Datasets:

lacg030175
/

CIC-IoT-2023-neto-full

flow_duration float32	Header_Length float32	Protocol Type float32	Duration float32	Rate float32	Srate float32	fin_flag_number float32	syn_flag_number float32	rst_flag_number float32	psh_flag_number float32	ack_flag_number float32	ack_count float32	syn_count float32	fin_count float32	urg_count float32	rst_count float32	HTTP float32	HTTPS float32	TCP float32	UDP float32	ICMP float32	IPv float32	LLC float32	Tot sum float32	Min float32	Max float32	AVG float32	Std float32	Tot size float32	IAT float32	Number float32	Magnitue float32	Radius float32	Covariance float32	Variance float32	Weight float32	Label large_string	Label_orig large_string	attack_class large_string	label int8
0	54	6	64	5.676603	5.676603	0	1	0	0	0	0	1	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,093,208	9.5	10.392304	0	0	0	141.550003	DDoS-SYN_Flood	DDoS-SYN_Flood	DDoS	1
0.135516	40,255.5	16.83	63.360001	6,181.345215	6,181.345215	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	525.5	50	50.5	50.02795	0.114766	50.099998	83,098,792	9.5	10.002813	0.16306	0.266149	0.05	141.550003	DDoS-UDP_Flood	DDoS-UDP_Flood	DDoS	1
0	54	6	64	20.126669	20.126669	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	82,943,392	9.5	10.392304	0	0	0	141.550003	DoS-TCP_Flood	DoS-TCP_Flood	DoS	1
0	54	6	64	0	0	0	1	0	0	0	0	1	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,365,504	9.5	10.392304	0	0	0	141.550003	DDoS-SynonymousIP_Flood	DDoS-SynonymousIP_Flood	DDoS	1
0	54	6	64	2.129664	2.129664	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,064,136	9.5	10.392304	0	0	0	141.550003	DDoS-TCP_Flood	DDoS-TCP_Flood	DDoS	1
44.28648	36,206.800781	10.4	127.900002	73.902328	73.902328	0	0	0	0	1	0	0	0	95.5	205.699997	0	1	1	0	0	1	1	1,789.099976	66	249	114.755959	52.357498	133.199997	166,523,872	13.5	15.090556	72.67617	2,669.861816	1	244.600006	BenignTraffic	BenignTraffic	Benign	0
0	0	1	64	0.811491	0.811491	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,483,200	9.5	9.165152	0	0	0	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
4.859764	138.240005	6	64	0.534678	0.534678	0	1	0	0	0	0	2.56	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,362,440	9.5	10.392304	0	0	0	141.550003	DDoS-SynonymousIP_Flood	DDoS-SynonymousIP_Flood	DDoS	1
7.66844	1,002.099976	6	90.339996	1.136926	1.136926	0	1	0	0	0	0.01	3.19	0.18	0.63	1.87	0	0	1	0	0	1	1	605.369995	54	90.220001	58.34343	10.92191	56.380001	82,985,616	9.5	10.766117	15.461254	649.666504	0.31	141.550003	DoS-SYN_Flood	DoS-SYN_Flood	DoS	1
0	54	6	65.910004	2,617.350342	2,617.350342	0	0	0	1	1	0	0	0	0.99	1	0	0	1	0	0	1	1	567	54	54	54	0	54	83,331,128	9.5	10.392304	0	0	0	141.550003	DDoS-PSHACK_Flood	DDoS-PSHACK_Flood	DDoS	1
0	54	6	64	18.11824	18.11824	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,068,544	9.5	10.392304	0	0	0	141.550003	DDoS-TCP_Flood	DDoS-TCP_Flood	DDoS	1
0.005222	2,825	17	64	10,403.850586	10,403.850586	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	525	50	50	50	0	50	83,102,224	9.5	10	0	0	0	141.550003	DDoS-UDP_Flood	DDoS-UDP_Flood	DDoS	1
0	0	1	64	26.803919	26.803919	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,149,408	9.5	9.165152	0	0	0	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
0	54	6	64	5.959049	5.959049	0	1	0	0	0	0	1	0	0	0	1	0	1	0	0	1	1	567	54	54	54	0	54	83,090,040	9.5	10.392304	0	0	0	141.550003	DDoS-SYN_Flood	DDoS-SYN_Flood	DDoS	1
0.087869	24,042	17	64	7,493.452148	7,493.452148	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	525	50	50	50	0	50	83,102,240	9.5	10	0	0	0	141.550003	DDoS-UDP_Flood	DDoS-UDP_Flood	DDoS	1
