Datasets:

lacg030175
/

CIC-IoT-2023-full

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	IGMP 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	attack_class large_string	label int64
0.2	47	64.38	4,401.620317	0	0	0	0.01	0.01	1	0	0	0	0	0	0	0.01	0	0	0.02	0	0	0.98	0.98	57,629	60	592	576.29	89.80431	576.29	0.000228	100	8,064.81404	Mirai-greeth_flood	Mirai	1
20	6	64	16,251.952883	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000062	100	0	DDoS-TCP_Flood	DDoS	1
8	17	64	19,496.602055	0	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	0.000051	100	0	DoS-UDP_Flood	DoS	1
20	6	64	22,192.084656	0	1	0	0	0	0	100	0	0	0	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000045	100	0	DDoS-SynonymousIP_Flood	DDoS	1
8	17	64	52,142.018896	0	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	0.000019	100	0	DDoS-UDP_Flood	DDoS	1
20	6	64	25,509.694684	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000039	100	0	DDoS-TCP_Flood	DDoS	1
20	6	64	50,279.357468	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.00002	100	0	DDoS-TCP_Flood	DDoS	1
0	1	64	41,805.083225	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	6,000	60	60	60	0	60	0.000024	100	0	DDoS-ICMP_Flood	DDoS	1
8	17	64	34,376.723219	0	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	0.000029	100	0	DDoS-UDP_Flood	DDoS	1
8	17	64	14,609.209335	0	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	0.000068	100	0	DDoS-UDP_Flood	DDoS	1
0.32	1	64	12,740.512135	0	0	0	0.01	0.01	1	0	0	0	0	0.01	0	0.01	0	0	0	0.99	0	1	1	6,096	60	156	60.96	9.6	60.96	0.000079	100	92.16	DDoS-ICMP_Flood	DDoS	1
0	47	62.72	3,944.610176	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.02	0	0	0.98	0.98	58,136	60	592	581.36	74.855216	581.36	0.000254	100	5,603.303434	Mirai-greeth_flood	Mirai	1
20	6	64	53,911.362468	0	1	0	0	0	0	100	0	0	0	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000019	100	0	DDoS-SYN_Flood	DDoS	1
20	6	64	29,816.620459	0	1	0	0	0	0	100	0	0	0	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000034	100	0	DoS-SYN_Flood	DoS	1
19.56	6	63.36	11,539.297898	0	0.97	0	0	0	0	97	0	0	0.97	0	0.02	0.97	0.02	0	0.01	0	0	0.99	0.99	6,058	60	89	60.58	4.080454	60.58	0.000087	100	16.650101	DDoS-SynonymousIP_Flood	DDoS	1
32	6	63.5	155.678436	0	0	0	0.2	1	10	0	0	0	0	0.8	0	1	0	0	0	0	0	1	1	12,246	66	1,514	1,224.6	506.034518	1,224.6	0.010026	10	256,070.933333	BenignTraffic	Benign	0
8	17	64	27,248.125771	0	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	0.000037	100	0	DoS-UDP_Flood	DoS	1
8	17	64	5,960.188711	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	1	55,400	554	554	554	0	554	0.000169	100	0	Mirai-udpplain	Mirai	1
20	6	64	36,061.422062	0	1	0	0	0	0	100	0	0	0	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000028	100	0	DDoS-SYN_Flood	DDoS	1
20	6	64	35,051.8469	0	1	0	0	0	0	100	0	0	0	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000029	100	0	DDoS-SynonymousIP_Flood	DDoS	1
0	1	64	38,518.725319	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	6,000	60	60	60	0	60	0.000026	100	0	DDoS-ICMP_Flood	DDoS	1
20.44	6	64	12,301.815515	0	0.58	0.42	0	0.11	11	58	0	42	0	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000081	100	0	DoS-SYN_Flood	DoS	1
20	6	64	14,324.808743	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.00007	100	0	DDoS-TCP_Flood	DDoS	1
19.8	6	63.36	28,653.531903	0	0.99	0	0	0	0	99	0	0	0	0	0	0.99	0	0	0.01	0	0	0.99	0.99	6,000	60	60	60	0	60	0.000035	100	0	DDoS-SynonymousIP_Flood	DDoS	1
