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Mireu-Lab
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UNSW-NB15

Tags: Network Security

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train · 82.3k rows

id int64 1 82.3k	dur float64 0 60	proto stringlengths 2 11	service stringclasses 13 values	state stringclasses 7 values	spkts int64 1 10.6k	dpkts int64 0 11k	sbytes int64 24 14.4M	dbytes int64 0 14.7M	rate float64 0 1M	sttl int64 0 255	dttl int64 0 253	sload float64 0 5.27B	dload float64 0 20.8M	sloss int64 0 5.32k	dloss int64 0 5.51k	sinpkt float64 0 60k	dinpkt float64 0 57.7k	sjit float64 0 1.48M	djit float64 0 463k	swin int64 0 255	stcpb int64 0 4.29B	dtcpb int64 0 4.29B	dwin int64 0 255	tcprtt float64 0 3.82	synack float64 0 3.23	ackdat float64 0 2.93	smean int64 24 1.5k	dmean int64 0 1.5k	trans_depth int64 0 131	response_body_len int64 0 5.24M	ct_srv_src int64 1 63	ct_state_ttl int64 0 6	ct_dst_ltm int64 1 59	ct_src_dport_ltm int64 1 59	ct_dst_sport_ltm int64 1 38	ct_dst_src_ltm int64 1 63	ct_flw_http_mthd int64 0 16	ct_src_ltm int64 1 60	ct_srv_dst int64 1 62	is_sm_ips_ports int64 0 1	attack_cat stringclasses 10 values
1	0.000011	udp	-	INT	2	0	496	0	90,909.0902	254	0	180,363,632	0	0	0	0.011	0	0	0	0	0	0	0	0	0	0	248	0	0	0	2	2	1	1	1	2	0	1	2	0	Normal
2	0.000008	udp	-	INT	2	0	1,762	0	125,000.0003	254	0	881,000,000	0	0	0	0.008	0	0	0	0	0	0	0	0	0	0	881	0	0	0	2	2	1	1	1	2	0	1	2	0	Normal
3	0.000005	udp	-	INT	2	0	1,068	0	200,000.0051	254	0	854,400,000	0	0	0	0.005	0	0	0	0	0	0	0	0	0	0	534	0	0	0	3	2	1	1	1	3	0	1	3	0	Normal
4	0.000006	udp	-	INT	2	0	900	0	166,666.6608	254	0	600,000,000	0	0	0	0.006	0	0	0	0	0	0	0	0	0	0	450	0	0	0	3	2	2	2	1	3	0	2	3	0	Normal
5	0.00001	udp	-	INT	2	0	2,126	0	100,000.0025	254	0	850,400,000	0	0	0	0.01	0	0	0	0	0	0	0	0	0	0	1,063	0	0	0	3	2	2	2	1	3	0	2	3	0	Normal
6	0.000003	udp	-	INT	2	0	784	0	333,333.3215	254	0	1,045,333,312	0	0	0	0.003	0	0	0	0	0	0	0	0	0	0	392	0	0	0	2	2	2	2	1	2	0	2	2	0	Normal
7	0.000006	udp	-	INT	2	0	1,960	0	166,666.6608	254	0	1,306,666,624	0	0	0	0.006	0	0	0	0	0	0	0	0	0	0	980	0	0	0	2	2	2	2	1	2	0	2	2	0	Normal
8	0.000028	udp	-	INT	2	0	1,384	0	35,714.28522	254	0	197,714,288	0	0	0	0.028	0	0	0	0	0	0	0	0	0	0	692	0	0	0	3	2	1	1	1	3	0	1	3	0	Normal
9	0	arp	-	INT	1	0	46	0	0	0	0	0	0	0	0	60,000.688	0	0	0	0	0	0	0	0	0	0	46	0	0	0	2	2	2	2	2	2	0	2	2	1	Normal
10	0	arp	-	INT	1	0	46	0	0	0	0	0	0	0	0	60,000.712	0	0	0	0	0	0	0	0	0	0	46	0	0	0	2	2	2	2	2	2	0	2	2	1	Normal
