Datasets:

Mouwiya
/

UNSW-NB15

srcip stringclasses 43 values	sport stringlengths 1 6	dstip stringclasses 47 values	dsport stringlengths 1 10	proto stringclasses 135 values	state stringclasses 16 values	dur float64 0 8.79k	sbytes int64 0 14.4M	dbytes int64 0 14.7M	sttl int64 0 255	dttl int64 0 254	sloss int64 0 5.32k	dloss int64 0 5.51k	service stringclasses 13 values	Sload float64 0 5.6B	Dload float64 0 129M	Spkts int64 0 10.6k	Dpkts int64 0 11k	swin int64 0 255	dwin int64 0 255	stcpb int64 0 4.29B	dtcpb int64 0 4.29B	smeansz int64 0 1.5k	dmeansz int64 0 1.5k	trans_depth int64 0 172	res_bdy_len int64 0 5.24M	Sjit float64 0 1.46M	Djit float64 0 781k	Stime int64 1.42B 1.42B	Ltime int64 1.42B 1.42B	Sintpkt float64 0 84.4k	Dintpkt float64 0 59.5k	tcprtt float64 0 10	synack float64 0 4.53	ackdat float64 0 5.51	is_sm_ips_ports int64 0 1	ct_state_ttl int64 0 6	ct_flw_http_mthd float64 0 36 ⌀	ct_srv_src int64 1 63	ct_srv_dst int64 1 63	ct_dst_ltm int64 1 60	ct_src_ltm int64 1 60	ct_src_dport_ltm int64 1 60	ct_dst_sport_ltm int64 1 60	ct_dst_src_ltm int64 1 63	attack_cat stringclasses 13 values	label int64 0 1
59.166.0.0	1390	149.171.126.6	53	udp	CON	0.001055	132	164	31	29	0	0	dns	500,473.9375	621,800.9375	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,414	1,421,927,414	0.017	0.013	0	0	0	0	0	0	3	7	1	3	1	1	1	null	0
59.166.0.0	33661	149.171.126.9	1024	udp	CON	0.036133	528	304	31	29	0	0	-	87,676.08594	50,480.17188	4	4	0	0	0	0	132	76	0	0	9.89101	10.682733	1,421,927,414	1,421,927,414	7.005	7.564333	0	0	0	0	0	0	2	4	2	3	1	1	2	null	0
59.166.0.6	1464	149.171.126.7	53	udp	CON	0.001119	146	178	31	29	0	0	dns	521,894.5313	636,282.375	2	2	0	0	0	0	73	89	0	0	0	0	1,421,927,414	1,421,927,414	0.017	0.013	0	0	0	0	0	0	12	8	1	2	2	1	1	null	0
59.166.0.5	3593	149.171.126.5	53	udp	CON	0.001209	132	164	31	29	0	0	dns	436,724.5625	542,597.1875	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,414	1,421,927,414	0.043	0.014	0	0	0	0	0	0	6	9	1	1	1	1	1	null	0
59.166.0.3	49664	149.171.126.0	53	udp	CON	0.001169	146	178	31	29	0	0	dns	499,572.25	609,067.5625	2	2	0	0	0	0	73	89	0	0	0	0	1,421,927,414	1,421,927,414	0.005	0.003	0	0	0	0	0	0	7	9	1	1	1	1	1	null	0
59.166.0.0	32119	149.171.126.9	111	udp	CON	0.078339	568	312	31	29	0	0	-	43,503.23438	23,896.14258	4	4	0	0	0	0	142	78	0	0	29.682221	34.37034	1,421,927,414	1,421,927,414	21.003	24.315	0	0	0	0	0	0	2	4	2	3	1	1	2	null	0
59.166.0.6	2142	149.171.126.4	53	udp	CON	0.001134	132	164	31	29	0	0	dns	465,608.4688	578,483.25	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,414	1,421,927,414	0.017	0.013	0	0	0	0	0	0	12	7	1	2	2	1	1	null	0
10.40.182.3	0	10.40.182.3	0	arp	INT	0	46	0	0	0	0	0	-	0	0	1	0	0	0	0	0	46	0	0	0	0	0	1,421,927,415	1,421,927,415	0	0	0	0	0	1	2	0	2	2	2	2	2	2	2	null	0
59.166.0.5	40726	149.171.126.6	53	udp	CON	0.001126	146	178	31	29	0	0	dns	518,650.0938	632,326.8125	2	2	0	0	0	0	73	89	0	0	0	0	1,421,927,415	1,421,927,415	0.018	0.013	0	0	0	0	0	0	6	7	3	1	1	1	1	null	0
59.166.0.7	12660	149.171.126.4	53	udp	CON	0.001167	132	164	31	29	0	0	dns	452,442.1563	562,125.0625	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,415	1,421,927,415	0.018	0.013	0	0	0	0	0	0	6	7	2	1	1	1	1	null	0
10.40.170.2	0	10.40.170.2	0	arp	INT	0	46	0	0	0	0	0	-	0	0	1	0	0	0	0	0	46	0	0	0	0	0	1,421,927,415	1,421,927,415	0	0	0	0	0	1	2	0	2	2	2	2	2	2	2	null	0