0.039622	42,525	17	64	21,462.191406	21,462.191406	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	525	50	50	50	0	50	83,016,664	9.5	10	0	0	0	141.550003	DoS-UDP_Flood	DoS-UDP_Flood	DoS	1
0.213421	130.679993	6	64	11.082023	11.082023	0	1	0	0	0	0	2.42	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,365,432	9.5	10.392304	0	0	0	141.550003	DDoS-SynonymousIP_Flood	DDoS-SynonymousIP_Flood	DDoS	1
1.369016	275,623.6875	17	64	109.989304	109.989304	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	9,618.599609	373.519989	1,467.920044	897.151978	544.138855	938	83,366,400	9.5	42.171833	769.472107	311,678.8125	0.95	141.550003	DDoS-UDP_Fragmentation	DDoS-UDP_Fragmentation	DDoS	1
0	0	1	65.910004	1.50181	1.50181	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,128,808	9.5	9.165152	0	0	0	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
0	54	6	64	0.723682	0.723682	0	1	0	0	0	0	1	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,089,344	9.5	10.392304	0	0	0	141.550003	DDoS-SYN_Flood	DDoS-SYN_Flood	DDoS	1
0	54	6	64	1.447241	1.447241	0	0	0	1	1	0	0	0	1	1	0	0	1	0	0	1	1	567	54	54	54	0	54	83,330,880	9.5	10.392304	0	0	0	141.550003	DDoS-PSHACK_Flood	DDoS-PSHACK_Flood	DDoS	1
0.076454	18,287	17	64	4,964.129395	4,964.129395	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	525	50	50	50	0	50	83,015,904	9.5	10	0	0	0	141.550003	DoS-UDP_Flood	DoS-UDP_Flood	DoS	1
0	54	6	64	0.700772	0.700772	0	0	0	1	1	0	0	0	1	1	0	0	1	0	0	1	1	567	54	54	54	0	54	83,330,920	9.5	10.392304	0	0	0	141.550003	DDoS-PSHACK_Flood	DDoS-PSHACK_Flood	DDoS	1
9.855293	129.279999	6	64	0.239676	0.239676	0	1	0	0	0	0	2.19	0.19	0	0.19	0	0	1	0	0	1	1	567	54	54	54	0	54	82,972,640	9.5	10.392304	0	0	0	141.550003	DoS-SYN_Flood	DoS-SYN_Flood	DoS	1
0	0	1	64	31.279207	31.279207	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	10,137	419.600006	1,514	999.437744	544.138855	938	83,249,760	9.5	44.666935	769.472107	311,678.8125	0.95	141.550003	DDoS-ICMP_Fragmentation	DDoS-ICMP_Fragmentation	DDoS	1
2.307103	1,683,614.875	16.719999	63.360001	1,307.98877	1,307.98877	0	0	0	0	0	0	0	0.02	0	0	0	0	0	1	0	1	1	5,790.700195	539.119995	554	552.636047	4.016934	540.820007	83,707,336	9.5	33.251892	5.235161	458.354065	0.03	141.550003	Mirai-udpplain	Mirai-udpplain	Mirai	1
0	0	1	64	4.884918	4.884918	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,150,064	9.5	9.165152	0	0	0	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
0	182	17	64	243.784012	243.784012	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	1,911	182	182	182	0	182	83,007,040	9.5	19.078785	0	0	0	141.550003	DoS-UDP_Flood	DoS-UDP_Flood	DoS	1
0	0	1	64	36.414158	36.414158	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,149,808	9.5	9.165152	0	0	0	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
0	2.14	46.400002	64	10.754888	10.754888	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	5,951.25	516.77002	578	569.122742	21.334249	568.580017	83,663,776	9.5	33.72934	30.217094	3,545.813477	0.13	141.550003	Mirai-greip_flood	Mirai-greip_flood	Mirai	1
0	174	6	64	18.180157	18.180157	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	1	1,827	174	174	174	0	174	83,064,048	9.5	18.654758	0	0	0	141.550003	DDoS-TCP_Flood	DDoS-TCP_Flood	DDoS	1
0.034155	35,213.429688	17	64	20,897.927734	20,897.927734	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	527.450012	50	51.470001	50.1278	0.409617	50.98	83,016,304	9.5	10.012749	0.584062	5.782443	0.03	141.550003	DoS-UDP_Flood	DoS-UDP_Flood	DoS	1
