.909923	100	0	0.621091	4.827264	1	DDoS	UDP
1,172,634	udp	192.168.100.150	32934	192.168.100.3	80	31,045	1.702941	100	0	4	3.480399	100	0	0.45874	4.876266	1	DoS	UDP
320,392	tcp	192.168.100.147	64189	192.168.100.7	80	56,762	0	68	0	3	0	68	0	0.115975	0	1	DoS	TCP
3,104,738	udp	192.168.100.148	43674	192.168.100.3	80	213,960	1.278892	100	1.392385	4	3.201006	100	0	0.728919	4.109179	1	DDoS	UDP
1,658,431	tcp	192.168.100.148	2808	192.168.100.3	80	7,190	0.006028	57	0	1	0.006028	100	0	0.207396	0.012055	1	DDoS	TCP
2,588,587	tcp	192.168.100.147	39186	192.168.100.3	80	150,900	0	26	0	3	0	100	0	0.068842	0	1	DDoS	TCP
1,400,917	udp	192.168.100.149	48092	192.168.100.5	80	259,329	1.454211	100	0	4	2.513576	100	0	0.260323	3.503731	1	DoS	UDP
1,956,891	tcp	192.168.100.147	20926	192.168.100.3	80	43,494	0.298981	94	2.940298	3	3.35759	100	0	0.295198	3.625271	1	DDoS	TCP
302,561	tcp	192.168.100.149	1314	192.168.100.5	80	38,931	2.023448	100	0	3	1.168238	100	0	0.135814	4.672952	1	DoS	TCP
1,110,521	udp	192.168.100.147	27858	192.168.100.7	80	231,087	0.531298	100	2.542813	4	2.847556	100	0	0.406312	3.909283	1	DoS	UDP
77,300	tcp	192.168.100.149	12622	192.168.100.5	80	75,823	0.02807	9	0	1	0.016206	9	0	0.104798	0.064825	1	DoS	TCP
3,588,863	tcp	192.168.100.148	33844	192.168.100.6	1148	11,629	0	25	0.000097	1	0.000097	100	0	0	0.000097	1	Reconnaissance	OS_Fingerprint
1,231,875	udp	192.168.100.147	30394	192.168.100.7	80	90,286	1.811771	100	0	4	2.217501	100	0	0.215094	3.815397	1	DoS	UDP
2,366,395	tcp	192.168.100.147	23033	192.168.100.3	80	190,855	1.431368	100	0	3	2.024182	100	0	0.324984	3.051628	1	DDoS	TCP
143,797	tcp	192.168.100.148	42692	192.168.100.6	80	142,320	0.010045	100	0	3	0.005799	100	0	0.121655	0.023197	1	DoS	TCP
2,244,707	tcp	192.168.100.149	19202	192.168.100.3	80	69,166	1.69751	73	0	3	2.392484	100	0	0.281721	3.759969	1	DDoS	TCP
2,134,856	tcp	192.168.100.150	62532	192.168.100.3	80	221,463	1.991833	100	0	3	1.991833	100	0	0.139582	3.983667	1	DDoS	TCP
1,815,596	tcp	192.168.100.147	49479	192.168.100.3	80	164,355	2.129834	17	0.229568	1	2.359402	100	0.115867	0.228661	4.489236	1	DDoS	TCP
591,396	tcp	192.168.100.149	58276	192.168.100.5	80	65,615	0.073663	90	0	1	0.052088	90	0	0.054298	0.156263	1	DoS	TCP
3,052,620	udp	192.168.100.149	40752	192.168.100.3	80	161,842	1.908163	100	0	4	2.698546	100	0	0.493462	4.052069	1	DDoS	UDP
1,817,397	tcp	192.168.100.149	40785	192.168.100.3	80	166,156	0	35	0.199903	1	0.199903	100	0	5.002426	0.199903	1	DDoS	TCP
1,206,084	udp	192.168.100.147	17409	192.168.100.7	80	64,495	0.17123	100	3.62476	4	3.800256	100	0	0.216738	4.034087	1	DoS	UDP
