Datasets:

lacg030175
/

CIC-IoT-2023-canonical-neto

Header_Length float64	Protocol Type int64	Time_To_Live float64	Rate float64	fin_flag_number float64	syn_flag_number float64	rst_flag_number float64	psh_flag_number float64	ack_flag_number float64	ack_count float64	syn_count float64	fin_count float64	rst_count float64	HTTP float64	HTTPS float64	DNS float64	TCP float64	UDP float64	DHCP float64	ARP float64	ICMP float64	IPv float64	LLC float64	Tot sum float64	Min float64	Max float64	AVG float64	Std float64	Tot size float64	IAT float64	Number float64	Variance float64	Label large_string	Label_orig large_string	attack_class large_string	label int8
7.6	17	73.55	31,835.324478	0	0	0	0	0	0	0	0	0	0	0	0	0	0.95	0	0	0.05	1	1	6,050	60	70	60.5	2.190429	60.5	0.000032	100	4.79798	DDoS-UDP_Flood	DDOS-UDP_FLOOD	DDoS	1
0	1	64	24,188.604383	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	6,000	60	60	60	0	60	0.000041	100	0	DDoS-ICMP_Flood	DDOS-ICMP_FLOOD	DDoS	1
20	6	64	26,723.822874	0	1	0	0	0	0	100	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000037	100	0	DDoS-SYN_Flood	DDOS-SYN_FLOOD	DDoS	1
20	6	65.91	24,067.84874	0	0	0.48	0.51	0.52	52	0	0	48	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000042	100	0	DDoS-PSHACK_Flood	DDOS-PSHACK_FLOOD	DDoS	1
8	17	64	24,166.3056	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	1	6,000	60	60	60	0	60	0.000041	100	0	DoS-UDP_Flood	DOS-UDP_FLOOD	DoS	1
8	17	64	5,911.216969	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	1	6,000	60	60	60	0	60	0.000169	100	0	DoS-UDP_Flood	DOS-UDP_FLOOD	DoS	1
20	6	64	11,734.288272	0	0	0	1	1	100	0	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000085	100	0	DDoS-PSHACK_Flood	DDOS-PSHACK_FLOOD	DDoS	1
20	6	64	24,930.480266	1	0	1	0	0	0	0	100	100	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.00004	100	0	DDoS-RSTFINFlood	DDOS-RSTFINFLOOD	DDoS	1
19.6	6	62.72	35,275.895711	0	0	0	0.98	0.98	98	0	0	0	0	0	0	0.98	0	0	0.02	0	0.98	0.98	6,000	60	60	60	0	60	0.000028	100	0	DDoS-PSHACK_Flood	DDOS-PSHACK_FLOOD	DDoS	1
8	17	64	7,536.934412	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	1	6,000	60	60	60	0	60	0.000133	100	0	DDoS-UDP_Flood	DDOS-UDP_FLOOD	DDoS	1
8.32	17	67.82	33,333.100215	0	0	0	0.01	0.02	2	0	0	0	0.02	0	0	0.02	0.96	0	0	0.02	1	1	6,228	60	262	62.28	20.231029	62.28	0.00003	100	409.294545	DDoS-UDP_Flood	DDOS-UDP_FLOOD	DDoS	1
8	17	64	28,089.365122	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	1	6,000	60	60	60	0	60	0.000036	100	0	DoS-UDP_Flood	DOS-UDP_FLOOD	DoS	1
20	6	64	44,150.568421	1	0	1	0	0	0	0	100	100	0	1	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000023	100	0	DDoS-RSTFINFlood	DDOS-RSTFINFLOOD	DDoS	1
20	6	64	30,183.53483	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000033	100	0	DDoS-TCP_Flood	DDOS-TCP_FLOOD	DDoS	1
0.88	1	64	19,798.461175	0	0.02	0	0	0	0	2	0	0	0	0.02	0	0.02	0	0	0	0.98	1	1	6,036	60	78	60.36	2.532695	60.36	0.000051	100	6.414545	DDoS-ICMP_Flood	DDOS-ICMP_FLOOD	DDoS	1
32	6	64	3,242.600696	0	0	0	0	1	10	0	0	0	0	1	0	1	0	0	0	0	1	1	15,140	1,514	1,514	1,514	0	1,514	0.00035	10	0	BenignTraffic	BENIGN	Benign	0
20	6	64	28,793.190087	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000035	100	0	DoS-TCP_Flood	DOS-TCP_FLOOD	DoS	1