10.40.170.2	0	10.40.170.2	0	arp	INT	0	46	0	0	0	0	0	-	0	0	1	0	0	0	0	0	46	0	0	0	0	0	1,421,927,415	1,421,927,415	0	0	0	0	0	1	2	0	2	2	2	2	2	2	2	null	0
10.40.182.3	0	10.40.182.3	0	arp	INT	0	46	0	0	0	0	0	-	0	0	1	0	0	0	0	0	46	0	0	0	0	0	1,421,927,415	1,421,927,415	0	0	0	0	0	1	2	0	2	2	2	2	2	2	2	null	0
59.166.0.1	48847	149.171.126.5	53	udp	CON	0.001093	132	164	31	29	0	0	dns	483,074.0938	600,182.9375	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,415	1,421,927,415	0.018	0.013	0	0	0	0	0	0	6	9	2	5	1	1	1	null	0
59.166.0.1	24266	149.171.126.9	41049	udp	CON	0.001851	528	304	31	29	0	0	-	1,711,507.25	985,413.3125	4	4	0	0	0	0	132	76	0	0	0.656903	0.328339	1,421,927,415	1,421,927,415	0.471	0.237667	0	0	0	0	0	0	8	4	2	5	1	1	2	null	0
59.166.0.1	10393	149.171.126.6	44307	udp	CON	0.001749	528	304	31	29	0	0	-	1,811,320.75	1,042,881.625	4	4	0	0	0	0	132	76	0	0	0.640403	0.280968	1,421,927,415	1,421,927,415	0.458333	0.203667	0	0	0	0	0	0	8	2	3	5	1	1	2	null	0
59.166.0.2	62539	149.171.126.4	53	udp	CON	0.001128	132	164	31	29	0	0	dns	468,085.125	581,560.3125	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,415	1,421,927,415	0.017	0.015	0	0	0	0	0	0	7	7	2	1	1	1	1	null	0
59.166.0.1	21270	149.171.126.9	111	udp	CON	0.005153	568	312	31	29	0	0	-	661,362.3125	363,283.5313	4	4	0	0	0	0	142	78	0	0	1.890104	1.610554	1,421,927,415	1,421,927,415	1.348	1.149333	0	0	0	0	0	0	8	4	2	5	2	1	2	null	0
59.166.0.1	8989	149.171.126.6	111	udp	CON	0.004898	568	312	31	29	0	0	-	695,794.1875	382,196.8125	4	4	0	0	0	0	142	78	0	0	1.780739	1.549507	1,421,927,415	1,421,927,415	1.269667	1.103667	0	0	0	0	0	0	8	2	3	5	2	1	2	null	0
59.166.0.4	49346	149.171.126.5	53	udp	CON	0.001111	132	164	31	29	0	0	dns	475,247.5313	590,459.0625	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,415	1,421,927,415	0.018	0.013	0	0	0	0	0	0	5	9	2	1	1	1	1	null	0
175.45.176.3	21223	149.171.126.18	32780	udp	INT	0.000021	728	0	254	0	0	0	-	138,666,672	0	2	0	0	0	0	0	364	0	0	0	0	0	1,421,927,415	1,421,927,415	0.021	0	0	0	0	0	2	0	1	1	1	1	1	1	1	Exploits	1
175.45.176.2	23357	149.171.126.16	80	tcp	FIN	0.240139	918	25,552	62	252	2	10	http	28,050.42188	815,794.1875	12	24	255	255	1,708,297,952	1,939,490,744	77	1,065	1	12,026	1,170.481668	1,144.38336	1,421,927,416	1,421,927,416	21.830818	9.570304	0.051475	0.006528	0.044947	0	1	1	3	2	2	1	1	1	1	Exploits	1
175.45.176.0	13284	149.171.126.16	80	tcp	FIN	2.39039	1,362	268	254	252	6	1	http	4,233.619141	749.668518	14	6	255	255	3,897,219,059	2,466,816,006	97	45	1	0	18,786.7114	941.724938	1,421,927,414	1,421,927,416	183.579303	474.259406	0.066088	0.017959	0.048129	0	1	1	5	2	2	1	1	1	1	Reconnaissance	1
59.166.0.3	4192	149.171.126.9	53	udp	CON	0.001101	132	164	31	29	0	0	dns	479,564.0313	595,822	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,416	1,421,927,416	0.017	0.012	0	0	0	0	0	0	7	4	3	1	1	1	1	null	0
59.166.0.2	26872	149.171.126.8	53	udp	CON	0.001082	132	164	31	29	0	0	dns	487,985.2188	606,284.6875	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,416	1,421,927,416	0.011	0.009	0	0	0	0	0	0	7	6	1	1	1	1	1	null	0
59.166.0.8	24946	149.171.126.2	53	udp	CON	0.001122	132	164	31	29	0	0	dns	470,588.2188	584,670.1875	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,416	1,421,927,416	0.018	0.014	0	0	0	0	0	0	8	3	1	2	2	1	1	null	0
