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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 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
3,142,762	udp	192.168.100.150	6551	192.168.100.3	80	251,984	1.900363	100	0	4	2.687519	100	0	0.494549	4.031619	1	DDoS	UDP
2,432,264	tcp	192.168.100.150	5532	192.168.100.3	80	256,724	0.078003	38	3.85693	3	3.934927	100	0	0.256493	4.012924	1	DDoS	TCP
1,976,315	tcp	192.168.100.147	27165	192.168.100.3	80	62,921	0.268666	100	2.9741	3	3.341429	100	0	0.29488	3.609205	1	DDoS	TCP
1,240,757	udp	192.168.100.150	48719	192.168.100.3	80	99,168	1.823185	63	0	4	3.222832	63	0	0.461435	4.942302	1	DoS	UDP
3,257,991	udp	192.168.100.147	22461	192.168.100.3	80	105,063	0.822418	100	2.979995	4	3.983222	100	0	1.002999	4.994452	1	DDoS	UDP
409,928	tcp	192.168.100.147	25305	192.168.100.7	80	146,299	1.755521	100	0	3	1.01355	100	0	0.17865	4.054201	1	DoS	TCP
3,406,860	udp	192.168.100.150	31712	192.168.100.3	80	253,932	1.928021	100	0	4	2.726619	100	0	0.490708	4.097849	1	DDoS	UDP
787,741	udp	192.168.100.149	33530	192.168.100.5	80	170,464	2.113912	100	0	4	2.112801	100	0	0.209328	4.322539	1	DoS	UDP
1,429,027	udp	192.168.100.148	108	192.168.100.6	80	25,284	0.028597	100	4.002665	4	4.046831	100	0	0.247826	4.082324	1	DoS	UDP
56,836	tcp	192.168.100.148	19521	192.168.100.6	80	55,359	0.117809	78	0	1	0.061803	78	0.038164	0.127681	0.297244	1	DoS	TCP
1,479,476	udp	192.168.100.149	38264	192.168.100.5	80	75,733	0.126301	100	3.258537	4	3.37554	100	0	0.282681	3.580228	1	DoS	UDP
909,045	udp	192.168.100.148	10365	192.168.100.6	80	29,611	1.432325	90	0	4	2.864638	90	0	0.28029	3.586937	1	DoS	UDP
781,262	udp	192.168.100.148	41534	192.168.100.6	80	163,985	1.563177	100	0	4	2.707227	100	0	0.245428	3.641154	1	DoS	UDP
1,762,365	tcp	192.168.100.150	23917	192.168.100.3	80	111,124	0	75	0.173242	1	0.173242	100	0	5.772272	0.173242	1	DDoS	TCP
23,249	tcp	192.168.100.147	19464	192.168.100.7	80	21,772	0	70	0	3	0	70	0	0.095615	0	1	DoS	TCP
1,021,348	udp	192.168.100.147	59966	192.168.100.7	80	141,914	0.962507	100	0	4	2.151885	100	0	0.367314	2.599349	1	DoS	UDP
8,868	tcp	192.168.100.147	9890	192.168.100.7	80	7,391	0	100	0	3	0	100	0	0.130344	0	1	DoS	TCP
165,790	tcp	192.168.100.147	59733	192.168.100.7	80	164,313	0	92	0	3	0	92	0	0.122798	0	1	DoS	TCP
2,748,123	udp	192.168.100.148	40439	192.168.100.3	80	119,506	0.859362	100	2.756653	4	3.907695	100	0	0.621363	4.820975	1	DDoS	UDP
3,456,380	udp	192.168.100.148	41921	192.168.100.3	80	41,299	0.649773	29	2.74475	4	3.663178	100	0	0.729789	4.148325	1	DDoS	UDP
1,285,939	udp	192.168.100.149	1186	192.168.100.5	80	144,350	1.757737	99	0	4	2.135666	99	0	0.220985	3.961183	1	DoS	UDP
275,663	tcp	192.168.100.147	50910	192.168.100.7	80	12,033	0	100	0	3	0	100	0	0.123037	0	1	DoS	TCP
2,561,598	tcp	192.168.100.148	15297	192.168.100.3	80	123,911	0.101184	10	0	1	0.050592	100	0	0.115573	0.252959	1	DDoS	TCP
1,798,048	tcp	192.168.100.147	45397	192.168.100.3	80	146,807	2.243758	85	0	3	2.243758	100	0	0.147997	4.487517	1	DDoS	TCP