20	6	64	44,346.627194	0	1	0	0	0	0	100	0	0	0	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000023	100	0	DDoS-SynonymousIP_Flood	DDoS	1
20	6	64	6,453.66897	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000155	100	0	DoS-TCP_Flood	DoS	1
20	6	64	8,143.963341	0	1	0	0	0	0	100	0	0	0	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000123	100	0	DDoS-SYN_Flood	DDoS	1
0.08	1	64.64	15,895.944819	0	0	0	0	0	0	0	0	0	0	0	0.01	0	0.01	0	0	0.99	0	1	1	6,055	60	115	60.55	5.5	60.55	0.000063	100	30.25	DDoS-ICMP_Flood	DDoS	1
20	6	64	35,854.881176	0	1	0	0	0	0	100	0	0	1	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000028	100	0	DDoS-SYN_Flood	DDoS	1
8	17	64	21,916.104086	0	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	0.000046	100	0	DDoS-UDP_Flood	DDoS	1
19.8	6	63.36	6,790.745568	0	0	0	0	0	0	0	0	0	0	0	0	0.99	0	0	0.01	0	0	0.99	0.99	6,000	60	60	60	0	60	0.000147	100	0	DoS-TCP_Flood	DoS	1
16	17	97.4	57.451104	0	0.1	0	0.2	0.3	3	1	0	0	0	0.1	0	0.4	0.5	0	0	0.1	0	1	1	1,340	60	218	134	54.770227	134	0.018432	10	2,999.777778	Recon-HostDiscovery	Recon	1
8.24	17	65.77	10,681.498459	0	0.01	0	0	0.01	1	1	0	0	0	0.01	0	0.01	0.98	0	0	0.01	0	1	1	6,024	60	74	60.24	1.712226	60.24	0.000094	100	2.931717	DDoS-UDP_Flood	DDoS	1
20	6	64	75,477.84776	0	0.56	0.44	0	0.44	44	56	0	44	0	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000013	100	0	DDoS-SYN_Flood	DDoS	1
8	17	64	28,042.414923	0	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	0.000036	100	0	DoS-UDP_Flood	DoS	1
0	47	64	6,118.069899	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	59,200	592	592	592	0	592	0.000164	100	0	Mirai-greeth_flood	Mirai	1
20.24	6	63.9	107,408.553137	0	0	0	0	0.01	1	0	0	0	0.99	0.01	0	1	0	0	0	0	0	1	1	6,018	60	78	60.18	1.8	60.18	0.00001	100	3.24	DDoS-TCP_Flood	DDoS	1
8	17	64	50,686.453172	0	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	0.00002	100	0	DoS-UDP_Flood	DoS	1
0	1	64	26,596.727964	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	6,000	60	60	60	0	60	0.000038	100	0	DDoS-ICMP_Flood	DDoS	1
20	6	64	10,418.819087	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000096	100	0	DDoS-TCP_Flood	DDoS	1
19.76	6	64	22,670.688071	0	0.98	0	0	0	0	98	0	0	0	0	0	0.98	0.02	0	0	0	0	1	1	6,060	60	90	60.6	4.221159	60.6	0.000044	100	17.818182	DDoS-SynonymousIP_Flood	DDoS	1
8	17	64	7,463.174377	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	1	55,400	554	554	554	0	554	0.000134	100	0	Mirai-udpplain	Mirai	1
18.08	6	60.17	1,979.061406	0	0.89	0	0	0	0	89	0	0	0	0.01	0	0.89	0.01	0.01	0.06	0.03	0.01	0.94	0.94	6,416	60	348	64.16	29.429155	64.16	0.000505	100	866.075152	DDoS-SynonymousIP_Flood	DDoS	1
19.68	6	66.45	7,330.392534	0	0	0	0	0	0	0	0	0	0	0	0	0.98	0.01	0	0	0.01	0	1	1	6,192	60	214	61.92	15.824594	61.92	0.000149	100	250.417778	DoS-TCP_Flood	DoS	1
0	1	64	51,948.278425	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	6,000	60	60	60	0	60	0.000019	100	0	DDoS-ICMP_Flood	DDoS	1
0	47	64	9,904.841071	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	57,800	578	578	578	0	578	0.000101	100	0	Mirai-greip_flood	Mirai	1
20	6	64	31,645.571148	0	1	0	0	0	0	100	0	0	0	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000032	100	0	DDoS-SYN_Flood	DDoS	1
8	17	64	40,634.605697	0	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	0.000025	100	0	DDoS-UDP_Flood	DDoS	1
20	6	64	31,876.455388	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000031	100	0	DDoS-TCP_Flood	DDoS	1