59.166.0.9	5685	149.171.126.6	53	udp	CON	0.001141	146	178	31	29	0	0	dns	511,831.75	624,014.0625	2	2	0	0	0	0	73	89	0	0	0	0	1,421,927,416	1,421,927,416	0.017	0.015	0	0	0	0	0	0	5	7	1	1	1	1	1	null	0
59.166.0.0	22848	149.171.126.1	53	udp	CON	0.001164	146	178	31	29	0	0	dns	501,718.2188	611,683.8125	2	2	0	0	0	0	73	89	0	0	0	0	1,421,927,416	1,421,927,416	0.018	0.013	0	0	0	0	0	0	3	8	2	1	1	1	1	null	0
59.166.0.5	28565	149.171.126.9	53	udp	CON	0.001127	132	164	31	29	0	0	dns	468,500.4688	582,076.3125	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,416	1,421,927,416	0.017	0.015	0	0	0	0	0	0	6	4	3	1	1	1	1	null	0
59.166.0.7	46719	149.171.126.4	53	udp	CON	0.001073	132	164	31	29	0	0	dns	492,078.2813	611,370	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,416	1,421,927,416	0.011	0.008	0	0	0	0	0	0	6	7	1	1	1	1	1	null	0
59.166.0.8	25100	149.171.126.9	53	udp	CON	0.001196	146	178	31	29	0	0	dns	488,294.3125	595,317.6875	2	2	0	0	0	0	73	89	0	0	0	0	1,421,927,416	1,421,927,416	0.017	0.015	0	0	0	0	0	0	8	4	3	2	2	1	1	null	0
59.166.0.1	29704	149.171.126.1	53	udp	CON	0.001101	132	164	31	29	0	0	dns	479,564.0313	595,822	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,416	1,421,927,416	0.017	0.013	0	0	0	0	0	0	6	8	2	1	1	1	1	null	0
59.166.0.7	36998	149.171.126.6	53	udp	CON	0.001058	146	178	31	29	0	0	dns	551,984.875	672,967.875	2	2	0	0	0	0	73	89	0	0	0	0	1,421,927,417	1,421,927,417	0.017	0.013	0	0	0	0	0	0	6	7	1	2	2	1	1	null	0
59.166.0.7	6438	149.171.126.8	53	udp	CON	0.0011	132	164	31	29	0	0	dns	480,000	596,363.625	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,417	1,421,927,417	0.018	0.013	0	0	0	0	0	0	6	6	3	2	2	1	1	null	0
59.166.0.8	1416	149.171.126.0	53	udp	CON	0.001126	146	178	31	29	0	0	dns	518,650.0938	632,326.8125	2	2	0	0	0	0	73	89	0	0	0	0	1,421,927,417	1,421,927,417	0.011	0.008	0	0	0	0	0	0	8	9	1	1	1	1	1	null	0
59.166.0.4	35578	149.171.126.8	53	udp	CON	0.001017	146	178	31	29	0	0	dns	574,238	700,098.375	2	2	0	0	0	0	73	89	0	0	0	0	1,421,927,417	1,421,927,417	0.011	0.012	0	0	0	0	0	0	5	6	3	2	2	1	1	null	0
59.166.0.4	38902	149.171.126.7	53	udp	CON	0.001094	132	164	31	29	0	0	dns	482,632.5625	599,634.375	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,417	1,421,927,417	0.011	0.009	0	0	0	0	0	0	5	8	1	2	2	1	1	null	0
59.166.0.0	9897	149.171.126.8	53	udp	CON	0.001092	132	164	31	29	0	0	dns	483,516.4688	600,732.5625	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,417	1,421,927,417	0.017	0.012	0	0	0	0	0	0	3	6	3	1	1	1	1	null	0
59.166.0.3	44759	149.171.126.1	53	udp	CON	0.001082	132	164	31	29	0	0	dns	487,985.2188	606,284.6875	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,417	1,421,927,417	0.017	0.012	0	0	0	0	0	0	7	8	1	1	1	1	1	null	0
175.45.176.2	13792	149.171.126.16	5555	tcp	FIN	0.17519	8,168	268	254	252	4	1	-	346,366.8125	10,228.89453	14	6	255	255	2,505,143,795	3,592,239,707	583	45	0	0	774.788316	47.765387	1,421,927,417	1,421,927,417	11.837692	33.287	0.054878	0.008744	0.046134	0	1	0	1	1	1	1	1	1	1	Exploits	1
175.45.176.2	26939	149.171.126.10	80	tcp	FIN	0.1906	844	268	254	252	2	1	http	31,899.26758	9,401.888672	10	6	255	255	3,006,332,195	1,452,987,536	84	45	1	0	996.632407	59.532129	1,421,927,418	1,421,927,418	18.573778	36.845602	0.050675	0.006354	0.044321	0	1	1	3	1	1	1	1	1	1	Exploits	1