0.32	47	64	4,100.204311	0	0	0	0.01	0.01	1	0	0	0	0	0	0	0.01	0	0	0	0	1	1	58,496	578	1,274	584.96	69.6	584.96	0.000245	100	4,844.16	Mirai-greip_flood	MIRAI-GREIP_FLOOD	Mirai	1
30.52	6	189.45	237.293444	0	0	0	0.05	0.93	93	0	0	0	0	0.87	0.02	0.93	0.05	0	0.02	0	0.98	0.98	216,156	60	4,389	2,161.56	1,661.078999	2,161.56	0.004217	100	2,759,183.440808	DDoS-SynonymousIP_Flood	DDOS-SYNONYMOUSIP_FLOOD	DDoS	1
19.2	6	125.1	50.408067	0	0	0	0.5	0.7	7	0	0	0	0	0.4	0	0.7	0.2	0	0.1	0	0.9	0.9	1,368	60	230	136.8	63.280329	136.8	0.02064	10	4,004.4	DictionaryBruteForce	DICTIONARYBRUTEFORCE	BruteForce	1
19.6	6	62.72	15,649.220207	0	0	0	0.98	0.98	98	0	0	0	0.98	0	0	0.98	0	0	0.02	0	0.98	0.98	6,000	60	60	60	0	60	0.000064	100	0	DDoS-PSHACK_Flood	DDOS-PSHACK_FLOOD	DDoS	1
20	6	64	14,419.361936	1	0	1	0	0	0	0	100	100	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000073	100	0	DDoS-RSTFINFlood	DDOS-RSTFINFLOOD	DDoS	1
0	1	64	26,390.889071	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	6,000	60	60	60	0	60	0.000038	100	0	DDoS-ICMP_Flood	DDOS-ICMP_FLOOD	DDoS	1
7.84	17	67.82	33,557.116569	0	0	0	0	0	0	0	0	0	0	0	0	0	0.98	0	0	0.02	1	1	6,020	60	70	60.2	1.407053	60.2	0.00003	100	1.979798	DDoS-UDP_Flood	DDOS-UDP_FLOOD	DDoS	1
20	6	64	45,580.352097	1	0	1	0	0	0	0	100	100	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000022	100	0	DDoS-RSTFINFlood	DDOS-RSTFINFLOOD	DDoS	1
19.88	6	64	40,341.48312	0	0	0	0	0	0	0	0	0	0	0	0.01	0.99	0.01	0	0	0	1	1	6,021	60	81	60.21	2.1	60.21	0.000025	100	4.41	DDoS-TCP_Flood	DDOS-TCP_FLOOD	DDoS	1
0	1	64	85,406.31236	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	6,000	60	60	60	0	60	0.000012	100	0	DDoS-ICMP_Flood	DDOS-ICMP_FLOOD	DDoS	1
20	6	64	47,281.07316	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000021	100	0	DDoS-TCP_Flood	DDOS-TCP_FLOOD	DDoS	1
20	6	64	29,411.009046	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000034	100	0	DoS-TCP_Flood	DOS-TCP_FLOOD	DoS	1
0	1	64	63,820.815581	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	6,000	60	60	60	0	60	0.000016	100	0	DDoS-ICMP_Flood	DDOS-ICMP_FLOOD	DDoS	1
19.8	6	63.36	11,705.469971	0	0	0	0	0	0	0	0	0	0	0	0	0.99	0	0	0.01	0	0.99	0.99	6,000	60	60	60	0	60	0.000086	100	0	DDoS-TCP_Flood	DDOS-TCP_FLOOD	DDoS	1
4	1	60.5	427.114184	0	0	0	0	0	0	0	0	0	0	0	0.1	0	0.5	0	0	0.5	1	1	1,369	46	359	136.9	119.321647	136.9	0.002342	10	14,237.655556	MITM-ArpSpoofing	MITM-ARPSPOOFING	Spoofing	1
0	1	64	38,109.2495	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	6,000	60	60	60	0	60	0.000026	100	0	DDoS-ICMP_Flood	DDOS-ICMP_FLOOD	DDoS	1
20	6	64	17,349.040371	0	0	0	1	1	100	0	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000058	100	0	DDoS-PSHACK_Flood	DDOS-PSHACK_FLOOD	DDoS	1
0	1	65.91	9,907.648698	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	6,000	60	60	60	0	60	0.000101	100	0	DDoS-ICMP_Flood	DDOS-ICMP_FLOOD	DDoS	1
0	1	64	31,240.160882	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	6,000	60	60	60	0	60	0.000032	100	0	DDoS-ICMP_Flood	DDOS-ICMP_FLOOD	DDoS	1
7.84	17	67.82	33,770.563607	0	0	0	0	0	0	0	0	0	0	0	0	0	0.98	0	0	0.02	1	1	6,020	60	70	60.2	1.407053	60.2	0.00003	100	1.979798	DoS-UDP_Flood	DOS-UDP_FLOOD	DoS	1
20.84	6	64	31,486.404925	0	0.95	0.05	0	0.21	21	95	0	5	0	0	0	1	0	0	0	0	1	1	14,436	60	174	144.36	50.256216	144.36	0.000032	100	2,525.687273	DDoS-SYN_Flood	DDOS-SYN_FLOOD	DDoS	1
