Datasets:

lacg030175
/

CIC-IoT-2023

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	ece_flag_number float64	ack_count int64	syn_count int64	fin_count int64	rst_count int64	HTTP float64	HTTPS float64	DNS float64	SSH float64	IRC float64	TCP float64	UDP float64	DHCP float64	ARP float64	ICMP float64	IPv float64	LLC float64	Tot sum int64	Min int64	Max int64	AVG float64	Std float64	Tot size float64	IAT float64	Number int64	Variance float64	Label large_string	attack_class large_string	label int64
0	47	64	5,779.746173	0	0	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	0.000174	100	0	Mirai-greeth_flood	Mirai	1
10.2	6	63.36	1,974.301113	0	0.01	0.01	0	0.48	0	48	1	0	1	0	0.01	0	0	0	0.5	0	0	0.01	0	0.99	0.99	91,192	60	1,514	911.92	583.720212	911.92	0.000507	100	340,729.286465	DDoS-ACK_Fragmentation	DDoS	1
1	47	65.23	2,090.525036	0	0	0	0.01	0.02	0	2	0	0	0	0	0	0.03	0	0	0.02	0.03	0	0	0	1	1	56,660	74	592	566.6	111.302119	566.6	0.00048	100	12,388.161616	Mirai-greeth_flood	Mirai	1
20.12	6	65.74	26,638.958399	0	0.99	0	0	0.01	0	1	99	0	0	0	0.01	0	0	0	1	0	0	0	0	1	1	6,006	60	66	60.06	0.6	60.06	0.000038	100	0.36	DDoS-SynonymousIP_Flood	DDoS	1
4	47	64.42	1,854.66396	0.01	0.09	0.01	0.01	0.02	0	2	9	1	1	0	0.1	0	0	0	0.11	0	0	0.02	0	0.98	0.98	51,211	54	578	512.11	171.336629	512.11	0.000541	100	29,356.240303	Mirai-greip_flood	Mirai	1
8	17	64	32,508.94435	0	0	0	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	0.000031	100	0	DDoS-UDP_Flood	DDoS	1
0	1	64	32,197.006218	0	0	0	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	0.000031	100	0	DDoS-ICMP_Flood	DDoS	1
0	1	64	30,949.704841	0	0	0	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	1
0	1	64	18,043.897612	0	0	0	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	0.000055	100	0	DDoS-ICMP_Flood	DDoS	1
4	17	64	1,859.39984	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.5	0	0	0	1	1	93,800	362	1,514	938	578.901782	938	0.000538	100	335,127.272727	DDoS-UDP_Fragmentation	DDoS	1
22.36	6	64	77,271.628592	0	1	0	0	0.59	0	59	100	0	0	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000013	100	0	DoS-SYN_Flood	DoS	1
20	6	92.9	36.641845	0	0.2	0	0.1	0.4	0	4	2	0	0	0.5	0	0.1	0	0	0.5	0.3	0	0.1	0.1	0.9	0.9	1,214	60	262	121.4	80.089117	121.4	0.027327	10	6,414.266667	VulnerabilityScan	Recon	1
9.2	17	56.8	1,911.628458	0	0	0	0	0.1	0	1	0	0	0	0	0	0	0	0	0.1	0.9	0	0	0	1	1	5,477	54	978	547.7	443.322569	547.7	0.000899	10	196,534.9	MITM-ArpSpoofing	Spoofing	1
1.12	47	69.32	13,007.207095	0	0.02	0	0	0.03	0	3	2	0	0	0	0.03	0	0	0	0.03	0	0	0	0	1	1	56,893	74	679	568.93	71.774514	568.93	0.000078	100	5,151.580909	Mirai-greip_flood	Mirai	1