1,672,009	tcp	192.168.100.148	9550	192.168.100.3	80	20,768	0.012163	100	0	1	0.012163	100	0	0.204464	0.024326	1	DDoS	TCP
1,045,177	udp	192.168.100.147	63827	192.168.100.7	80	165,743	0.022116	100	2.549136	4	2.580339	100	0	0.386331	2.600725	1	DoS	UDP
2,710,993	udp	192.168.100.149	6336	192.168.100.3	80	82,376	2.153709	9	0	4	3.00331	100	0	0.382362	4.944037	1	DDoS	UDP
2,646,686	udp	192.168.100.148	2789	192.168.100.3	80	18,069	0.3176	100	3.483661	4	3.932343	100	0	0.597887	4.174542	1	DDoS	UDP
653,725	udp	192.168.100.147	28104	192.168.100.7	80	36,448	1.24149	89	0	4	1.754039	89	0	0.30805	2.735913	1	DoS	UDP
1,204,397	udp	192.168.100.147	16298	192.168.100.7	80	62,808	0.132549	41	3.624962	4	3.768556	41	0	0.216869	3.91074	1	DoS	UDP
3,125,744	udp	192.168.100.149	60114	192.168.100.3	80	234,966	1.909587	87	0	4	2.700562	100	0	0.493337	4.053365	1	DDoS	UDP
3,204,894	udp	192.168.100.147	60793	192.168.100.3	80	51,966	0.822767	66	2.981007	4	3.984499	100	0	0.93137	4.996316	1	DDoS	UDP
2,099,050	tcp	192.168.100.149	1801	192.168.100.3	80	185,656	1.843122	86	0	1	2.604764	100	0	0.333406	3.991115	1	DDoS	TCP
1,756,394	tcp	192.168.100.150	22553	192.168.100.3	80	105,153	0	100	0.157638	1	0.157638	100	0	6.343648	0.157638	1	DDoS	TCP
2,104,899	tcp	192.168.100.149	4587	192.168.100.3	80	191,505	0.056067	100	4.066108	1	4.122175	100	0.124127	0.408681	4.178242	1	DDoS	TCP
1,896,270	tcp	192.168.100.148	753	192.168.100.3	80	245,029	0	80	0.21836	1	0.21836	100	0	4.579593	0.21836	1	DDoS	TCP
937,529	udp	192.168.100.150	42162	192.168.100.3	80	58,095	1.792594	100	0	4	3.58515	100	0	0.446785	4.489467	1	DoS	UDP
421,696	tcp	192.168.100.147	28224	192.168.100.7	80	158,067	1.748356	100	0	3	1.009414	100	0	0.178522	4.037656	1	DoS	TCP
2,410,079	tcp	192.168.100.147	38465	192.168.100.3	80	234,539	1.439143	27	0	3	2.035087	100	0	0.333249	3.075291	1	DDoS	TCP
2,160,270	tcp	192.168.100.150	2388	192.168.100.3	80	246,877	1.885917	100	0	1	1.333545	100	0	0.210035	4.000635	1	DDoS	TCP
2,434,029	tcp	192.168.100.150	7242	192.168.100.3	80	258,489	0.091295	100	3.871482	3	3.962777	100	0	0.255623	4.054073	1	DDoS	TCP
1,619,530	udp	192.168.100.147	14695	192.168.100.7	80	215,788	1.572957	71	0	4	2.724361	71	0	0.29081	3.649079	1	DoS	UDP
1,932,324	tcp	192.168.100.148	50524	192.168.100.3	80	18,927	1.643142	100	0	3	2.322023	100	0	0.220162	3.5607	1	DDoS	TCP
2,470,531	tcp	192.168.100.148	52686	192.168.100.3	80	32,843	1.176598	100	0	3	0.831981	100	0	0.077417	2.495942	1	DDoS	TCP
286,774	tcp	192.168.100.149	62290	192.168.100.5	80	23,144	1.997134	27	0	3	1.153046	27	0	0.135989	4.612183	1	DoS	TCP
3,063,709	udp	192.168.100.148	25589	192.168.100.3	80	172,931	0.640957	100	2.748506	4	3.654943	100	0	0.729662	4.112169	1	DDoS	UDP
3,552,528	udp	192.168.100.149	4622	192.168.100.3	80	137,447	0.951746	100	2.073319	4	3.418721	100	0	0.487111	4.125343	1	DDoS	UDP
805,039	udp	192.168.100.147	61419	192.168.100.7	80	187,762	1.046939	100	0	4	2.092589	100	0	0.322241	2.679262	1	DoS	UDP
133,162	tcp	192.168.100.149	27897	192.168.100.5	80	131,685	0.030183	100	0	3	0.017426	100	0	0.108759	0.069704	1	DoS	TCP