59.166.0.2	58304	149.171.126.4	53	udp	CON	0.001089	132	164	31	29	0	0	dns	484,848.4688	602,387.5	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,418	1,421,927,418	0.011	0.009	0	0	0	0	0	0	7	7	1	4	2	1	1	null	0
59.166.0.8	7419	149.171.126.1	53	udp	CON	0.001126	132	164	31	29	0	0	dns	468,916.5313	582,593.25	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,418	1,421,927,418	0.017	0.012	0	0	0	0	0	0	8	8	3	1	1	1	1	null	0
59.166.0.2	12527	149.171.126.1	23202	udp	CON	0.001859	528	304	31	29	0	0	-	1,704,142	981,172.6875	4	4	0	0	0	0	132	76	0	0	0.662323	0.337295	1,421,927,418	1,421,927,418	0.475333	0.244	0	0	0	0	0	0	5	3	3	4	1	1	2	null	0
59.166.0.1	52335	149.171.126.9	53	udp	CON	0.001152	132	164	31	29	0	0	dns	458,333.3125	569,444.4375	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,418	1,421,927,418	0.011	0.009	0	0	0	0	0	0	6	4	1	1	1	1	1	null	0
59.166.0.2	39558	149.171.126.1	111	udp	CON	0.004996	568	312	31	29	0	0	-	682,145.75	374,699.7813	4	4	0	0	0	0	142	78	0	0	1.838719	1.588406	1,421,927,418	1,421,927,418	1.312667	1.137667	0	0	0	0	0	0	5	3	3	4	1	1	2	null	0
59.166.0.2	47526	149.171.126.5	53	udp	CON	0.001044	146	178	31	29	0	0	dns	559,386.9375	681,992.3125	2	2	0	0	0	0	73	89	0	0	0	0	1,421,927,418	1,421,927,418	0.018	0.011	0	0	0	0	0	0	7	9	1	4	2	1	1	null	0
59.166.0.3	54634	149.171.126.3	53	udp	CON	0.001089	132	164	31	29	0	0	dns	484,848.4688	602,387.5	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,418	1,421,927,418	0.018	0.013	0	0	0	0	0	0	7	4	1	1	1	1	1	null	0
59.166.0.4	26778	149.171.126.6	53	udp	CON	0.001122	146	178	31	29	0	0	dns	520,499.0938	634,581.0625	2	2	0	0	0	0	73	89	0	0	0	0	1,421,927,418	1,421,927,418	0.017	0.012	0	0	0	0	0	0	5	7	1	1	1	1	1	null	0
59.166.0.6	60756	149.171.126.2	53	udp	CON	0.001201	130	162	31	29	0	0	dns	432,972.5313	539,550.375	2	2	0	0	0	0	65	81	0	0	0	0	1,421,927,418	1,421,927,418	0.019	0.016	0	0	0	0	0	0	12	3	1	1	1	1	1	null	0
59.166.0.6	25689	149.171.126.4	53	udp	CON	0.001079	132	164	31	29	0	0	dns	489,342	607,970.375	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,419	1,421,927,419	0.011	0.008	0	0	0	0	0	0	12	7	1	2	2	1	1	null	0
59.166.0.1	16931	149.171.126.3	38340	udp	CON	0.001864	528	304	31	29	0	0	-	1,699,570.875	978,540.75	4	4	0	0	0	0	132	76	0	0	0.661617	0.338476	1,421,927,419	1,421,927,419	0.474333	0.244333	0	0	0	0	0	0	8	2	2	3	1	1	2	null	0
59.166.0.1	15133	149.171.126.3	111	udp	CON	0.0051	568	312	31	29	0	0	-	668,235.25	367,058.8125	4	4	0	0	0	0	142	78	0	0	1.869125	1.620926	1,421,927,419	1,421,927,419	1.332667	1.156667	0	0	0	0	0	0	8	2	2	3	1	1	2	null	0
59.166.0.2	58771	149.171.126.8	53	udp	CON	0.001123	132	164	31	29	0	0	dns	470,169.1563	584,149.5625	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,419	1,421,927,419	0.012	0.008	0	0	0	0	0	0	7	6	1	1	1	1	1	null	0
59.166.0.5	13903	149.171.126.7	53	udp	CON	0.001112	132	164	31	29	0	0	dns	474,820.1563	589,928.0625	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,419	1,421,927,419	0.018	0.016	0	0	0	0	0	0	6	8	1	1	1	1	1	null	0
59.166.0.1	24551	149.171.126.5	53	udp	CON	0.001066	132	164	31	29	0	0	dns	495,309.5938	615,384.625	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,419	1,421,927,419	0.011	0.008	0	0	0	0	0	0	6	9	2	3	1	1	1	null	0