15.2	17	63.7	105.326302	0	0	0	0.3	0.4	0	4	0	0	0	0	0.2	0	0	0	0.4	0.6	0	0	0	1	1	1,632	60	782	163.2	222.527302	163.2	0.012038	10	49,518.4	BenignTraffic	Benign	0
8	17	64	1,746.360555	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	1	55,400	554	554	554	0	554	0.000574	100	0	Mirai-udpplain	Mirai	1
21.6	6	87.9	83.537229	0	0	0	0.3	0.7	0	7	0	0	0	0	0.5	0	0	0	0.7	0.2	0	0.1	0	0.9	0.9	818	60	156	81.8	34.243572	81.8	0.012262	10	1,172.622222	Recon-HostDiscovery	Recon	1
8	17	64	43,177.928763	0	0	0	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	1
32	6	59.7	366.596511	0.1	0	0	0.4	1	0	10	0	1	0	0.1	0.3	0	0	0	1	0	0	0	0	1	1	2,127	66	791	212.7	304.551054	212.7	0.010739	10	92,751.344444	VulnerabilityScan	Recon	1
11.2	17	94.5	30.928138	0	0	0	0.1	0.2	0	2	0	0	0	0	0.2	0.4	0	0	0.2	0.6	0.1	0	0.2	1	1	1,602	66	344	160.2	83.797109	160.2	0.038177	10	7,021.955556	BenignTraffic	Benign	0
22.4	6	82.7	115.390757	0	0	0	0.1	0.6	0	6	0	0	0	0	0.5	0	0	0	0.6	0.4	0	0	0	1	1	5,224	60	1,514	522.4	686.149838	522.4	0.008675	10	470,801.6	BenignTraffic	Benign	0
34.36	6	67.18	1,592.684964	0.02	0.46	0.12	0.14	0.61	0	61	46	2	12	0.97	0	0	0	0	0.98	0.01	0	0.01	0	0.99	0.99	16,807	60	2,962	168.07	353.609419	168.07	0.000628	100	125,039.621313	DDoS-HTTP_Flood	DDoS	1
3.68	17	60.16	958.478976	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.46	0	0.06	0.01	0.94	0.94	87,309	60	1,514	873.09	598.632703	873.09	0.001043	100	358,361.11303	DDoS-UDP_Fragmentation	DDoS	1
0	47	64	13,704.188721	0	0	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	0.000073	100	0	Mirai-greeth_flood	Mirai	1
12.8	17	64	240.147949	0	0	0	0.1	0.2	0	2	0	0	0	0	0.2	0.1	0	0	0.2	0.8	0	0	0	1	1	924	60	230	92.4	59.887302	92.4	0.005303	10	3,586.488889	BenignTraffic	Benign	0
32	6	59.6	200.155761	0.2	0	0	0.2	1	0	10	0	2	0	0	1	0	0	0	1	0	0	0	0	1	1	913	66	312	91.3	77.577273	91.3	0.006008	10	6,018.233333	BenignTraffic	Benign	0
17.6	17	80.9	58.376814	0	0	0	0.1	0.4	0	4	0	0	0	0	0.4	0	0	0	0.4	0.6	0	0	0	1	1	1,432	60	345	143.2	116.849191	143.2	0.018278	10	13,653.733333	BenignTraffic	Benign	0
8	17	97.5	3,455.23025	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	1	7,918	68	1,292	791.8	539.629873	791.8	0.000305	10	291,200.4	MITM-ArpSpoofing	Spoofing	1
20	6	64	58,278.504933	0	0	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	0.000017	100	0	DoS-TCP_Flood	DoS	1
8	17	64	11,077.872273	0	0	0	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	0.00009	100	0	DoS-UDP_Flood	DoS	1
33.2	6	100.6	11,905.48964	0	0	0	0.2	0.8	0	8	0	0	0	0	0.8	0.2	0	0	0.8	0.2	0	0	0	1	1	3,632	66	1,500	363.2	599.177362	363.2	0.000084	10	359,013.511111	MITM-ArpSpoofing	Spoofing	1
20.92	6	64	38,241.283735	0	1	0	0	0.23	0	23	100	0	0	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000026	100	0	DoS-SYN_Flood	DoS	1