20	6	64	39,824.382833	0	1	0	0	0	0	100	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000025	100	0	DDoS-SynonymousIP_Flood	DDOS-SYNONYMOUSIP_FLOOD	DDoS	1
8	17	64	37,065.252739	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	1	6,000	60	60	60	0	60	0.000027	100	0	DDoS-UDP_Flood	DDOS-UDP_FLOOD	DDoS	1
8	17	64	20,072.281776	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	1	6,000	60	60	60	0	60	0.00005	100	0	DoS-UDP_Flood	DOS-UDP_FLOOD	DoS	1
8.16	17	63.78	24,166.3056	0	0.01	0	0	0.01	1	1	0	0	0	0	0	0.01	0.99	0	0	0	1	1	6,000	60	60	60	0	60	0.000041	100	0	DDoS-UDP_Flood	DDOS-UDP_FLOOD	DDoS	1
20	6	64	29,612.425868	1	0	1	0	0	0	0	100	100	1	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000034	100	0	DDoS-RSTFINFlood	DDOS-RSTFINFLOOD	DDoS	1
20	6	64	25,953.245467	1	0	1	0	0	0	0	100	100	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000039	100	0	DDoS-RSTFINFlood	DDOS-RSTFINFLOOD	DDoS	1
20	6	64	23,607.271909	1	0	1	0	0	0	0	100	100	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000042	100	0	DDoS-RSTFINFlood	DDOS-RSTFINFLOOD	DDoS	1
20.36	6	63.7	4,955.170418	0	0.97	0	0.01	0.03	3	97	0	0	0	0	0	1	0	0	0	0	1	1	9,589	60	2,962	95.89	297.406157	95.89	0.000202	100	88,450.422121	DDoS-SYN_Flood	DDOS-SYN_FLOOD	DDoS	1
20	6	64	42,992.04592	0	1	0	0	0	0	100	0	0	0	1	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000023	100	0	DDoS-SynonymousIP_Flood	DDOS-SYNONYMOUSIP_FLOOD	DDoS	1
0.24	1	63.77	44,206.408094	0	0.01	0	0	0.01	1	1	0	0	0	0	0	0.01	0	0	0	0.99	1	1	6,000	60	60	60	0	60	0.000023	100	0	DDoS-ICMP_Flood	DDOS-ICMP_FLOOD	DDoS	1
7.92	17	63.36	8,343.05492	0	0	0	0	0	0	0	0	0	0	0	0	0	0.99	0	0.01	0	0.99	0.99	54,906	60	554	549.06	49.4	549.06	0.00012	100	2,440.36	Mirai-udpplain	MIRAI-UDPPLAIN	Mirai	1
0	1	64	61,963.42148	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	6,000	60	60	60	0	60	0.000016	100	0	DDoS-ICMP_Flood	DDOS-ICMP_FLOOD	DDoS	1
0.32	47	67.82	4,751.944712	0	0.01	0	0	0	0	1	0	0	0	0	0	0.01	0.01	0	0	0	1	1	56,917	58	578	569.17	63.115423	569.17	0.000212	100	3,983.556667	Mirai-greip_flood	MIRAI-GREIP_FLOOD	Mirai	1
2.56	1	64	17,809.451828	0.06	0	0	0.07	0.08	8	0	6	0	0	0.08	0	0.08	0	0	0	0.92	1	1	6,496	60	143	64.96	18.787982	64.96	0.000056	100	352.988283	DDoS-ICMP_Flood	DDOS-ICMP_FLOOD	DDoS	1
20	6	64	88,487.42616	1	0	1	0	0	0	0	100	100	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000011	100	0	DDoS-RSTFINFlood	DDOS-RSTFINFLOOD	DDoS	1
20	6	64	30,572.957213	0	1	0	0	0	0	100	0	0	1	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000033	100	0	DDoS-SynonymousIP_Flood	DDOS-SYNONYMOUSIP_FLOOD	DDoS	1
8	17	64	46,000.263216	0	0	0	0	0	0	0	0	0	0	0	0.02	0	1	0	0	0	1	1	6,056	60	88	60.56	3.939748	60.56	0.000022	100	15.521616	DDoS-UDP_Flood	DDOS-UDP_FLOOD	DDoS	1
20	6	64	23,288.750694	0	1	0	0	0	0	100	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000043	100	0	DDoS-SYN_Flood	DDOS-SYN_FLOOD	DDoS	1
20	6	64	57,542.927699	0	0	0	1	1	100	0	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000017	100	0	DDoS-PSHACK_Flood	DDOS-PSHACK_FLOOD	DDoS	1
20	6	64	21,061.029375	0	1	0	0	0	0	100	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000047	100	0	DoS-SYN_Flood	DOS-SYN_FLOOD	DoS	1