11	0	arp	-	INT	1	0	46	0	0	0	0	0	0	0	0	60,000.688	0	0	0	0	0	0	0	0	0	0	46	0	0	0	2	2	2	2	2	2	0	2	2	1	Normal
12	0	arp	-	INT	1	0	46	0	0	0	0	0	0	0	0	60,000.712	0	0	0	0	0	0	0	0	0	0	46	0	0	0	2	2	2	2	2	2	0	2	2	1	Normal
13	0.000004	udp	-	INT	2	0	1,454	0	250,000.0006	254	0	1,454,000,000	0	0	0	0.004	0	0	0	0	0	0	0	0	0	0	727	0	0	0	3	2	1	1	1	3	0	1	3	0	Normal
14	0.000007	udp	-	INT	2	0	2,062	0	142,857.1409	254	0	1,178,285,696	0	0	0	0.007	0	0	0	0	0	0	0	0	0	0	1,031	0	0	0	3	2	1	1	1	3	0	1	3	0	Normal
15	0.000011	udp	-	INT	2	0	2,040	0	90,909.0902	254	0	741,818,176	0	0	0	0.011	0	0	0	0	0	0	0	0	0	0	1,020	0	0	0	1	2	1	1	1	1	0	1	1	0	Normal
16	0.000004	udp	-	INT	2	0	1,052	0	250,000.0006	254	0	1,052,000,000	0	0	0	0.004	0	0	0	0	0	0	0	0	0	0	526	0	0	0	3	2	1	1	1	3	0	2	3	0	Normal
17	0.000003	udp	-	INT	2	0	314	0	333,333.3215	254	0	418,666,656	0	0	0	0.003	0	0	0	0	0	0	0	0	0	0	157	0	0	0	2	2	1	1	1	2	0	1	2	0	Normal
18	0.00001	udp	-	INT	2	0	1,774	0	100,000.0025	254	0	709,600,000	0	0	0	0.01	0	0	0	0	0	0	0	0	0	0	887	0	0	0	2	2	1	1	1	2	0	1	2	0	Normal
19	0.000002	udp	-	INT	2	0	1,568	0	500,000.0013	254	0	3,136,000,000	0	0	0	0.002	0	0	0	0	0	0	0	0	0	0	784	0	0	0	3	2	1	1	1	2	0	1	2	0	Normal
20	0.000004	udp	-	INT	2	0	2,054	0	250,000.0006	254	0	2,054,000,000	0	0	0	0.004	0	0	0	0	0	0	0	0	0	0	1,027	0	0	0	3	2	1	1	1	2	0	2	2	0	Normal
21	0.00001	udp	-	INT	2	0	2,170	0	100,000.0025	254	0	868,000,000	0	0	0	0.01	0	0	0	0	0	0	0	0	0	0	1,085	0	0	0	2	2	1	1	1	2	0	1	2	0	Normal
22	0.000009	udp	-	INT	2	0	202	0	111,111.1072	254	0	89,777,776	0	0	0	0.009	0	0	0	0	0	0	0	0	0	0	101	0	0	0	2	2	1	1	1	2	0	1	2	0	Normal
23	0.00001	udp	-	INT	2	0	1,334	0	100,000.0025	254	0	533,600,000	0	0	0	0.01	0	0	0	0	0	0	0	0	0	0	667	0	0	0	3	2	1	1	1	3	0	1	3	0	Normal
24	0.000005	udp	-	INT	2	0	2,058	0	200,000.0051	254	0	1,646,400,000	0	0	0	0.005	0	0	0	0	0	0	0	0	0	0	1,029	0	0	0	3	2	2	2	1	3	0	2	3	0	Normal
25	0.000003	udp	-	INT	2	0	286	0	333,333.3215	254	0	381,333,312	0	0	0	0.003	0	0	0	0	0	0	0	0	0	0	143	0	0	0	3	2	2	2	1	3	0	2	3	0	Normal
26	0.000007	udp	-	INT	2	0	1,500	0	142,857.1409	254	0	857,142,848	0	0	0	0.007	0	0	0	0	0	0	0	0	0	0	750	0	0	0	2	2	2	2	1	2	0	2	2	0	Normal
27	0.000006	udp	-	INT	2	0	902	0	166,666.6608	254	0	601,333,312	0	0	0	0.006	0	0	0	0	0	0	0	0	0	0	451	0	0	0	2	2	2	2	1	2	0	2	2	0	Normal
28	0.000002	udp	-	INT	2	0	1,626	0	500,000.0013	254	0	3,252,000,000	0	0	0	0.002	0	0	0	0	0	0	0	0	0	0	813	0	0	0	2	2	1	1	1	1	0	2	1	0	Normal
29	0.000007	udp	-	INT	2	0	364	0	142,857.1409	254	0	208,000,000	0	0	0	0.007	0	0	0	0	0	0	0	0	0	0	182	0	0	0	3	2	1	1	1	1	0	2	2	0	Normal