1,714,752	tcp	192.168.100.149	13079	192.168.100.3	80	63,511	0	91	0	3	0	100	0	0.094489	0	1	DDoS	TCP
1,163,097	udp	192.168.100.150	29157	192.168.100.3	80	21,508	1.674294	100	0	4	3.45467	100	0	0.458173	4.886915	1	DoS	UDP
74,935	tcp	192.168.100.148	24465	192.168.100.6	80	73,458	0.10311	45	0	1	0.059368	45	0.051003	0.128029	0.264015	1	DoS	TCP
1,370,374	udp	192.168.100.148	13108	192.168.100.6	80	228,785	2.083022	38	0	4	2.081652	38	0	0.186878	4.270149	1	DoS	UDP
1,126,316	udp	192.168.100.149	52630	192.168.100.5	80	246,883	0.02723	100	4.068144	4	4.101676	100	0	0.243402	4.13478	1	DoS	UDP
3,319,681	udp	192.168.100.148	11303	192.168.100.3	80	166,753	0.64546	100	2.7704	4	3.682298	100	0	0.725181	4.173738	1	DDoS	UDP
2,680,311	udp	192.168.100.148	19758	192.168.100.3	80	51,694	0.299238	47	3.503127	4	3.926202	100	0	0.601984	4.146193	1	DDoS	UDP
102,444	tcp	192.168.100.148	31720	192.168.100.6	80	100,967	0.082751	75	0	1	0.044445	75	0.052172	0.129252	0.209661	1	DoS	TCP
722,240	udp	192.168.100.148	28428	192.168.100.6	80	104,963	1.550611	100	0	4	2.685717	100	0	0.236933	3.590148	1	DoS	UDP
277,110	tcp	192.168.100.149	59730	192.168.100.5	80	13,480	1.979527	74	0	1	1.165451	74	0	0.135827	4.593754	1	DoS	TCP
2,621,052	tcp	192.168.100.150	41212	192.168.100.3	80	183,365	0.127537	75	0	1	0.103825	100	0.062742	0.151228	0.275065	1	DDoS	TCP
3,542,818	udp	192.168.100.148	57504	192.168.100.3	80	127,737	1.386292	100	1.182096	4	3.142478	100	0	0.665626	4.142342	1	DDoS	UDP
3,591,126	tcp	192.168.100.150	45115	192.168.100.7	3031	13,913	0	100	0.000423	1	0.000423	100	0	0	0.000423	1	Reconnaissance	OS_Fingerprint
2,824,927	udp	192.168.100.150	38632	192.168.100.3	80	196,310	1.782026	100	0	4	2.494602	100	0	0.43348	4.051972	1	DDoS	UDP
2,544,450	tcp	192.168.100.148	6366	192.168.100.3	80	106,763	1.766363	100	0	3	1.01981	100	0	0.094124	4.079241	1	DDoS	TCP
1,633,978	udp	192.168.100.149	19887	192.168.100.5	80	230,236	1.704781	71	0	4	2.808495	71	0	0.279191	4.603641	1	DoS	UDP
43,633	tcp	192.168.100.148	16128	192.168.100.6	80	42,156	0.008516	100	0	3	0.004258	100	0	0.127455	0.021289	1	DoS	TCP
1,654,782	tcp	192.168.100.147	4605	192.168.100.3	80	3,541	0.079296	100	0.003297	1	0.082594	100	0.111208	0.333625	0.16189	1	DDoS	TCP
631,066	udp	192.168.100.147	16653	192.168.100.7	80	13,789	1.244267	100	0	4	1.75825	100	0	0.306992	2.719649	1	DoS	UDP
257,303	tcp	192.168.100.150	63700	192.168.100.3	80	255,857	0	21	0.178713	1	0.178713	21	0	5.595564	0.178713	1	DoS	TCP
217,640	tcp	192.168.100.150	41138	192.168.100.3	80	216,163	0	68	0.192942	1	0.192942	68	0	5.182905	0.192942	1	DoS	TCP
1,405,349	udp	192.168.100.148	62702	192.168.100.6	80	1,603	0.013313	59	4.023818	4	4.043276	59	0	0.24778	4.059401	1	DoS	UDP
2,043,234	tcp	192.168.100.150	42983	192.168.100.3	80	129,840	0.082611	100	4.011472	3	4.094071	100	0	0.206811	4.176671	1	DDoS	TCP
1,394,607	udp	192.168.100.149	41782	192.168.100.5	80	253,019	1.659371	100	0	4	2.027732	100	0	0.25944	3.581937	1	DoS	UDP
1,416,715	udp	192.168.100.148	64084	192.168.100.6	80	12,972	0.011715	100	4.022991	4	4.042897	100	0	0.247847	4.052877	1	DoS	UDP