0	0	1	64	1.457914	1.457914	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,149,456	9.5	9.165152	0	0	0	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
0	54	6	64	31.672873	31.672873	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,068,520	9.5	10.392304	0	0	0	141.550003	DDoS-TCP_Flood	DDoS-TCP_Flood	DDoS	1
6.758334	251.869995	6.11	63.369999	0.333789	0.333789	1	0	1	0	0	1.98	0	1.98	0	0	0	0	1	0	0	1	1	610.080017	54	97.080002	56.485554	10.031197	61.18	83,344,288	9.5	10.598874	14.240599	1,692.833496	0.06	141.550003	DDoS-RSTFINFlood	DDoS-RSTFINFlood	DDoS	1
0	0	1	64	9.680913	9.680913	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,128,680	9.5	9.165152	0	0	0	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
0.000417	2.3	1.21	64	38.6115	38.6115	0	0	0	0	0	0	0.01	0	0	0	0	0	0	0	1	1	1	443.679993	42	43.560001	42.147705	0.441712	42.599998	83,124,832	9.5	9.181149	0.627608	3.995382	0.05	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
0	54	6	64	40.568771	40.568771	1	0	1	0	0	1	0	1	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,345,160	9.5	10.392304	0	0	0	141.550003	DDoS-RSTFINFlood	DDoS-RSTFINFlood	DDoS	1
95.687515	57,143.199219	12.6	108.099998	12.082137	12.082137	0	0	0	0	0	0.4	0.4	0	126.900002	273.200012	0	0	0	1	0	1	1	1,442.099976	50	230	93.034805	60.63541	109.699997	166,523,024	13.5	13.616189	85.746353	3,682.035156	1	244.600006	BenignTraffic	BenignTraffic	Benign	0
0.041529	28,809.619141	16.57	67.669998	13,856.292969	13,856.292969	0	0	0	0	0	0	0.01	0	0	0.01	0	0	0	1	0	1	1	531.679993	50	52.720001	50.514683	0.99013	50.52	83,016,464	9.5	10.050619	1.402185	7.161195	0.14	141.550003	DoS-UDP_Flood	DoS-UDP_Flood	DoS	1
234.017838	2,848.800049	9.3	81.599998	141.499817	141.499817	0	0	0	0	1	0.3	1.2	0	0.8	3.2	1	0	1	0	0	1	1	2,154.800049	66	588.200012	138.492874	131.011124	164.399994	167,639,424	13.5	16.642084	185.697754	17,925.576172	1	244.600006	Uploading_Attack	Uploading_Attack	Web-based	1
0	0	1	64	3.094608	3.094608	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,132,144	9.5	9.165152	0	0	0	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
0	54	6	64	147.168564	147.168564	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,072,328	9.5	10.392304	0	0	0	141.550003	DDoS-TCP_Flood	DDoS-TCP_Flood	DDoS	1
0.600863	65.940002	5.94	63.360001	0.579857	0.579857	0	1	0	0	0	0	1.13	0.08	0	0.15	0	0	1	0	0	1	1	570.700012	54.16	55.299999	54.458706	0.397988	54.34	83,088,896	9.5	10.435786	0.561347	0.789077	0.21	141.550003	DDoS-SYN_Flood	DDoS-SYN_Flood	DDoS	1
0	53.5	5.94	67.18	238.604202	238.604202	0	1	0	0	0	0	0.98	0.01	0	0.02	1	0	1	0	0	1	1	568.340027	54	55.34	54.106201	0.356994	54.099998	83,094,104	9.5	10.402529	0.505622	0.499488	0.27	141.550003	DDoS-SYN_Flood	DDoS-SYN_Flood	DDoS	1
0.027198	18,205	17	64	13,634.199219	13,634.199219	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	525	50	50	50	0	50	83,106,312	9.5	10	0	0	0	141.550003	DDoS-UDP_Flood	DDoS-UDP_Flood	DDoS	1
0.11293	22,675	17	64	3,800.952148	3,800.952148	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	525	50	50	50	0	50	83,098,360	9.5	10	0	0	0	141.550003	DDoS-UDP_Flood	DDoS-UDP_Flood	DDoS	1
0.013861	57.82	6.11	66.309998	6.527972	6.527972	0	0	0	1	1	0	0.04	0	0.98	1	0	0	1	0	0	1	1	577.890015	54	64.889999	55.394081	3.317484	54.709999	83,332,024	9.5	10.520576	4.697005	53.435909	0.25	141.550003	DDoS-PSHACK_Flood	DDoS-PSHACK_Flood	DDoS	1
0	54	6	64	0.971266	0.971266	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,067,448	9.5	10.392304	0	0	0	141.550003	DDoS-TCP_Flood	DDoS-TCP_Flood	DDoS	1