30	1.434166	tcp	-	FIN	10	6	530	268	10.459041	254	252	2,660.780029	1,249.506714	2	1	151.243111	270.886813	10,042.8699	468.508156	255	1,640,845,588	177,111,456	255	0.148966	0.079731	0.069235	53	45	0	0	2	1	1	1	1	1	0	1	1	0	Normal
31	0.000007	udp	-	INT	2	0	730	0	142,857.1409	254	0	417,142,848	0	0	0	0.007	0	0	0	0	0	0	0	0	0	0	365	0	0	0	2	2	1	1	1	2	0	2	2	0	Normal
32	1.924287	tcp	-	FIN	10	8	530	354	8.834441	254	252	1,983.072266	1,288.789062	2	1	213.738778	261.252	13,125.11139	399.405156	255	2,214,319,888	3,374,287,000	255	0.185096	0.095516	0.08958	53	44	0	0	2	1	1	1	1	1	0	1	1	0	Normal
33	2.773779	tcp	-	FIN	14	8	7,954	354	7.570899	254	252	21,302.3457	894.087097	4	1	213.367611	381.293437	18,158.22943	788.701375	255	3,374,744,735	1,063,429,159	255	0.144772	0.077744	0.067028	568	44	0	0	1	1	1	1	1	1	0	2	1	0	Normal
34	0.00001	udp	-	INT	2	0	794	0	100,000.0025	254	0	317,600,000	0	0	0	0.01	0	0	0	0	0	0	0	0	0	0	397	0	0	0	2	2	1	1	1	2	0	1	2	0	Normal
35	1.465041	tcp	-	FIN	10	8	2,516	354	11.60377	254	252	12,368.25391	1,692.7854	2	1	157.703444	195.494719	8,764.724091	346.639313	255	783,227,300	772,078,300	255	0.221146	0.09657	0.124576	252	44	0	0	4	1	2	1	1	3	0	2	2	0	Normal
36	0.983874	tcp	http	FIN	10	8	816	1,172	17.278635	62	252	5,976.375	8,342.53125	2	2	109.319333	124.932859	5,929.211713	192.590406	255	794,167,371	1,624,757,001	255	0.206572	0.108393	0.098179	82	147	1	184	2	1	1	1	1	2	1	1	3	0	Normal
37	0.714182	tcp	-	FIN	10	6	534	268	21.003049	254	252	5,387.982422	2,509.164307	2	1	79.353556	120.191398	4,013.392196	218.658469	255	3,802,396,535	2,514,907,206	255	0.162097	0.079909	0.082188	53	45	0	0	3	1	1	1	1	2	0	2	2	0	Normal
38	59.995674	arp	-	INT	2	0	92	0	0.016668	0	0	6.133776	0	0	0	59,998.196	0	13.651471	0	0	0	0	0	0	0	0	46	0	0	0	2	2	2	2	2	2	0	2	2	1	Normal
39	59.995678	arp	-	INT	2	0	92	0	0.016668	0	0	6.133775	0	0	0	59,998.2	0	0	0	0	0	0	0	0	0	0	46	0	0	0	2	2	2	2	2	2	0	2	2	1	Normal
40	59.995674	arp	-	INT	2	0	92	0	0.016668	0	0	6.133776	0	0	0	59,998.196	0	13.651471	0	0	0	0	0	0	0	0	46	0	0	0	2	2	2	2	2	2	0	2	2	1	Normal
41	1.535254	tcp	http	FIN	10	10	826	1,266	12.375802	62	252	3,876.882812	5,940.385254	2	2	170.481889	159.070562	11,933.0656	244.118016	255	708,428,911	3,141,441,573	255	0.180318	0.103612	0.076706	83	127	1	187	2	1	1	1	1	2	1	1	3	0	Normal
42	59.995678	arp	-	INT	2	0	92	0	0.016668	0	0	6.133775	0	0	0	59,998.2	0	0	0	0	0	0	0	0	0	0	46	0	0	0	2	2	2	2	2	2	0	2	2	1	Normal