4	17	63.77	1,334.274108	0	0.01	0	0	0.01	0	1	1	0	0	0	0	0	0	0	0.01	0.47	0	0.03	0.01	0.97	0.97	88,872	60	1,514	888.72	595.140287	888.72	0.000757	100	354,191.961212	DDoS-UDP_Fragmentation	DDoS	1
33.68	6	67.85	963.439279	0.01	0.25	0	0.28	0.85	0	85	25	1	0	0.8	0.14	0.01	0	0	0.98	0.01	0	0	0.01	1	1	23,752	66	4,410	237.52	595.096215	237.52	0.001047	100	354,139.504646	DDoS-SlowLoris	DDoS	1
18.8	6	57.7	5,086.471016	0	0	0.9	0	0.9	0	9	0	0	9	0	0	0	0	0	0.9	0.1	0	0	0	1	1	758	60	218	75.8	49.963987	75.8	0.000924	10	2,496.4	Recon-OSScan	Recon	1
32	6	233	3,353.565203	0	0	0	0	1	0	10	0	0	0	0	1	0	0	0	1	0	0	0	0	1	1	660	66	66	66	0	66	0.000348	10	0	BenignTraffic	Benign	0
30	6	118	68.98844	0	0.2	0	0.2	0.8	0	8	2	0	0	0	0.8	0	0	0	0.9	0.1	0	0	0	1	1	1,034	60	214	103.4	59.681004	103.4	0.014981	10	3,561.822222	BenignTraffic	Benign	0
8.28	17	62.7	1,232.028058	0	0	0	0	0.03	0	3	0	0	0	0	0	0	0	0	0.03	0.96	0	0.01	0	0.99	0.99	53,424	60	554	534.24	97.291514	534.24	0.000813	100	9,465.638788	Mirai-udpplain	Mirai	1
28.8	6	140.2	107.860712	0	0	0	0.1	0.9	0	9	0	0	0	0	0.9	0	0	0	0.9	0	0	0.1	0	0.9	0.9	744	60	156	74.4	28.733256	74.4	0.011195	10	825.6	BenignTraffic	Benign	0
18.8	6	57.7	515.5431	0.1	0	0	0.1	0.7	0	7	0	1	0	0.5	0.2	0	0	0	0.7	0.3	0	0	0	1	1	3,368	54	1,500	336.8	542.749543	336.8	0.004285	10	294,577.066667	DNS_Spoofing	Spoofing	1
28	6	70	125.599775	0	0.1	0	0.3	0.7	0	7	1	0	0	0.1	0	0.2	0	0	0.8	0.2	0	0	0	1	1	1,439	66	791	143.9	227.464991	143.9	0.008396	10	51,740.322222	VulnerabilityScan	Recon	1
7.92	17	63.36	5,418.297378	0	0	0	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	0.000186	100	2,440.36	Mirai-udpplain	Mirai	1
20.12	6	64	3,817.2373	0	0	0	0	0.01	0	1	0	0	0	0	0.01	0	0	0	1	0	0	0	0	1	1	6,006	60	66	60.06	0.6	60.06	0.000262	100	0.36	DDoS-TCP_Flood	DDoS	1
22	6	67.2	55.006761	0	0	0	0.5	0.7	0	7	0	0	0	0	0.4	0	0.2	0	0.7	0.1	0	0.2	0	0.8	0.8	1,160	60	230	116	56.245494	116	0.018567	10	3,163.555556	BenignTraffic	Benign	0
24.12	6	64	1,242.495357	0.19	0.29	0	0.3	0.82	0	82	29	19	0	0.96	0	0	0	0	0.96	0.04	0	0	0	1	1	54,579	60	2,596	545.79	965.470726	545.79	0.000858	100	932,133.723131	DoS-HTTP_Flood	DoS	1
0.4	47	63.36	3,009.517249	0	0.01	0	0	0	0	0	1	0	0	0	0	0	0	0	0.01	0	0	0.01	0	0.99	0.99	56,778	60	578	567.78	71.907289	567.78	0.000332	100	5,170.658182	Mirai-greip_flood	Mirai	1
22.56	6	64	6,020.503251	0	1	0	0	0.64	0	64	100	0	0	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000166	100	0	DoS-SYN_Flood	DoS	1
20	6	64	8,737.587234	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000114	100	0	DoS-TCP_Flood	DoS	1
18.8	6	114.6	70.772979	0	0	0	0.4	0.7	0	7	0	0	0	0	0.2	0	0	0	0.7	0.3	0	0	0	1	1	935	60	164	93.5	47.476895	93.5	0.01451	10	2,254.055556	BenignTraffic	Benign	0