59.166.0.6	10510	149.171.126.5	53	udp	CON	0.001108	130	162	31	29	0	0	dns	469,314.0625	584,837.5	2	2	0	0	0	0	65	81	0	0	0	0	1,421,927,419	1,421,927,419	0.017	0.012	0	0	0	0	0	0	12	9	2	2	2	1	1	null	0
175.45.176.0	39500	149.171.126.15	80	tcp	FIN	0.177449	1,214	268	254	252	2	1	http	49,276.12891	10,098.67578	10	6	255	255	366,102,997	2,277,661,750	121	45	1	0	1,020.236764	62.002961	1,421,927,419	1,421,927,419	19.203667	34.071199	0.05198	0.007076	0.044904	0	1	1	5	2	1	1	1	1	1	DoS	1
175.45.176.0	29309	149.171.126.14	3000	tcp	FIN	0.19491	844	268	254	252	2	1	-	31,193.88281	9,193.986328	10	6	255	255	257,622,786	1,677,629,526	84	45	0	0	1,071.497007	61.076766	1,421,927,420	1,421,927,420	19.932667	37.800801	0.050128	0.005888	0.04424	0	1	0	1	1	1	1	1	1	1	Generic	1
59.166.0.1	31564	149.171.126.8	55173	udp	CON	0.011205	528	304	31	29	0	0	-	282,730.9375	162,784.4688	4	4	0	0	0	0	132	76	0	0	0.625554	4.74233	1,421,927,420	1,421,927,420	0.449333	3.361333	0	0	0	0	0	0	8	2	2	2	1	1	2	null	0
59.166.0.8	44119	149.171.126.2	53	udp	CON	0.001091	130	162	31	29	0	0	dns	476,626.9375	593,950.5	2	2	0	0	0	0	65	81	0	0	0	0	1,421,927,420	1,421,927,420	0.011	0.008	0	0	0	0	0	0	8	3	3	2	2	1	1	null	0
59.166.0.9	41515	149.171.126.5	53	udp	CON	0.001091	130	162	31	29	0	0	dns	476,626.9375	593,950.5	2	2	0	0	0	0	65	81	0	0	0	0	1,421,927,420	1,421,927,420	0.011	0.008	0	0	0	0	0	0	5	9	2	1	1	1	1	null	0
59.166.0.2	32716	149.171.126.7	53	udp	CON	0.001135	132	164	31	29	0	0	dns	465,198.2188	577,973.5625	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,420	1,421,927,420	0.011	0.008	0	0	0	0	0	0	7	8	1	1	1	1	1	null	0
59.166.0.3	40309	149.171.126.1	53	udp	CON	0.001105	132	164	31	29	0	0	dns	477,828.0313	593,665.125	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,420	1,421,927,420	0.011	0.008	0	0	0	0	0	0	7	8	2	1	1	1	1	null	0
59.166.0.8	47061	149.171.126.1	53	udp	CON	0.001087	146	178	31	29	0	0	dns	537,258.5	655,013.8125	2	2	0	0	0	0	73	89	0	0	0	0	1,421,927,420	1,421,927,420	0.011	0.008	0	0	0	0	0	0	8	8	2	2	2	1	1	null	0
59.166.0.1	29622	149.171.126.8	111	udp	CON	0.040337	568	312	31	29	0	0	-	84,488.1875	46,409.00391	4	4	0	0	0	0	142	78	0	0	11.786999	18.234869	1,421,927,420	1,421,927,420	8.349667	12.905	0	0	0	0	0	0	8	2	2	2	1	1	2	null	0
59.166.0.5	30507	149.171.126.2	32859	udp	CON	0.0314	520	304	31	29	0	0	-	99,363.0625	58,089.17578	4	4	0	0	0	0	130	76	0	0	7.678237	10.358879	1,421,927,420	1,421,927,420	5.437333	7.331333	0	0	0	0	0	0	2	2	3	3	1	1	2	null	0
59.166.0.5	56644	149.171.126.2	111	udp	CON	0.060192	568	304	31	29	0	0	-	56,618.82031	30,303.0293	4	4	0	0	0	0	142	76	0	0	21.212496	27.670975	1,421,927,420	1,421,927,420	15.011	19.576334	0	0	0	0	0	0	2	2	3	3	1	1	2	null	0
59.166.0.5	49910	149.171.126.5	53	udp	CON	0.001044	130	162	31	29	0	0	dns	498,084.2813	620,689.625	2	2	0	0	0	0	65	81	0	0	0	0	1,421,927,420	1,421,927,420	0.011	0.008	0	0	0	0	0	0	6	9	2	3	1	1	1	null	0
59.166.0.2	36701	149.171.126.7	111	udp	CON	0.004565	568	304	31	29	0	0	-	746,549.8125	399,561.875	4	4	0	0	0	0	142	76	0	0	1.722279	1.432127	1,421,927,421	1,421,927,421	1.225333	1.020667	0	0	0	0	0	0	5	4	5	3	1	1	2	null	0
59.166.0.6	15807	149.171.126.7	53	udp	CON	0.001118	132	164	31	29	0	0	dns	472,271.9063	586,762.0625	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,421	1,421,927,421	0.012	0.008	0	0	0	0	0	0	12	8	5	3	3	2	2	null	0