43	0.757295	tcp	-	FIN	10	6	534	268	19.80734	254	252	5,081.243164	2,366.316895	2	1	84.023333	123.799203	4,064.836863	186.487812	255	1,416,292,821	1,856,664,256	255	0.226895	0.138291	0.088604	53	45	0	0	3	1	1	1	1	2	0	1	2	0	Normal
44	0.759306	tcp	-	FIN	10	8	534	354	22.388865	254	252	5,067.785645	3,266.140381	2	1	84.242667	98.501711	4,716.886723	140.050609	255	2,545,019,062	3,292,860,217	255	0.172317	0.069791	0.102526	53	44	0	0	5	1	1	1	1	3	0	1	3	0	Normal
45	1.294036	tcp	-	FIN	10	8	2,516	354	13.137192	254	252	14,002.70117	1,916.484497	2	1	143.781778	173.331141	9,390.189727	257.271375	255	1,381,018,516	1,985,881,197	255	0.135361	0.079802	0.055559	252	44	0	0	2	1	1	1	1	2	0	1	3	0	Normal
46	1.059359	tcp	http	FIN	10	8	830	1,134	16.047441	62	252	5,641.147461	7,498.874512	2	2	117.706556	132.899281	6,102.668305	255.756219	255	1,853,677,305	1,202,418,679	255	0.274887	0.128459	0.146428	83	142	1	165	1	1	1	1	1	1	1	3	1	0	Normal
47	0.624048	tcp	-	FIN	10	6	534	268	24.036613	254	252	6,166.192383	2,871.573975	2	1	69.229667	106.834797	3,412.856309	145.655875	255	2,425,182,602	2,706,975,732	255	0.221323	0.089865	0.131458	53	45	0	0	5	1	1	1	1	3	0	1	3	0	Normal
48	1.190292	tcp	-	FIN	10	8	2,516	354	14.28221	254	252	15,223.15527	2,083.522461	2	1	132.107111	154.911719	8,972.551926	220.423188	255	3,033,763,933	3,509,078,729	255	0.195284	0.105903	0.089381	252	44	0	0	2	1	1	1	1	2	0	1	3	0	Normal
49	0.999472	tcp	-	FIN	10	6	534	268	15.007924	254	252	3,850.032715	1,792.946655	2	1	110.960333	178.405406	6,141.458662	306.944813	255	2,868,770,840	4,280,658,180	255	0.266426	0.107439	0.158987	53	45	0	0	5	1	1	1	1	3	0	2	3	0	Normal
50	0.990548	tcp	http	FIN	10	10	804	1,414	19.181301	62	252	5,847.268066	10,281.17773	2	2	110.060889	100.616555	7,172.956819	143.497953	255	1,528,762,476	1,066,585,482	255	0.181441	0.084249	0.097192	80	141	1	261	2	1	18	1	1	2	1	1	2	0	Normal
51	0.655618	tcp	-	FIN	10	6	534	268	22.879176	254	252	5,869.271484	2,733.298828	2	1	69.326	107.047	3,518.358106	160.930422	255	740,536,776	1,008,520,884	255	0.199328	0.120374	0.078954	53	45	0	0	2	1	1	1	1	2	0	1	2	0	Normal
52	0.810167	tcp	-	FIN	10	8	2,516	354	20.983328	254	252	22,365.75781	3,061.097168	2	1	83.946222	98.96643	5,467.042547	158.574391	255	811,780,886	2,226,389,848	255	0.21379	0.117396	0.096394	252	44	0	0	17	1	1	1	1	3	0	1	3	0	Normal
53	14.846565	tcp	-	REQ	22	0	990	0	1.414469	254	0	509.208679	0	21	0	706.979312	0	965.398187	0	255	0	0	0	0	0	0	45	0	0	0	17	6	4	3	3	14	0	3	15	0	Normal