0	1	64	31,170.511296	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	6,000	60	60	60	0	60	0.000032	100	0	DDoS-ICMP_Flood	DDOS-ICMP_FLOOD	DDoS	1
20	6	64	13,676.037693	0	1	0	0	0	0	100	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000073	100	0	DDoS-SYN_Flood	DDOS-SYN_FLOOD	DDoS	1
8	17	64	91,658.741259	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	1	6,000	60	60	60	0	60	0.000011	100	0	DDoS-UDP_Flood	DDOS-UDP_FLOOD	DDoS	1
20	6	64	97,951.985054	0	0	0	1	1	100	0	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.00001	100	0	DDoS-PSHACK_Flood	DDOS-PSHACK_FLOOD	DDoS	1
8	17	64	9,982.160027	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	1	16,200	162	162	162	0	162	0.0001	100	0	DoS-UDP_Flood	DOS-UDP_FLOOD	DoS	1
20	6	64	40,209.989455	0	0	0	1	1	100	0	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000026	100	0	DDoS-PSHACK_Flood	DDOS-PSHACK_FLOOD	DDoS	1
8	17	64	43,195.715757	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	1	6,000	60	60	60	0	60	0.000023	100	0	DDoS-UDP_Flood	DDOS-UDP_FLOOD	DDoS	1
20	6	65.91	7,528.952234	0	0.99	0	0	0.01	1	99	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000133	100	0	DDoS-SynonymousIP_Flood	DDOS-SYNONYMOUSIP_FLOOD	DDoS	1
8	17	64	17,279.709966	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	1	6,000	60	60	60	0	60	0.000058	100	0	DDoS-UDP_Flood	DDOS-UDP_FLOOD	DDoS	1
20	6	64	39,372.045433	0	0	0	1	1	100	0	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.00003	100	0	DDoS-PSHACK_Flood	DDOS-PSHACK_FLOOD	DDoS	1
20	6	64	22,929.717909	1	0	1	0	0	0	0	100	100	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000044	100	0	DDoS-RSTFINFlood	DDOS-RSTFINFLOOD	DDoS	1
8	17	64	13,635.135399	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	1	16,200	162	162	162	0	162	0.000078	100	0	DoS-UDP_Flood	DOS-UDP_FLOOD	DoS	1
20	6	64	30,845.006619	0	1	0	0	0	0	100	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000032	100	0	DoS-SYN_Flood	DOS-SYN_FLOOD	DoS	1
8	17	64	84,819.08999	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	1	6,000	60	60	60	0	60	0.000012	100	0	DDoS-UDP_Flood	DDOS-UDP_FLOOD	DDoS	1
8	17	64.64	11,796.664323	0	0	0	0	0	0	0	0	0	0	0	0.01	0	1	0	0	0	1	1	16,168	130	162	161.68	3.2	161.68	0.000085	100	10.24	DoS-UDP_Flood	DOS-UDP_FLOOD	DoS	1
19.88	6	64	23,041.82827	0	0.99	0	0	0	0	99	0	0	0	0	0	0.99	0.01	0.01	0	0	1	1	6,282	60	342	62.82	28.2	62.82	0.000043	100	795.24	DDoS-SynonymousIP_Flood	DDOS-SYNONYMOUSIP_FLOOD	DDoS	1
20	6	64	6,015.408886	0	1	0	0	0	0	100	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000166	100	0	DDoS-SynonymousIP_Flood	DDOS-SYNONYMOUSIP_FLOOD	DDoS	1
20	6	64	16,689.097565	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.00006	100	0	DoS-TCP_Flood	DOS-TCP_FLOOD	DoS	1
21.28	6	64	29,204.177691	0	0.84	0.16	0	0.32	32	84	0	16	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000034	100	0	DoS-SYN_Flood	DOS-SYN_FLOOD	DoS	1
20	6	64	49,165.443676	0	0	0	1	1	100	0	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.00002	100	0	DDoS-PSHACK_Flood	DDOS-PSHACK_FLOOD	DDoS	1
20	6	64	13,466.157254	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000074	100	0	DoS-TCP_Flood	DOS-TCP_FLOOD	DoS	1
20	6	65.91	15,862.879619	0	0	0.01	0.99	1	100	0	0	1	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000063	100	0	DDoS-PSHACK_Flood	DDOS-PSHACK_FLOOD	DDoS	1