59.166.0.6	57983	149.171.126.0	53	udp	CON	0.00112	132	164	31	29	0	0	dns	471,428.5625	585,714.25	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,421	1,421,927,421	0.018	0.016	0	0	0	0	0	0	12	9	3	3	3	1	1	null	0
59.166.0.6	15807	149.171.126.7	53	udp	CON	0.001118	132	164	31	29	0	0	dns	472,271.9063	586,762.0625	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,421	1,421,927,421	0.012	0.008	0	0	0	0	0	0	12	8	5	3	3	2	2	null	0
59.166.0.2	62824	149.171.126.7	14455	udp	CON	0.001775	520	304	31	29	0	0	-	1,757,746.5	1,027,605.625	4	4	0	0	0	0	130	76	0	0	0.645117	0.309251	1,421,927,421	1,421,927,421	0.461667	0.223667	0	0	0	0	0	0	5	4	5	3	1	1	2	null	0
59.166.0.1	26719	149.171.126.0	53	udp	CON	0.001087	146	178	31	29	0	0	dns	537,258.5	655,013.8125	2	2	0	0	0	0	73	89	0	0	0	0	1,421,927,421	1,421,927,421	0.011	0.008	0	0	0	0	0	0	6	9	3	1	1	1	1	null	0
59.166.0.7	57137	149.171.126.7	53	udp	CON	0.001111	132	164	31	29	0	0	dns	475,247.5313	590,459.0625	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,421	1,421,927,421	0.017	0.013	0	0	0	0	0	0	6	8	5	1	1	1	1	null	0
59.166.0.2	19393	149.171.126.0	53	udp	CON	0.001118	132	164	31	29	0	0	dns	472,271.9063	586,762.0625	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,421	1,421,927,421	0.011	0.009	0	0	0	0	0	0	7	9	3	3	1	1	1	null	0
175.45.176.0	61089	149.171.126.18	80	tcp	FIN	0.291485	804	948	62	252	2	2	http	19,870.66211	22,779.90234	10	8	255	255	680,695,067	4,039,411,526	80	119	1	72	1,595.821133	57.742824	1,421,927,421	1,421,927,421	32.387222	39.581855	0.062967	0.013476	0.049491	0	1	1	5	2	1	1	1	1	1	Exploits	1
175.45.176.0	23910	149.171.126.15	80	tcp	FIN	2.59291	2,082	268	254	252	6	1	http	5,967.041016	691.115356	14	6	255	255	2,619,540,488	2,887,663,221	149	45	1	0	17,309.57132	1,007.28625	1,421,927,419	1,421,927,422	198.502841	509.158	0.09546	0.047109	0.048351	0	1	1	5	2	1	2	2	1	1	DoS	1
175.45.176.3	44762	149.171.126.12	80	tcp	FIN	0.232939	828	4,004	62	252	2	3	http	25,620.44141	123,774.8906	10	10	255	255	1,642,695,991	2,571,518,661	83	400	1	1,546	1,238.231758	1,819.494123	1,421,927,422	1,421,927,422	25.882111	25.034111	0.053678	0.006931	0.046747	0	1	1	1	1	1	1	1	1	1	Exploits	1
175.45.176.0	4159	149.171.126.18	80	tcp	FIN	0.432056	838	986	62	252	2	2	http	13,979.66895	16,442.3125	10	10	255	255	3,972,319,434	3,549,329,861	84	99	1	49	3,335.436995	90.561766	1,421,927,421	1,421,927,422	48.006222	42.525668	0.093643	0.048778	0.044865	0	1	1	5	2	1	2	2	1	1	Exploits	1
59.166.0.5	13987	149.171.126.0	53	udp	CON	0.00106	130	162	31	29	0	0	dns	490,566.0313	611,320.75	2	2	0	0	0	0	65	81	0	0	0	0	1,421,927,422	1,421,927,422	0.018	0.015	0	0	0	0	0	0	6	9	2	1	1	1	1	null	0
59.166.0.7	34944	149.171.126.0	53	udp	CON	0.001073	132	164	31	29	0	0	dns	492,078.2813	611,370	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,422	1,421,927,422	0.011	0.008	0	0	0	0	0	0	6	9	2	1	1	1	1	null	0
59.166.0.3	40146	149.171.126.4	53	udp	CON	0.001176	132	164	31	29	0	0	dns	448,979.5938	557,823.125	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,422	1,421,927,422	0.012	0.009	0	0	0	0	0	0	7	7	1	1	1	1	1	null	0
59.166.0.9	4864	149.171.126.7	53	udp	CON	0.001214	146	178	31	29	0	0	dns	481,054.3438	586,490.9375	2	2	0	0	0	0	73	89	0	0	0	0	1,421,927,422	1,421,927,422	0.018	0.012	0	0	0	0	0	0	5	8	1	1	1	1	1	null	0