54	14.846565	tcp	-	REQ	22	0	990	0	1.414469	254	0	509.208679	0	21	0	706.979312	0	965.398187	0	255	0	0	0	0	0	0	45	0	0	0	17	6	4	3	3	14	0	3	15	0	Normal
55	14.846565	tcp	-	REQ	22	0	990	0	1.414469	254	0	509.208679	0	21	0	706.979312	0	965.398187	0	255	0	0	0	0	0	0	45	0	0	0	17	6	4	3	3	14	0	3	15	0	Normal
56	1.588788	tcp	-	FIN	10	6	534	268	9.441159	254	252	2,421.971924	1,127.903809	2	1	173.193	301.393594	11,388.44841	541.030062	255	3,086,844,008	3,257,523,641	255	0.153274	0.081819	0.071455	53	45	0	0	2	1	1	1	1	2	0	2	2	0	Normal
57	1.151373	tcp	-	FIN	10	8	2,516	354	14.76498	254	252	15,737.73145	2,153.949951	2	1	123.646778	144.751719	8,172.13149	198.059172	255	531,787,453	1,249,086,836	255	0.24447	0.13811	0.10636	252	44	0	0	17	1	1	1	1	3	0	10	3	0	Normal
58	14.355273	tcp	-	REQ	20	0	900	0	1.323555	254	0	476.47995	0	19	0	755.540687	0	1,095.4585	0	255	0	0	0	0	0	0	45	0	0	0	17	6	9	3	3	14	0	10	15	0	Normal
59	14.355273	tcp	-	REQ	20	0	900	0	1.323555	254	0	476.47995	0	19	0	755.540687	0	1,095.4585	0	255	0	0	0	0	0	0	45	0	0	0	17	6	9	3	3	14	0	10	15	0	Normal
60	14.355273	tcp	-	REQ	20	0	900	0	1.323555	254	0	476.47995	0	19	0	755.540687	0	1,095.4585	0	255	0	0	0	0	0	0	45	0	0	0	17	6	9	3	3	14	0	10	15	0	Normal
61	15.53235	tcp	-	REQ	20	0	900	0	1.223253	254	0	440.371246	0	19	0	817.492125	0	1,294.16175	0	255	0	0	0	0	0	0	45	0	0	0	17	6	9	3	3	14	0	10	15	0	Normal
62	15.590977	tcp	-	REQ	20	0	900	0	1.218654	254	0	438.715302	0	19	0	820.57775	0	1,301.85075	0	255	0	0	0	0	0	0	45	0	0	0	17	6	9	3	3	14	0	10	15	0	Normal
63	15.53235	tcp	-	REQ	20	0	900	0	1.223253	254	0	440.371246	0	19	0	817.492125	0	1,294.16175	0	255	0	0	0	0	0	0	45	0	0	0	17	6	9	3	3	14	0	10	15	0	Normal
64	15.53235	tcp	-	REQ	20	0	900	0	1.223253	254	0	440.371246	0	19	0	817.492125	0	1,294.16175	0	255	0	0	0	0	0	0	45	0	0	0	17	6	9	3	3	14	0	10	15	0	Normal
65	15.590977	tcp	-	REQ	20	0	900	0	1.218654	254	0	438.715302	0	19	0	820.57775	0	1,301.85075	0	255	0	0	0	0	0	0	45	0	0	0	17	6	9	3	3	14	0	10	15	0	Normal
66	15.590977	tcp	-	REQ	20	0	900	0	1.218654	254	0	438.715302	0	19	0	820.57775	0	1,301.85075	0	255	0	0	0	0	0	0	45	0	0	0	17	6	9	3	3	14	0	10	15	0	Normal
67	1.074494	tcp	-	FIN	10	8	2,516	354	15.821401	254	252	16,863.75195	2,308.063232	2	1	119.388222	135.148	7,733.705204	189.958375	255	2,795,605,829	1,134,397,635	255	0.22157	0.127886	0.093684	252	44	0	0	17	1	1	1	1	3	0	3	3	0	Normal
68	15.979696	tcp	-	REQ	18	0	810	0	1.06385	254	0	382.985992	0	17	0	939.982125	0	1,630.5805	0	255	0	0	0	0	0	0	45	0	0	0	17	6	2	1	1	14	0	3	15	0	Normal