20	6	64	41,100.480157	0	0	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	0.000024	100	0	DDoS-TCP_Flood	DDoS	1
9.32	6	54.9	328.389887	0	0	0.08	0.01	0.35	0	35	0	0	8	0	0.03	0	0	0	0.43	0.06	0	0.19	0.01	0.81	0.81	65,232	60	1,514	652.32	620.570329	652.32	0.003045	100	385,107.532929	DDoS-ACK_Fragmentation	DDoS	1
8	17	60	2,236.127312	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	1	12,920	1,292	1,292	1,292	0	1,292	0.000447	10	0	MITM-ArpSpoofing	Spoofing	1
20	6	43	2,736.010437	0	0	0	0	1	0	10	0	0	0	1	0	0	0	0	1	0	0	0	0	1	1	540	54	54	54	0	54	0.000391	10	0	DNS_Spoofing	Spoofing	1
20	6	64	1,471.195216	0	1	0	0	0	0	0	100	0	0	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.00075	100	0	DDoS-SYN_Flood	DDoS	1
11.2	17	89.5	159.823803	0	0	0	0.1	0.2	0	2	0	0	0	0	0.2	0.3	0	0	0.2	0.6	0	0.1	0.1	0.9	0.9	2,335	60	583	233.5	157.026714	233.5	0.01119	10	24,657.388889	Uploading_Attack	Web-based	1
4	17	64	2,106.547201	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.5	0	0	0	1	1	93,800	362	1,514	938	578.901782	938	0.000477	100	335,127.272727	DDoS-UDP_Fragmentation	DDoS	1
23.6	6	96.7	84.950166	0	0	0	0.3	0.9	0	9	0	0	0	0	0.5	0	0	0	0.9	0.1	0	0	0	1	1	934	60	214	93.4	51.706866	93.4	0.013911	10	2,673.6	BenignTraffic	Benign	0
7.92	17	63.36	59,141.342358	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.99	0	0.01	0	0.99	0.99	6,000	60	60	60	0	60	0.000017	100	0	DDoS-UDP_Flood	DDoS	1
0	1	64	41,527.762376	0	0	0	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	0.000024	100	0	DDoS-ICMP_Flood	DDoS	1
17.6	6	58.1	27.851586	0.2	0	0	0.1	0.5	0	5	0	2	0	0	0.5	0	0	0	0.5	0.2	0	0.3	0	0.7	0.7	961	60	230	96.1	66.580695	96.1	0.036058	10	4,432.988889	VulnerabilityScan	Recon	1
29.6	6	108	182.925727	0	0.1	0	0.2	0.8	0	8	1	0	0	0.1	0.8	0	0	0	0.9	0	0	0.1	0	0.9	0.9	14,692	60	4,410	1,469.2	2,048.141966	1,469.2	0.005541	10	4,194,885.511111	BenignTraffic	Benign	0
7.84	17	62.72	2,215.036228	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.98	0	0.02	0	0.98	0.98	54,412	60	554	544.12	69.508415	544.12	0.000452	100	4,831.419798	Mirai-udpplain	Mirai	1
8	17	64	8,725.953357	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	1	55,400	554	554	554	0	554	0.000117	100	0	Mirai-udpplain	Mirai	1
16.8	6	109.7	123.633877	0	0	0	0.3	0.5	0	5	0	0	0	0	0.3	0	0	0	0.5	0.4	0	0.1	0	0.9	0.9	1,740	60	345	174	123.068183	174	0.010652	10	15,145.777778	BenignTraffic	Benign	0
28	6	65	58.611099	0.2	0.1	0	0.2	0.8	0	8	1	2	0	0	0.8	0.2	0	0	0.8	0.2	0	0	0	1	1	1,000	66	317	100	78.488499	100	0.019959	10	6,160.444444	Recon-PortScan	Recon	1
32	6	214.3	1,650.131403	0	0	0	0	1	0	10	0	0	0	0	1	0	0	0	1	0	0	0	0	1	1	2,108	66	1,514	210.8	457.897805	210.8	0.000612	10	209,670.4	BenignTraffic	Benign	0