0	1	64	70,080.267335	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	6,000	60	60	60	0	60	0.000014	100	0	DDoS-ICMP_Flood	DDoS	1
20	6	64	39,587.579047	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000025	100	0	DDoS-TCP_Flood	DDoS	1
20	6	64	18,843.182533	0	1	0	0	0	0	100	0	0	0	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000053	100	0	DDoS-SYN_Flood	DDoS	1
8	17	64	24,994.362672	0	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	0.00004	100	0	DoS-UDP_Flood	DoS	1
20	6	64	48,850.500815	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.00002	100	0	DDoS-TCP_Flood	DDoS	1
8	17	64	12,667.786167	0	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	0.000079	100	0	DDoS-UDP_Flood	DDoS	1
8	17	64	68,255.557364	0	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	0.000015	100	0	DDoS-UDP_Flood	DDoS	1
0	1	64	208,775.709308	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	6,000	60	60	60	0	60	0.000023	100	0	DDoS-ICMP_Flood	DDoS	1
20.04	6	63.77	38,642.933481	0	1	0	0	0.01	1	100	0	0	0	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000026	100	0	DDoS-SYN_Flood	DDoS	1
20	6	64	27,854.323283	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000036	100	0	DDoS-TCP_Flood	DDoS	1
0	1	64	41,997.636928	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	6,000	60	60	60	0	60	0.000024	100	0	DDoS-ICMP_Flood	DDoS	1
20	6	64	24,259.957198	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000041	100	0	DDoS-TCP_Flood	DDoS	1
8	17	64	28,852.61058	0	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-UDP_Flood	DoS	1
28.8	6	52	578.700295	0	0	0	0	0.9	9	0	0	0	0	0.8	0	0.9	0	0	0.1	0	0	0.9	0.9	12,126	60	1,500	1,212.6	605.89405	1,212.6	0.001738	10	367,107.6	MITM-ArpSpoofing	Spoofing	1
20	6	64	43,859.709296	0	1	0	0	0	0	100	0	0	0	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000023	100	0	DDoS-SynonymousIP_Flood	DDoS	1
3.28	1	66.75	521.947717	0	0.07	0	0	0.06	6	7	0	0	0.01	0.06	0.06	0.07	0.07	0	0.08	0.78	0	0.92	0.92	75,033	60	1,514	750.33	622.531409	750.33	0.001989	100	387,545.354646	DDoS-ICMP_Fragmentation	DDoS	1
18.4	6	102.2	87.209821	0	0	0	0.2	0.5	5	0	0	0	0	0.1	0	0.5	0.3	0	0	0.2	0	1	1	4,292	66	1,389	429.2	470.794081	429.2	0.014701	10	221,647.066667	VulnerabilityScan	Recon	1
20	6	64	33,887.888826	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.00003	100	0	DoS-TCP_Flood	DoS	1
20	6	64	25,012.248792	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.00004	100	0	DDoS-TCP_Flood	DDoS	1
0	1	64	65,659.110833	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	6,000	60	60	60	0	60	0.000022	100	0	DDoS-ICMP_Flood	DDoS	1
0	1	64	26,427.471489	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	6,000	60	60	60	0	60	0.000038	100	0	DDoS-ICMP_Flood	DDoS	1
10	6	64	1,451.718123	0	0	0	0	0.5	50	0	0	0	0	0	0	0.5	0	0	0	0	0	1	1	94,400	374	1,514	944	572.871555	944	0.000699	100	328,181.818182	DDoS-ACK_Fragmentation	DDoS	1
19.8	6	63.36	27,509.044402	0	0.99	0	0	0	0	99	0	0	0	0	0	0.99	0	0	0.01	0	0	0.99	0.99	6,000	60	60	60	0	60	0.000081	100	0	DDoS-SynonymousIP_Flood	DDoS	1
8	17	64	6,932.963073	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	1	55,400	554	554	554	0	554	0.000144	100	0	Mirai-udpplain	Mirai	1
19.2	6	91.6	105.08274	0	0	0	0.2	0.5	5	0	0	0	0	0.5	0	0.5	0.4	0	0.1	0	0	0.9	0.9	5,452	60	1,655	545.2	704.825558	545.2	0.010124	10	496,779.066667	BenignTraffic	Benign	0
16	6	46.9	110.883274	0.1	0	0	0.2	0.4	4	0	1	0	0	0.4	0	0.4	0.4	0	0.2	0	0	0.8	0.8	882	60	317	88.2	80.510593	88.2	0.00909	10	6,481.955556	VulnerabilityScan	Recon	1