0	54	6	64	2.053115	2.053115	0	0	0	1	1	0	0	0	1	1	0	0	1	0	0	1	1	567	54	54	54	0	54	83,330,856	9.5	10.392304	0	0	0	141.550003	DDoS-PSHACK_Flood	DDoS-PSHACK_Flood	DDoS	1
0.095733	20,530	17	64	6,923.904785	6,923.904785	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	525	50	50	50	0	50	83,101,800	9.5	10	0	0	0	141.550003	DDoS-UDP_Flood	DDoS-UDP_Flood	DDoS	1
0	0	1	64	1.366006	1.366006	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,150,184	9.5	9.165152	0	0	0	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
0	0	1	64	0.991022	0.991022	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,153,720	9.5	9.165152	0	0	0	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
0	0	1	64	1.575794	1.575794	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,128,616	9.5	9.165152	0	0	0	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
0	0	1	64	0.398821	0.398821	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,150,184	9.5	9.165152	0	0	0	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
0.077202	16,701.480469	16.889999	64	11,257.668945	11,257.668945	0	0	0	0	0	0	0.02	0	0	0.01	0	0	0	1	0	1	1	527.400024	50	52.400002	50.160503	0.596394	50.240002	83,097,608	9.5	10.015982	0.845246	3.598487	0.1	141.550003	DDoS-UDP_Flood	DDoS-UDP_Flood	DDoS	1
0.64554	40.459999	1.62	66.25	16.298473	16.298473	0	0	0	0	0	0.04	0.1	0.02	0.09	0.29	0	0	0	0	1	1	1	9,323.759766	329.579987	1,479.439941	895.197449	548.823608	885.97998	83,248,920	9.5	42.038506	775.99762	317,375.71875	0.95	141.550003	DDoS-ICMP_Fragmentation	DDoS-ICMP_Fragmentation	DDoS	1
0	54.200001	6	64	0.959277	0.959277	0	1	0	0	0	0	1	0	0	0	0	0	1	0	0	1	1	570.799988	54	57.799999	54.519547	1.191398	54.200001	83,089,048	9.5	10.441347	1.686404	8.015752	0.19	141.550003	DDoS-SYN_Flood	DDoS-SYN_Flood	DDoS	1
0.012878	2.9	44.330002	68.639999	2.775899	2.775899	0	0	0	0	0	0	0.05	0	0	0.03	0	0	0	0	0	1	1	6,011.419922	461.040009	592	572.626465	42.938557	560.340027	83,693,976	9.5	33.81086	60.818661	7,894.701172	0.25	141.550003	Mirai-greeth_flood	Mirai-greeth_flood	Mirai	1
4.757325	108	6	64	0.420404	0.420404	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	82,951,264	9.5	10.392304	0	0	0	141.550003	DoS-TCP_Flood	DoS-TCP_Flood	DoS	1
22.985369	4,660.700195	12	135.199997	13.771008	13.771008	0	0	0	0	0	0	0.6	0	0.4	1.5	0	0	0	1	0	1	1	603.700012	50	197.300003	110.414406	67.388809	103.400002	0.013936	5.5	14.734659	95.30217	5,065.146484	0.9	38.5	BenignTraffic	BenignTraffic	Benign	0
0.00309	6,075	17	64	39,364.832031	39,364.832031	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	525	50	50	50	0	50	83,015,904	9.5	10	0	0	0	141.550003	DoS-UDP_Flood	DoS-UDP_Flood	DoS	1
398.227509	41,140.398438	7.1	150.600006	0.865658	0.865658	0	0	0	0	1	0	0.6	0	201.300003	351.200012	0	0	1	0	0	1	1	1,752.400024	57.599998	230	113.629509	57.57024	107.699997	166,861,584	13.5	15.088349	81.498062	3,325.050293	1	244.600006	DNS_Spoofing	DNS_Spoofing	Spoofing	1
0	0	1	64	43.363186	43.363186	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,149,384	9.5	9.165152	0	0	0	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
5.0987	108	6	64	0.392257	0.392257	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	82,947,520	9.5	10.392304	0	0	0	141.550003	DoS-TCP_Flood	DoS-TCP_Flood	DoS	1
0.138965	71.400002	6	64	4.416659	4.416659	0	1	0	0	0	0	1.3	0	0	0.3	0	0	1	0	0	1	1	577.599976	54.799999	55.200001	54.932491	0.179085	55.200001	82,972,520	9.5	10.480471	0.253225	0.327595	0.1	141.550003	DoS-SYN_Flood	DoS-SYN_Flood	DoS	1