69	15.226356	tcp	-	REQ	18	0	810	0	1.116485	254	0	401.934662	0	17	0	895.668	0	1,477.873125	0	255	0	0	0	0	0	0	45	0	0	0	17	6	2	1	1	14	0	3	15	0	Normal
70	15.979696	tcp	-	REQ	18	0	810	0	1.06385	254	0	382.985992	0	17	0	939.982125	0	1,630.5805	0	255	0	0	0	0	0	0	45	0	0	0	18	6	4	2	2	17	0	4	17	0	Normal
71	15.226356	tcp	-	REQ	18	0	810	0	1.116485	254	0	401.934662	0	17	0	895.668	0	1,477.873125	0	255	0	0	0	0	0	0	45	0	0	0	18	6	4	2	2	17	0	4	17	0	Normal
72	15.979696	tcp	-	REQ	18	0	810	0	1.06385	254	0	382.985992	0	17	0	939.982125	0	1,630.5805	0	255	0	0	0	0	0	0	45	0	0	0	18	6	4	2	2	17	0	4	17	0	Normal
73	1.303518	tcp	http	FIN	12	8	898	1,120	14.575939	62	252	5,057.083984	6,014.492676	2	2	118.501635	175.467	6,491.561713	252.408328	255	1,182,907,296	802,589,817	255	0.140062	0.07451	0.065552	75	140	1	157	1	1	1	1	1	1	1	2	1	0	Normal
74	15.226356	tcp	-	REQ	18	0	810	0	1.116485	254	0	401.934662	0	17	0	895.668	0	1,477.873125	0	255	0	0	0	0	0	0	45	0	0	0	18	6	4	2	2	17	0	4	17	0	Normal
75	15.374568	tcp	-	REQ	16	0	720	0	0.975637	254	0	351.22937	0	15	0	1,024.971188	0	1,831.659375	0	255	0	0	0	0	0	0	45	0	0	0	18	6	3	3	3	17	0	3	17	0	Normal
76	15.374568	tcp	-	REQ	16	0	720	0	0.975637	254	0	351.22937	0	15	0	1,024.971188	0	1,831.659375	0	255	0	0	0	0	0	0	45	0	0	0	18	6	3	3	3	17	0	3	17	0	Normal
77	15.374568	tcp	-	REQ	16	0	720	0	0.975637	254	0	351.22937	0	15	0	1,024.971188	0	1,831.659375	0	255	0	0	0	0	0	0	45	0	0	0	18	6	3	3	3	17	0	3	17	0	Normal
78	0.582389	tcp	-	FIN	10	6	534	268	25.755981	254	252	6,607.267578	3,076.981201	2	1	64.699778	96.684398	3,507.093149	155.981016	255	4,226,419,251	1,222,508,038	255	0.178731	0.098958	0.079773	53	45	0	0	3	1	1	1	1	2	0	1	2	0	Normal
79	16.448053	tcp	-	REQ	14	0	630	0	0.790367	254	0	284.532166	0	13	0	1,265.234875	0	2,435.79	0	255	0	0	0	0	0	0	45	0	0	0	18	6	9	3	3	17	0	10	17	0	Normal
80	16.76671	tcp	-	REQ	14	0	630	0	0.775346	254	0	279.124512	0	13	0	1,289.747	0	2,508.6645	0	255	0	0	0	0	0	0	45	0	0	0	18	6	9	3	3	17	0	10	17	0	Normal
81	16.76671	tcp	-	REQ	14	0	630	0	0.775346	254	0	279.124512	0	13	0	1,289.747	0	2,508.6645	0	255	0	0	0	0	0	0	45	0	0	0	18	6	9	3	3	17	0	10	17	0	Normal
82	15.40279	tcp	-	REQ	14	0	630	0	0.844003	254	0	303.841064	0	13	0	1,184.83	0	2,188.4775	0	255	0	0	0	0	0	0	45	0	0	0	18	6	9	3	3	17	0	10	17	0	Normal
83	16.448053	tcp	-	REQ	14	0	630	0	0.790367	254	0	284.532166	0	13	0	1,265.234875	0	2,435.79	0	255	0	0	0	0	0	0	45	0	0	0	18	6	9	3	3	17	0	10	17	0	Normal