59.166.0.1	35110	149.171.126.3	53	udp	CON	0.001126	132	164	31	29	0	0	dns	468,916.5313	582,593.25	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,422	1,421,927,422	0.011	0.008	0	0	0	0	0	0	6	4	1	1	1	1	1	null	0
59.166.0.6	6379	149.171.126.6	53	udp	CON	0.00108	146	178	31	29	0	0	dns	540,740.75	659,259.3125	2	2	0	0	0	0	73	89	0	0	0	0	1,421,927,422	1,421,927,422	0.011	0.008	0	0	0	0	0	0	12	7	1	1	1	1	1	null	0
59.166.0.8	62676	149.171.126.3	53	udp	CON	0.001061	132	164	31	29	0	0	dns	497,643.7188	618,284.625	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,423	1,421,927,423	0.011	0.008	0	0	0	0	0	0	8	4	1	4	2	1	1	null	0
59.166.0.8	53247	149.171.126.7	25790	udp	CON	0.00178	520	304	31	29	0	0	-	1,752,809	1,024,719.063	4	4	0	0	0	0	130	76	0	0	0.642524	0.310193	1,421,927,423	1,421,927,423	0.461333	0.224333	0	0	0	0	0	0	2	4	2	4	1	1	2	null	0
59.166.0.4	61452	149.171.126.0	53	udp	CON	0.001125	146	178	31	29	0	0	dns	519,111.125	632,888.9375	2	2	0	0	0	0	73	89	0	0	0	0	1,421,927,423	1,421,927,423	0.017	0.013	0	0	0	0	0	0	5	9	2	1	1	1	1	null	0
59.166.0.6	16859	149.171.126.1	53	udp	CON	0.001064	132	164	31	29	0	0	dns	496,240.625	616,541.375	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,423	1,421,927,423	0.011	0.007	0	0	0	0	0	0	12	8	1	1	1	1	1	null	0
59.166.0.9	30521	149.171.126.6	53	udp	CON	0.001083	146	178	31	29	0	0	dns	539,242.875	657,433.0625	2	2	0	0	0	0	73	89	0	0	0	0	1,421,927,423	1,421,927,423	0.011	0.008	0	0	0	0	0	0	5	7	1	1	1	1	1	null	0
59.166.0.3	1809	149.171.126.0	53	udp	CON	0.001128	132	164	31	29	0	0	dns	468,085.125	581,560.3125	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,423	1,421,927,423	0.011	0.008	0	0	0	0	0	0	7	9	2	1	1	1	1	null	0
59.166.0.8	37848	149.171.126.8	53	udp	CON	0.001166	132	164	31	29	0	0	dns	452,830.1875	562,607.1875	2	2	0	0	0	0	66	82	0	0	0	0	1,421,927,423	1,421,927,423	0.018	0.013	0	0	0	0	0	0	8	6	1	4	2	1	1	null	0
59.166.0.8	53697	149.171.126.7	111	udp	CON	0.00468	568	304	31	29	0	0	-	728,205.1875	389,743.5938	4	4	0	0	0	0	142	76	0	0	1.760229	1.48045	1,421,927,423	1,421,927,423	1.256667	1.057333	0	0	0	0	0	0	2	4	2	4	1	1	2	null	0
175.45.176.2	43850	149.171.126.13	80	tcp	FIN	0.244832	876	9,446	62	252	2	5	http	25,780.94336	286,629.2188	10	14	255	255	343,078,991	3,590,939,569	88	675	1	4,200	1,295.366611	1,510.194144	1,421,927,423	1,421,927,423	27.203556	18.206078	0.052299	0.007492	0.044807	0	1	1	3	1	1	1	1	1	1	Exploits	1
59.166.0.6	45430	149.171.126.1	53	udp	CON	0.001069	130	162	31	29	0	0	dns	486,435.9375	606,174	2	2	0	0	0	0	65	81	0	0	0	0	1,421,927,424	1,421,927,424	0.011	0.008	0	0	0	0	0	0	12	8	2	2	2	1	1	null	0
59.166.0.2	39128	149.171.126.1	48372	udp	CON	0.001793	520	304	31	29	0	0	-	1,740,100.375	1,017,289.438	4	4	0	0	0	0	130	76	0	0	0.635925	0.314435	1,421,927,424	1,421,927,424	0.456667	0.227333	0	0	0	0	0	0	5	3	2	1	1	1	1	null	0
59.166.0.6	4318	149.171.126.5	53	udp	CON	0.001112	146	178	31	29	0	0	dns	525,179.875	640,287.8125	2	2	0	0	0	0	73	89	0	0	0	0	1,421,927,424	1,421,927,424	0.011	0.008	0	0	0	0	0	0	12	9	1	2	2	1	1	null	0
59.166.0.9	14309	149.171.126.3	53	udp	CON	0.001141	146	178	31	29	0	0	dns	511,831.75	624,014.0625	2	2	0	0	0	0	73	89	0	0	0	0	1,421,927,424	1,421,927,424	0.019	0.013	0	0	0	0	0	0	5	4	1	1	1	1	1	null	0