7.92	17	65.91	29,198.078663	0	0	0	0	0	0	0	0	0	0	0	0	0	0.99	0	0	0.01	0	1	1	6,010	60	70	60.1	1	60.1	0.000034	100	1	DoS-UDP_Flood	DoS	1
19.88	6	65.91	24,354.337475	0	0	0	0	0	0	0	0	0	0	0	0	0.99	0.01	0	0	0	0	1	1	6,154	60	214	61.54	15.4	61.54	0.000041	100	237.16	DDoS-TCP_Flood	DDoS	1
8	17	64	106,158.03594	0	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	0.000009	100	0	DDoS-UDP_Flood	DDoS	1
19.8	6	63.36	20,353.782695	0	0.99	0	0	0	0	99	0	0	0	0	0	0.99	0	0	0.01	0	0	0.99	0.99	6,000	60	60	60	0	60	0.000049	100	0	DoS-SYN_Flood	DoS	1
0.32	1	65.67	11,530.098689	0.01	0	0	0.01	0.01	1	0	1	0	0	0.01	0	0.01	0	0	0	0.99	0	1	1	6,037	60	97	60.37	3.7	60.37	0.000087	100	13.69	DDoS-ICMP_Flood	DDoS	1
10.2	6	67.59	1,728.761556	0	0.01	0	0.01	0.5	50	1	0	0	0	0.01	0.02	0.5	0.02	0	0	0	0	1	1	90,979	60	1,514	909.79	586.042993	909.79	0.000611	100	343,446.389798	DDoS-ACK_Fragmentation	DDoS	1
32	6	99.4	10,683.402955	0	0	0	0.4	1	10	0	0	0	1	0	0	1	0	0	0	0	0	1	1	13,224	66	2,858	1,322.4	1,222.33067	1,322.4	0.0001	10	1,494,092.266667	BenignTraffic	Benign	0
8	17	64	26,883.117549	0	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	0.000037	100	0	DDoS-UDP_Flood	DDoS	1
20	6	64	34,555.149118	0	1	0	0	0	0	100	0	0	1	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000029	100	0	DDoS-SYN_Flood	DDoS	1
20	6	64	10,772.303267	0	1	0	0	0	0	100	0	0	0	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000093	100	0	DoS-SYN_Flood	DoS	1
20	6	64	30,958.842634	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000032	100	0	DoS-TCP_Flood	DoS	1
0	1	64	11,015.610883	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	6,000	60	60	60	0	60	0.000091	100	0	DDoS-ICMP_Flood	DDoS	1
8	17	64	28,042.414923	0	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	0.000036	100	0	DDoS-UDP_Flood	DDoS	1
0	1	64	41,189.276245	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	6,000	60	60	60	0	60	0.000024	100	0	DDoS-ICMP_Flood	DDoS	1
0	47	64	6,041.5764	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	59,200	592	592	592	0	592	0.000166	100	0	Mirai-greeth_flood	Mirai	1
20	6	64	14,526.231211	0	1	0	0	0	0	100	0	0	0	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000069	100	0	DDoS-SYN_Flood	DDoS	1
0	1	64	31,145.050865	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	6,000	60	60	60	0	60	0.000032	100	0	DDoS-ICMP_Flood	DDoS	1
8	17	64	25,253.200072	0	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	0.00004	100	0	DDoS-UDP_Flood	DDoS	1
20	6	64	19,341.95988	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000057	100	0	DDoS-TCP_Flood	DDoS	1
0	1	64	46,795.760348	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	6,000	60	60	60	0	60	0.000021	100	0	DDoS-ICMP_Flood	DDoS	1
19.8	6	63.36	22,629.101699	0	0.99	0	0	0	0	99	0	0	0	0	0	0.99	0	0	0.01	0	0	0.99	0.99	6,000	60	60	60	0	60	0.000044	100	0	DoS-SYN_Flood	DoS	1
20	6	64	11,711.026106	0	1	0	0	0	0	100	0	0	0	1	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000085	100	0	DDoS-SynonymousIP_Flood	DDoS	1
0	1	64	19,920.702921	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	6,000	60	60	60	0	60	0.00005	100	0	DDoS-ICMP_Flood	DDoS	1
20	6	64	27,677.86723	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000036	100	0	DoS-TCP_Flood	DoS	1
20	6	64	52,330.679975	0	1	0	0	0	0	100	0	0	0	0	0	1	0	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000019	100	0	DDoS-SynonymousIP_Flood	DDoS	1