84	2.462774	tcp	-	FIN	10	8	2,516	354	6.902785	254	252	7,357.556641	1,006.994507	2	1	273.641556	328.576719	17,425.54618	481.345844	255	3,840,327,893	3,548,556,327	255	0.2792	0.162075	0.117125	252	44	0	0	18	1	1	1	1	1	0	10	1	0	Normal
85	1.047169	tcp	-	FIN	10	8	534	354	16.234247	254	252	3,674.669678	2,368.290283	2	1	116.352111	132.691281	7,064.833854	172.447047	255	3,922,662,296	186,468,384	255	0.171522	0.11764	0.053882	53	44	0	0	3	1	1	1	1	2	0	2	2	0	Normal
86	16.76671	tcp	-	REQ	14	0	630	0	0.775346	254	0	279.124512	0	13	0	1,289.747	0	2,508.6645	0	255	0	0	0	0	0	0	45	0	0	0	18	6	9	3	3	17	0	10	17	0	Normal
87	16.448053	tcp	-	REQ	14	0	630	0	0.790367	254	0	284.532166	0	13	0	1,265.234875	0	2,435.79	0	255	0	0	0	0	0	0	45	0	0	0	18	6	9	3	3	17	0	10	17	0	Normal
88	15.40279	tcp	-	REQ	14	0	630	0	0.844003	254	0	303.841064	0	13	0	1,184.83	0	2,188.4775	0	255	0	0	0	0	0	0	45	0	0	0	18	6	9	3	3	17	0	10	17	0	Normal
89	15.40279	tcp	-	REQ	14	0	630	0	0.844003	254	0	303.841064	0	13	0	1,184.83	0	2,188.4775	0	255	0	0	0	0	0	0	45	0	0	0	18	6	9	3	3	17	0	10	17	0	Normal
90	2.417396	tcp	http	FIN	12	10	896	1,142	8.687033	62	252	2,720.282471	3,402.007568	2	2	219.671639	251.911219	13,318.12168	368.903437	255	1,647,371,567	938,705,912	255	0.301504	0.150194	0.15131	75	114	1	126	1	1	2	1	1	1	1	1	1	0	Normal
91	16.044233	tcp	-	REQ	12	0	540	0	0.685605	254	0	246.817657	0	11	0	1,458.56675	0	2,845.959	0	255	0	0	0	0	0	0	45	0	0	0	8	6	5	2	2	7	0	5	8	0	Normal
92	16.352577	tcp	-	REQ	12	0	540	0	0.672677	254	0	242.163666	0	11	0	1,486.598	0	2,934.0635	0	255	0	0	0	0	0	0	45	0	0	0	8	6	5	3	3	7	0	5	8	0	Normal
93	16.044233	tcp	-	REQ	12	0	540	0	0.685605	254	0	246.817657	0	11	0	1,458.56675	0	2,845.959	0	255	0	0	0	0	0	0	45	0	0	0	18	6	2	1	1	17	0	1	17	0	Normal
94	16.352577	tcp	-	REQ	12	0	540	0	0.672677	254	0	242.163666	0	11	0	1,486.598	0	2,934.0635	0	255	0	0	0	0	0	0	45	0	0	0	8	6	5	3	3	7	0	5	8	0	Normal
95	16.352577	tcp	-	REQ	12	0	540	0	0.672677	254	0	242.163666	0	11	0	1,486.598	0	2,934.0635	0	255	0	0	0	0	0	0	45	0	0	0	8	6	5	3	3	7	0	5	8	0	Normal
96	16.044233	tcp	-	REQ	12	0	540	0	0.685605	254	0	246.817657	0	11	0	1,458.56675	0	2,845.959	0	255	0	0	0	0	0	0	45	0	0	0	8	6	5	2	2	7	0	5	8	0	Normal
97	0.664512	tcp	-	FIN	10	6	534	268	22.572957	254	252	5,790.71582	2,696.71582	2	1	69.994778	114.784602	3,565.853629	166.495	255	2,600,388,172	623,342,715	255	0.148054	0.090584	0.05747	53	45	0	0	5	1	1	1	1	3	0	2	3	0	Normal
98	0.860208	tcp	-	FIN	10	6	534	268	17.437643	254	252	4,473.336914	2,083.217041	2	1	95.474667	156.240203	4,650.146095	225.094078	255	2,537,299,422	4,130,059,309	255	0.16717	0.079005	0.088165	53	45	0	0	5	1	1	1	1	3	0	1	3	0	Normal