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The UNSW-NB15

The raw network packets (Pcap files) of the UNSW-NB 15 data set is created by the IXIA PerfectStorm tool in the Cyber Range Lab of the Australian Centre for Cyber Security (ACCS) for generating a hybrid of real modern normal activities and synthetic contemporary attack activities. The UNSW-NB15 source files are provided in different formats, Pcap files, BRO files, Argus Files and CSV files. The source files of the data set were divided based in the date of the simulation 22-1-2015 and 17-2-2015, respectively. The descriptions of these simulations are provided in the report files to show the network configurations and the actions of the attack types during the simulation

How to Use it

pip install datasets

from datasets import load_dataset

dataset = load_dataset("Mouwiya/UNSW-NB15")

Dataset Description

The details of the UNSW-NB15 dataset were published in following the papers. For the academic/public use of this dataset, the authors have to cities the following papers:

Moustafa, Nour, and Jill Slay. "UNSW-NB15: a comprehensive data set for network intrusion detection systems (UNSW-NB15 network data set)." Military Communications and Information Systems Conference (MilCIS), 2015. IEEE, 2015. Moustafa, Nour, and Jill Slay. "The evaluation of Network Anomaly Detection Systems: Statistical analysis of the UNSW-NB15 dataset and the comparison with the KDD99 dataset." Information Security Journal: A Global Perspective (2016): 1-14. Moustafa, Nour, et al. "Novel geometric area analysis technique for anomaly detection using trapezoidal area estimation on large-scale networks." IEEE Transactions on Big Data (2017). Moustafa, Nour, et al. "Big data analytics for intrusion detection system: statistical decision-making using finite dirichlet mixture models." Data Analytics and Decision Support for Cybersecurity. Springer, Cham, 2017. 127-156. Sarhan, Mohanad, Siamak Layeghy, Nour Moustafa, and Marius Portmann. NetFlow Datasets for Machine Learning-Based Network Intrusion Detection Systems. In Big Data Technologies and Applications: 10th EAI International Conference, BDTA 2020, and 13th EAI International Conference on Wireless Internet, WiCON 2020, Virtual Event, December 11, 2020, Proceedings (p. 117). Springer Nature.

Uses

Free use of the UNSW-NB15 dataset for academic research purposes is hereby granted in perpetuity. Use for commercial purposes is strictly prohibited. Nour Moustafa has asserted his rights under the Copyright.

Citation

N. Moustafa and J. Slay, "UNSW-NB15: a comprehensive data set for network intrusion detection systems (UNSW-NB15 network data set)," 2015 Military Communications and Information Systems Conference (MilCIS), Canberra, ACT, Australia, 2015, pp. 1-6, doi: 10.1109/MilCIS.2015.7348942. keywords: {Telecommunication traffic;Feature extraction;Servers;Training;Data models;IP networks;Benchmark testing;UNSW-NB15 data set;NIDS;low footprint attacks;pcap files;testbed},

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Number of rows:

2,280,090