1,034,780	udp	192.168.100.147	62646	192.168.100.7	80	155,346	0.02512	100	2.552654	4	2.584068	100	0	0.386535	2.615545	1	DoS	UDP
1,534,129	udp	192.168.100.147	54419	192.168.100.7	80	130,386	1.571173	100	0	4	2.721342	100	0	0.246663	3.632155	1	DoS	UDP
2,839,524	udp	192.168.100.148	1861	192.168.100.3	80	210,907	2.091051	37	0	4	2.939464	100	0	0.690385	4.689197	1	DDoS	UDP
1,358,144	udp	192.168.100.150	19247	192.168.100.3	80	216,555	1.742002	100	0	4	3.028158	100	0	0.489034	4.924157	1	DoS	UDP
2,562,393	tcp	192.168.100.148	15668	192.168.100.3	80	124,706	0	72	0	3	0	100	0	0.092389	0	1	DDoS	TCP
172,634	tcp	192.168.100.148	50268	192.168.100.6	80	171,157	0	95	0	3	0	95	0	0.126182	0	1	DoS	TCP
2,435,255	tcp	192.168.100.150	8213	192.168.100.3	80	259,715	0.103888	100	3.844447	3	3.948339	100	0	0.256292	4.052232	1	DDoS	TCP
1,095,308	udp	192.168.100.147	17061	192.168.100.7	80	215,874	0.531253	100	2.541335	4	2.845346	100	0	0.406389	3.90682	1	DoS	UDP
1,581,280	udp	192.168.100.149	65366	192.168.100.5	80	177,537	0.559831	100	3.293169	4	3.68621	100	0	0.283464	4.645569	1	DoS	UDP
2,344,256	tcp	192.168.100.149	41383	192.168.100.3	80	168,716	0.004256	32	3.625952	1	3.630309	100	0	0.370272	3.634665	1	DDoS	TCP
326,337	tcp	192.168.100.150	35214	192.168.100.3	80	62,707	0.001102	100	0.136569	1	0.137672	100	0.034468	0.103403	0.138774	1	DoS	TCP
943,990	udp	192.168.100.149	8395	192.168.100.5	80	64,556	0.024055	100	4.094442	4	4.127019	100	0	0.242794	4.151557	1	DoS	UDP
3,293,193	udp	192.168.100.148	63910	192.168.100.3	80	140,265	0.641515	84	2.778757	4	3.685245	100	0	0.724632	4.170469	1	DDoS	UDP
1,211,434	udp	192.168.100.147	20647	192.168.100.7	80	69,845	0.337013	63	3.627201	4	3.893481	63	0	0.216369	4.459275	1	DoS	UDP
2,675,589	udp	192.168.100.148	17262	192.168.100.3	80	46,972	0.299776	100	3.501741	4	3.925618	100	0	0.60124	4.144312	1	DDoS	UDP
1,815,379	tcp	192.168.100.150	36667	192.168.100.3	80	164,138	0	100	0	3	0	100	0	0	0	1	DDoS	TCP
1,454,844	udp	192.168.100.147	37959	192.168.100.7	80	51,101	0.502452	76	2.511224	4	3.378056	76	0	0.287028	3.735845	1	DoS	UDP
1,553,290	udp	192.168.100.147	60045	192.168.100.7	80	149,547	1.572408	100	0	4	2.723418	100	0	0.246696	3.646076	1	DoS	UDP
2,102,877	tcp	192.168.100.150	56516	192.168.100.3	80	189,483	1.981802	67	0	3	1.981802	100	0	0.139553	3.963603	1	DDoS	TCP
970,999	udp	192.168.100.150	50223	192.168.100.3	80	91,565	1.791213	38	0	4	3.582408	38	0	0.446819	4.48449	1	DoS	UDP
3,153,366	udp	192.168.100.149	30832	192.168.100.3	80	431	1.949293	68	0	4	2.756454	100	0	0.416142	4.167561	1	DDoS	UDP
3,603,747	icmp	192.168.100.3	0x0303	192.168.100.150	0x697a	8,774	0	42	0	5	0	10	0	0	0	1	Reconnaissance	Service_Scan