20	6	64	37,522.848452	0	1	0	0	0	0	100	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000027	100	0	DDoS-SynonymousIP_Flood	DDOS-SYNONYMOUSIP_FLOOD	DDoS	1
30.64	6	65.55	609.75597	0.07	0.07	0.3	0.22	0.69	69	7	7	30	0.91	0.06	0	1	0	0	0	0	1	1	46,706	60	2,962	467.06	728.908272	467.06	0.00164	100	531,307.269091	DoS-HTTP_Flood	DOS-HTTP_FLOOD	DoS	1
8	17	64	36,033.539519	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	1	6,000	60	60	60	0	60	0.000028	100	0	DDoS-UDP_Flood	DDOS-UDP_FLOOD	DDoS	1
0	1	64	50,710.966026	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	6,000	60	60	60	0	60	0.00002	100	0	DDoS-ICMP_Flood	DDOS-ICMP_FLOOD	DDoS	1
7.92	17	64	5,323.126126	0	0	0	0	0	0	0	0	0	0	0	0.01	0	0.99	0	0	0.01	1	1	18,024	90	182	180.24	12.395111	180.24	0.000188	100	153.638788	DoS-UDP_Flood	DOS-UDP_FLOOD	DoS	1
8	17	64	25,175.894358	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	1	6,000	60	60	60	0	60	0.00004	100	0	DDoS-UDP_Flood	DDOS-UDP_FLOOD	DDoS	1
32	6	164.2	7,480.477974	0	0	0	0.1	1	10	0	0	0	0	1	0	1	0	0	0	0	1	1	13,681	66	5,858	1,368.1	1,983.245513	1,368.1	0.000402	10	3,933,262.766667	MITM-ArpSpoofing	MITM-ARPSPOOFING	Spoofing	1
8	17	64	102,776.378339	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	1	6,000	60	60	60	0	60	0.00001	100	0	DDoS-UDP_Flood	DDOS-UDP_FLOOD	DDoS	1
20	6	64	26,414.157063	0	1	0	0	0	0	100	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000038	100	0	DDoS-SYN_Flood	DDOS-SYN_FLOOD	DDoS	1
20	6	64	30,012.908766	0	1	0	0	0	0	100	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000033	100	0	DoS-SYN_Flood	DOS-SYN_FLOOD	DoS	1
20	6	64	28,942.202595	0	1	0	0	0	0	100	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000035	100	0	DDoS-SYN_Flood	DDOS-SYN_FLOOD	DDoS	1
20	6	64	14,692.626195	0	0.58	0.42	0	0.42	42	58	0	42	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000068	100	0	DDoS-SYN_Flood	DDOS-SYN_FLOOD	DDoS	1
8	17	64	34,518.179574	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	1	6,000	60	60	60	0	60	0.000029	100	0	DDoS-UDP_Flood	DDOS-UDP_FLOOD	DDoS	1
20	6	64	44,501.899204	0	1	0	0	0	0	100	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000022	100	0	DDoS-SynonymousIP_Flood	DDOS-SYNONYMOUSIP_FLOOD	DDoS	1
20	6	64	56,435.737352	0	0	0	1	1	100	0	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000021	100	0	DDoS-PSHACK_Flood	DDOS-PSHACK_FLOOD	DDoS	1
20	6	64	41,511.322249	0	0	0	1	1	100	0	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000024	100	0	DDoS-PSHACK_Flood	DDOS-PSHACK_FLOOD	DDoS	1
27.68	6	63.54	11,574.005905	0.01	0.36	0.6	0.02	0.64	64	36	1	60	0.03	0.02	0	1	0	0	0	0	1	1	6,993	60	441	69.93	39.13774	69.93	0.000086	100	1,531.762727	DoS-HTTP_Flood	DOS-HTTP_FLOOD	DoS	1
19.8	6	63.36	4,399.819572	0	0.99	0	0	0	0	99	0	0	0	0	0	0.99	0	0	0.01	0	0.99	0.99	6,000	60	60	60	0	60	0.000227	100	0	DDoS-SYN_Flood	DDOS-SYN_FLOOD	DDoS	1
20	6	64	38,095.404178	0	1	0	0	0	0	100	0	0	0	1	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.00004	100	0	DDoS-SynonymousIP_Flood	DDOS-SYNONYMOUSIP_FLOOD	DDoS	1
0.16	1	64	41,630.808933	0	0	0	0	0	0	0	0	0	0	0	0	0	0.02	0	0	0.98	1	1	6,180	60	150	61.8	12.663476	61.8	0.000024	100	160.363636	DDoS-ICMP_Flood	DDOS-ICMP_FLOOD	DDoS	1