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CIC-IoT-2023 Full Dataset (46M+ rows)

The FULL CICIoT2023 dataset — all 38,508,041 rows, no subsampling.

Configuration

`random_3way` (default) — 80/10/10 Three-Way Split

Stratified random split with fully separated sets:

Train (80%): 30,806,432 rows — model training and architecture search
Test (10%): 3,850,804 rows — threshold calibration (held out from training)
Validation (10%): 3,850,805 rows — final reported metrics (never touched)

from datasets import load_dataset
ds = load_dataset("lacg030175/CIC-IoT-2023-full", "random_3way")

Class Distribution

Class	Count	%
Benign	1,098,126	2.9%
Attack	37,409,915	97.1%

Comparison with Subsampled Version

Version	Rows	Benign %	Purpose
`lacg030175/CIC-IoT-2023`	~1.3M	~15%	Fast experiments (112 runs)
This dataset	38,508,041	2.9%	Literature comparison

Top-20 RF Features

Number
ack_flag_number
Header_Length
HTTPS
Time_To_Live
psh_flag_number
Rate
IAT
Max
ack_count
Tot sum
Variance
Tot size
Std
Min
AVG
syn_count
syn_flag_number
HTTP
fin_count

Attack Types (7 classes, 33 sub-types)

Class	Sub-types
Benign	BenignTraffic
BruteForce	DictionaryBruteForce
DDoS	12 sub-types
DoS	4 sub-types
Mirai	3 sub-types
Recon	5 sub-types
Spoofing	2 sub-types
Web-based	6 sub-types

Labels

Binary (label): 0 = Benign, 1 = Attack
Multi-class (Label): 34 categories
Grouped (attack_class): 8 classes

Citation

@article{neto2023ciciot,
  title={CICIoT2023: A Real-Time Dataset and Benchmark for Large-Scale Attacks in IoT Environment},
  author={Neto, Euclides Carlos Pinto and others},
  journal={Sensors},
  volume={23},
  number={13},
  year={2023},
  publisher={MDPI}
}

License

CC BY 4.0 — original dataset by the Canadian Institute for Cybersecurity, University of New Brunswick.

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