99	15.102544	tcp	-	REQ	10	0	450	0	0.595926	254	0	214.533401	0	9	0	1,678.0605	0	3,601.72875	0	255	0	0	0	0	0	0	45	0	0	0	11	6	2	2	2	11	0	3	11	0	Normal
100	1.979445	tcp	http	FIN	10	10	810	1,228	9.59865	62	252	2,946.280518	4,469.939941	2	2	219.938333	211.908	14,679.52685	514.389156	255	504,743,724	17,824,254	255	0.14109	0.071357	0.069733	81	123	1	168	2	1	1	1	1	2	1	1	2	0	Normal

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UNSW-NB15

This data is provided through the Train, Test CSV file provided by UNSW-NB15.

link

Labels

The label of the data set is as follows.

#	Column	Non-Null	Count	Dtype
0	id	82332	non-null	int64
1	dur	82332	non-null	float64
2	proto	82332	non-null	object
3	service	82332	non-null	object
4	state	82332	non-null	object
5	spkts	82332	non-null	int64
6	dpkts	82332	non-null	int64
7	sbytes	82332	non-null	int64
8	dbytes	82332	non-null	int64
9	rate	82332	non-null	float64
10	sttl	82332	non-null	int64
11	dttl	82332	non-null	int64
12	sload	82332	non-null	float64
13	dload	82332	non-null	float64
14	sloss	82332	non-null	int64
15	dloss	82332	non-null	int64
16	sinpkt	82332	non-null	float64
17	dinpkt	82332	non-null	float64
18	sjit	82332	non-null	float64
19	djit	82332	non-null	float64
20	swin	82332	non-null	int64
21	stcpb	82332	non-null	int64
22	dtcpb	82332	non-null	int64
23	dwin	82332	non-null	int64
24	tcprtt	82332	non-null	float64
25	synack	82332	non-null	float64
26	ackdat	82332	non-null	float64
27	smean	82332	non-null	int64
28	dmean	82332	non-null	int64
29	trans_depth	82332	non-null	int64
30	response_body_len	82332	non-null	int64
31	ct_srv_src	82332	non-null	int64
32	ct_state_ttl	82332	non-null	int64
33	ct_dst_ltm	82332	non-null	int64
34	ct_src_dport_ltm	82332	non-null	int64
35	ct_dst_sport_ltm	82332	non-null	int64
36	ct_dst_src_ltm	82332	non-null	int64
37	is_ftp_login	82332	non-null	int64
38	ct_ftp_cmd	82332	non-null	int64
39	ct_flw_http_mthd	82332	non-null	int64
40	ct_src_ltm	82332	non-null	int64
41	ct_srv_dst	82332	non-null	int64
42	is_sm_ips_ports	82332	non-null	int64
43	attack_cat	82332	non-null	object
44	label	82332	non-null	int64

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Size of downloaded dataset files:

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Size of the auto-converted Parquet files:

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Number of rows:

257,673