46	6	93.5	17,608.329135	0	0	0	0.2	1	0	10	0	0	0	1	0	0	0	0	1	0	0	0	0	1	1	9,176	94	2,858	917.6	962.763522	917.6	0.000061	10	926,913.6	BenignTraffic	Benign	0
20	6	64	15,958.846359	0	1	0	0	0	0	0	100	0	0	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000063	100	0	DoS-SYN_Flood	DoS	1
24	6	50.1	312.970392	0	1	0	0	0	0	0	10	0	0	0	0	0	0	0	1	0	0	0	0	1	1	600	60	60	60	0	60	0.003195	10	0	Recon-HostDiscovery	Recon	1
32	6	149	876.039935	0	0	0	0	1	0	10	0	0	0	0	1	0	0	0	1	0	0	0	0	1	1	23,828	66	4,410	2,382.8	1,556.553229	2,382.8	0.001142	10	2,422,857.955556	BenignTraffic	Benign	0
9.72	17	65.27	36,311.176522	0	0.05	0	0	0	0	0	5	0	0	0	0.05	0.03	0	0	0.05	0.94	0	0.01	0	0.99	0.99	6,381	60	230	63.81	18.53999	63.81	0.000028	100	343.731212	DDoS-UDP_Flood	DDoS	1
10.4	17	98.2	69.535716	0	0	0	0.2	0.2	0	2	0	0	0	0	0	0	0	0	0.2	0.8	0	0	0	1	1	692	50	175	69.2	38.614332	69.2	0.01555	10	1,491.066667	DNS_Spoofing	Spoofing	1
14.4	17	108.6	121.267872	0.1	0.1	0	0	0.2	0	2	1	1	0	0.2	0	0.3	0	0.1	0.3	0.5	0	0.1	0.1	0.9	0.9	1,070	60	230	107	66.287254	107	0.009394	10	4,394	Recon-PortScan	Recon	1
30.4	6	75.4	122.871121	0	0.1	0	0.6	0.8	0	8	1	0	0	0.1	0.7	0.1	0	0	0.9	0.1	0	0	0	1	1	7,180	66	5,244	718	1,609.020613	718	0.011118	10	2,588,947.333333	BenignTraffic	Benign	0
25.6	6	59.5	41.869392	0.1	0.2	0	0.2	0.6	0	6	2	1	0	0.5	0.2	0.2	0	0	0.7	0.2	0	0.1	0	0.9	0.9	1,249	60	441	124.9	118.468421	124.9	0.024821	10	14,034.766667	BenignTraffic	Benign	0
32	6	64	810.180413	0	0	0	0	1	0	10	0	0	0	0	1	0	0	0	1	0	0	0	0	1	1	17,916	1,474	2,962	1,791.6	596.201905	1,791.6	0.001306	10	355,456.711111	BenignTraffic	Benign	0
26	6	160.4	184.6995	0	0	0	0.1	0.8	0	8	0	0	0	0	0.7	0	0	0	0.8	0.2	0	0	0	1	1	794	66	123	79.4	22.167043	79.4	0.005881	10	491.377778	Recon-PortScan	Recon	1
20	6	64	6,600.214011	0	1	0	0	0	0	0	100	0	0	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000152	100	0	DDoS-SYN_Flood	DDoS	1
48.8	6	87.6	15,482.84976	0	0	0	0.1	1	0	10	0	0	0	1	0	0	0	0	1	0	0	0	0	1	1	6,450	94	1,500	645	711.422519	645	0.000065	10	506,122	DNS_Spoofing	Spoofing	1
8.24	17	65.7	28,426.32328	0	0	0	0.01	0.01	0	1	0	0	0	0	0.01	0	0	0	0.01	0.99	0	0	0	1	1	7,369	60	1,392	73.69	133.214014	73.69	0.000035	100	17,745.973636	DoS-UDP_Flood	DoS	1
28	6	114.4	271.26705	0	0.1	0	0.1	0.7	0	7	1	0	0	0.1	0.7	0.1	0	0	0.8	0.2	0	0	0	1	1	8,281	66	4,410	828.1	1,388.116266	828.1	0.003686	10	1,926,866.766667	BenignTraffic	Benign	0
30.4	6	66.3	159.869491	0	0.1	0	0.4	0.9	0.1	9	1	0	0	0	0.9	0.1	0	0	0.9	0.1	0	0	0	1	1	4,592	66	1,500	459.2	554.979839	459.2	0.007807	10	308,002.622222	MITM-ArpSpoofing	Spoofing	1
8	17	64	38,036.673619	0	0	0	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	0.000026	100	0	DDoS-UDP_Flood	DDoS	1