3,095,450	udp	192.168.100.148	39599	192.168.100.3	80	204,672	1.28097	100	1.389832	4	3.201397	100	0	0.729003	4.10734	1	DDoS	UDP
2,008,828	tcp	192.168.100.148	867	192.168.100.3	80	95,434	1.906853	100	0	3	2.650228	100	0	0.271472	4.407028	1	DDoS	TCP
1,405,493	udp	192.168.100.148	62846	192.168.100.6	80	1,747	0.029181	100	4.001597	4	4.046308	100	0	0.247627	4.076925	1	DoS	UDP
1,218,884	udp	192.168.100.147	24509	192.168.100.7	80	77,295	0.524373	91	3.615926	4	3.992482	91	0	0.215929	4.891244	1	DoS	UDP
1,830,546	tcp	192.168.100.150	40686	192.168.100.3	80	179,305	0	100	0.303539	1	0.303539	100	0	3.29447	0.303539	1	DDoS	TCP
638,109	udp	192.168.100.147	20700	192.168.100.7	80	20,832	1.242846	100	0	4	1.756171	100	0	0.307396	2.72158	1	DoS	UDP
1,807,607	tcp	192.168.100.148	43555	192.168.100.3	80	156,366	0	69	0	3	0	100	0	0	0	1	DDoS	TCP
1,849,935	tcp	192.168.100.149	49187	192.168.100.3	80	198,694	0	100	0	3	0	100	0	0	0	1	DDoS	TCP
2,492,165	tcp	192.168.100.150	22884	192.168.100.3	80	54,477	0.121766	82	0	1	0.09942	100	0.110675	0.155074	0.24958	1	DDoS	TCP
2,819,617	udp	192.168.100.150	36842	192.168.100.3	80	191,000	1.810208	94	0	4	2.544451	100	0	0.428446	4.060826	1	DDoS	UDP
2,493,444	tcp	192.168.100.147	64089	192.168.100.3	80	55,756	1.248753	56	0	3	1.248753	100	0	0.058707	2.497506	1	DDoS	TCP
1,357,085	udp	192.168.100.150	18764	192.168.100.3	80	215,496	1.742997	52	0	4	3.029965	52	0	0.48854	4.922003	1	DoS	UDP
1,171,993	udp	192.168.100.148	27045	192.168.100.6	80	30,404	2.053396	68	0	4	1.675233	68	0	0.190688	4.318706	1	DoS	UDP
1,110,647	udp	192.168.100.147	27984	192.168.100.7	80	231,213	0.531594	100	2.540449	4	2.846983	100	0	0.406241	3.909231	1	DoS	UDP
742,832	udp	192.168.100.147	47739	192.168.100.7	80	125,555	1.545111	100	0	4	2.53952	100	0	0.34901	4.878214	1	DoS	UDP
2,328,837	tcp	192.168.100.147	6713	192.168.100.3	80	153,297	1.383184	81	0.192375	1	2.147976	100	0.158662	0.477102	3.164678	1	DDoS	TCP
130,161	tcp	192.168.100.150	21031	192.168.100.3	80	128,684	0.005384	89	0.092402	1	0.097787	89	0.037044	0.111132	0.103171	1	DoS	TCP
3,144,692	udp	192.168.100.149	2015	192.168.100.3	80	253,914	1.910857	100	0	4	2.702359	100	0	0.493177	4.054231	1	DDoS	UDP
240,095	tcp	192.168.100.150	50161	192.168.100.3	80	238,618	0	100	0.210673	1	0.210673	100	0	4.746693	0.210673	1	DoS	TCP
561,999	tcp	192.168.100.149	47073	192.168.100.5	80	36,217	0	100	0	3	0	100	0	0.050748	0	1	DoS	TCP
1,559,841	udp	192.168.100.148	10148	192.168.100.6	80	156,098	1.742753	100	0	4	3.01837	100	0	0.23525	4.044695	1	DoS	UDP
671,473	udp	192.168.100.150	7955	192.168.100.3	80	54,196	1.783055	98	0	4	3.314412	98	0	0.384395	4.708744	1	DoS	UDP
914,859	udp	192.168.100.147	39341	192.168.100.7	80	35,425	0.451833	50	1.374151	4	2.384153	50	0	0.404626	2.604734	1	DoS	UDP
61,946	tcp	192.168.100.148	20923	192.168.100.6	80	60,469	0.00805	96	0	3	0.004025	96	0	0.127785	0.020124	1	DoS	TCP
284,246	tcp	192.168.100.147	53874	192.168.100.7	80	20,616	0	81	0	3	0	81	0	0.121249	0	1	DoS	TCP
618,719	udp	192.168.100.147	4306	192.168.100.7	80	1,442	1.24442	100	0	4	1.758623	100	0	0.306404	2.713837	1	DoS	UDP