End of preview. Expand in Data Studio

CIC-IoT-2023 — Canonical (Neto et al.) Variant

This is the canonical CIC-IoT-2023 dataset, sourced from bencorn/CIC-IoT-2023's CSV/MERGED_CSV/ folder, which contains Neto et al.'s authentic merged CSVs WITH embedded labels (vs. bencorn's other CSV/CSV/<attack>/ re-organization which lost ~6.5M rows during the folder-restructure).

Why this exists: prior lacg030175/CIC-IoT-2023-full and -full-raw were built from CSV/CSV/ and contained only 38.5M rows. This one contains ~45,019,243 rows (the actual canonical Neto count).

NaN/Inf preservation: rows with NaN or ±Inf are kept (no dropna). Use the paired ThermometerEncoder(invalid_encoding="single_bit") to encode those states as a learnable per-feature is_invalid flag bit instead of silently collapsing them to zero.

Provenance

Original CSV format from Neto et al. (2023): "CICIoT2023: A real-time dataset and benchmark for large-scale attacks in IoT environment", Sensors 2023.
HF mirror: bencorn/CIC-IoT-2023, CSV/MERGED_CSV/Merged{01..63}.csv.
This dataset preserves Neto's original labels in Label_orig (UPPERCASE) and provides our normalized Label + attack_class + label (binary 0/1).

Splits

random_3way: 80% train / 10% test / 10% validation (stratified on binary label, seed=42).
random: 80% train / 20% test (test = test ∪ validation from random_3way).

Class distribution

Benign: 1,051,373 (2.34%)
BruteForce: 12,522 (0.03%)
DDoS: 32,536,197 (72.27%)
DoS: 7,746,554 (17.21%)
Mirai: 2,521,731 (5.60%)
Recon: 661,121 (1.47%)
Spoofing: 465,937 (1.03%)
Unknown: 9 (0.00%)
Web-based: 23,799 (0.05%)

Downloads last month: 74