0.08	47	65.91	3,035.259722	0	0	0	0	0	0	0	0	0	0	0	0	0.01	0	0	0	0.01	0	0	0	1	1	57,295	73	578	572.95	50.5	572.95	0.000332	100	2,550.25	Mirai-greip_flood	Mirai	1
17.6	6	65.8	35.790478	0	0.1	0	0.3	0.4	0	4	1	0	0	0	0.2	0	0	0	0.5	0.1	0	0.2	0.2	0.8	0.8	843	60	137	84.3	26.335654	84.3	0.028045	10	693.566667	BrowserHijacking	Web-based	1
24.8	6	117.3	94.915444	0	0.3	0	0.1	0.4	0	4	3	0	0	0.1	0.5	0.4	0	0	0.6	0.4	0	0	0	1	1	1,262	66	394	126.2	101.720532	126.2	0.010536	10	10,347.066667	Recon-HostDiscovery	Recon	1
20	6	64	20,104.994727	0	1	0	0	0	0	0	100	0	0	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.00005	100	0	DDoS-SYN_Flood	DDoS	1
20	6	64	56,397.79481	0	0	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	0.000018	100	0	DDoS-TCP_Flood	DDoS	1
0	0	0	131.092483	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	600	60	60	60	0	60	0.007628	10	0	DNS_Spoofing	Spoofing	1
20	6	64	25,213.730087	0	0.68	0.32	0	0	0	0	68	0	32	0	0	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.00004	100	0	DoS-SYN_Flood	DoS	1
23.2	6	118	750.524112	0	0.2	0.6	0	0.8	0	8	2	0	6	0.1	0.2	0	0	0	1	0	0	0	0	1	1	612	60	66	61.2	2.529822	61.2	0.001333	10	6.4	Recon-HostDiscovery	Recon	1
25.6	6	72.7	51.53898	0	0	0	0.4	0.8	0	8	0	0	0	0	0.6	0	0	0	0.8	0	0	0.1	0.1	0.9	0.9	2,315	60	791	231.5	296.864821	231.5	0.020072	10	88,128.722222	Recon-OSScan	Recon	1
0	1	63.36	7,541.406405	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.01	0.99	0.99	0.99	102,690	60	1,514	1,026.9	682.079907	1,026.9	0.000133	100	465,233	DDoS-ICMP_Fragmentation	DDoS	1
32	6	162.7	75.445535	0	0	0	0.2	1	0	10	0	0	0	0	0.7	0	0	0	1	0	0	0	0	1	1	880	66	176	88	46.380072	88	0.018255	10	2,151.111111	BenignTraffic	Benign	0
8.8	17	119.1	67.056506	0	0	0	0	0.1	0	1	0	0	0	0	0	0	0	0	0.1	0.7	0	0.2	0	0.8	0.8	907	60	230	90.7	54.685058	90.7	0.015756	10	2,990.455556	Recon-HostDiscovery	Recon	1
20.4	6	61.9	1,516.324066	0	0.1	0.9	0	0.9	0	9	1	0	9	0	0	0	0	0	1	0	0	0	0	1	1	600	60	60	60	0	60	0.000659	10	0	Recon-OSScan	Recon	1
32	6	87.6	22,322.001064	0	0	0	0	1	0	10	0	0	0	1	0	0	0	0	1	0	0	0	0	1	1	9,036	66	1,462	903.6	720.8913	903.6	0.000065	10	519,684.266667	VulnerabilityScan	Recon	1
20	6	91.9	56.428297	0.2	0	0	0.1	0.5	0	5	0	2	0	0	0.5	0	0	0	0.5	0.5	0	0	0	1	1	1,135	60	230	113.5	77.78496	113.5	0.020142	10	6,050.5	SqlInjection	Web-based	1
18.4	6	90.6	154.985829	0.2	0	0	0.1	0.5	0	5	0	2	0	0	0.5	0.2	0	0	0.5	0.3	0	0	0.2	1	1	1,213	66	230	121.3	64.012238	121.3	0.009136	10	4,097.566667	BenignTraffic	Benign	0
27.2	6	217.5	177.406016	0	0	0	0	0.8	0	8	0	0	0	0	0.8	0.1	0	0	0.8	0.2	0	0	0	1	1	812	66	214	81.2	46.678094	81.2	0.005637	10	2,178.844444	BenignTraffic	Benign	0

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CIC-IoT-2023 IoT Intrusion Detection Dataset

The CICIoT2023 dataset from the Canadian Institute for Cybersecurity, subsampled and preprocessed for machine learning evaluation.

Configurations

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

Stratified random split with fully separated train/test/validation sets:

Train (80%): Model training and architecture search
Test (10%): Threshold calibration (held out from training)
Validation (10%): Final reported metrics (never touched during training or calibration)

from datasets import load_dataset
ds = load_dataset("lacg030175/CIC-IoT-2023", "random_3way")
# ds["train"]:      1,073,851 rows
# ds["test"]:       134,231 rows
# ds["validation"]: 134,232 rows

`random` (legacy) — 80/20 Split

Original 80/20 split for backward compatibility with existing runs.

ds = load_dataset("lacg030175/CIC-IoT-2023", "random")
# ds["train"]: 1,073,851 rows
# ds["test"]:  268,463 rows

Subsampling Strategy

The original dataset has 46.7M rows (97.6% attack traffic). To create a manageable benchmark:

Benign: up to 200,000 rows
Each attack type: up to 50,000 rows
Total: 1,342,314 rows (199,988 benign, 1,142,326 attack)

This preserves all 33 attack types while balancing the dataset for binary classification.

Top-20 RF Features

HTTPS
Number
Time_To_Live
Max
ack_flag_number
Rate
IAT
ack_count
Header_Length
Min
Variance
psh_flag_number
Tot sum
Std
Tot size
syn_count
AVG
rst_flag_number
DNS
rst_count

Attack Types (7 classes, 33 sub-types)

Class	Sub-types
Benign	BenignTraffic
BruteForce	DictionaryBruteForce
DDoS	ACK_Fragmentation, HTTP_Flood, ICMP_Flood/Frag, PSHACK, RSTFINFlood, SlowLoris, SYN_Flood, SynonymousIP, TCP_Flood, UDP_Flood/Frag
DoS	HTTP_Flood, SYN_Flood, TCP_Flood, UDP_Flood
Mirai	greeth_flood, greip_flood, udpplain
Recon	HostDiscovery, OSScan, PingSweep, PortScan, VulnerabilityScan
Spoofing	DNS_Spoofing, MITM-ArpSpoofing
Web-based	Backdoor_Malware, BrowserHijacking, CommandInjection, SqlInjection, Uploading_Attack, XSS

Labels

Binary (label): 0 = Benign, 1 = Attack
Multi-class (Label): 34 categories (fine-grained attack types)
Grouped (attack_class): 8 classes (7 attack groups + Benign)

Features

39 numeric flow-level features.

Note on Temporal Split

Unlike UNSW-NB15 and CICIDS2017, CIC-IoT-2023 does not have a natural temporal ordering (data is organized by attack type, not capture time). Only a random split is provided.

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}
}