0.201574	35,332	16.84	64.540001	5,259.05127	5,259.05127	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	530.76001	50	55.759998	50.422344	1.487638	50.48	83,123,864	9.5	10.041595	2.107471	18.743105	0.12	141.550003	DDoS-UDP_Flood	DDoS-UDP_Flood	DDoS	1
0	54.610001	6.11	64.639999	269.903748	269.903748	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	1	574.320007	54	61.32	54.536728	1.89054	54.610001	83,076,384	9.5	10.443012	2.678245	30.270439	0.12	141.550003	DDoS-TCP_Flood	DDoS-TCP_Flood	DDoS	1
0	54	6	64	277.740875	277.740875	0	0	0	1	1	0	0	0	1	1	0	0	1	0	0	1	1	567	54	54	54	0	54	83,314,584	9.5	10.392304	0	0	0	141.550003	DDoS-PSHACK_Flood	DDoS-PSHACK_Flood	DDoS	1
0	0	1	64	16.741423	16.741423	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,128,504	9.5	9.165152	0	0	0	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
0	0	1	64	19.289743	19.289743	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,128,368	9.5	9.165152	0	0	0	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
0	54	6	64	26.304081	26.304081	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,076,032	9.5	10.392304	0	0	0	141.550003	DDoS-TCP_Flood	DDoS-TCP_Flood	DDoS	1
0	0	1	64	52.663483	52.663483	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,124,008	9.5	9.165152	0	0	0	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
0.727909	126.919998	6.11	63.369999	5.904922	5.904922	0	1	0	0	0	0	2.27	0	0	0	0	0	1	0	0	1	1	596.340027	54	83.339996	57.419315	8.89489	55.630001	83,361,296	9.5	10.69006	12.591611	466.003754	0.18	141.550003	DDoS-SynonymousIP_Flood	DDoS-SynonymousIP_Flood	DDoS	1
0	54	6	64	1,014.710022	1,014.710022	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,064,248	9.5	10.392304	0	0	0	141.550003	DDoS-TCP_Flood	DDoS-TCP_Flood	DDoS	1
0	54	6	64	46.381008	46.381008	1	0	1	0	0	1	0	1	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,344,472	9.5	10.392304	0	0	0	141.550003	DDoS-RSTFINFlood	DDoS-RSTFINFlood	DDoS	1
0.024274	68.040001	6	64	21.61442	21.61442	0	0	0	1	1	0	0	0.26	1	1	0	0	1	0	0	1	1	567	54	54	54	0	54	83,313,992	9.5	10.392304	0	0	0	141.550003	DDoS-PSHACK_Flood	DDoS-PSHACK_Flood	DDoS	1
0	54	6	64	21.803354	21.803354	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,076,112	9.5	10.392304	0	0	0	141.550003	DDoS-TCP_Flood	DDoS-TCP_Flood	DDoS	1
0	54	6	64	0.862191	0.862191	0	1	0	0	0	0	1	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,365,368	9.5	10.392304	0	0	0	141.550003	DDoS-SynonymousIP_Flood	DDoS-SynonymousIP_Flood	DDoS	1
0.136237	71.82	6	64	5.014055	5.014055	0	1	0	0	0	0	1.33	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,361,032	9.5	10.392304	0	0	0	141.550003	DDoS-SynonymousIP_Flood	DDoS-SynonymousIP_Flood	DDoS	1
0.26454	268,523.8125	17	64	1,787.184692	1,787.184692	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	5,817	554	554	554	0	554	83,762,952	9.5	33.286633	0	0	0	141.550003	Mirai-udpplain	Mirai-udpplain	Mirai	1
0.011109	13,167	16.83	63.360001	24,028.570313	24,028.570313	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	525.299988	50	50.299999	50.01582	0.06703	50.099998	83,012,232	9.5	10.001604	0.095552	0.152192	0.03	141.550003	DoS-UDP_Flood	DoS-UDP_Flood	DoS	1
0	54	6	64	31.815222	31.815222	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,075,896	9.5	10.392304	0	0	0	141.550003	DDoS-TCP_Flood	DDoS-TCP_Flood	DDoS	1
3.138458	91.800003	6	64	0.446119	0.446119	0	1	0	0	0	0	1.7	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,361,128	9.5	10.392304	0	0	0	141.550003	DDoS-SynonymousIP_Flood	DDoS-SynonymousIP_Flood	DDoS	1
0.2861	27,211.640625	16.719999	65.099998	4,805.180664	4,805.180664	0	0	0	0	0	0	0	0	0	0.01	0	0	0	1	0	1	1	716.320007	50	241.320007	64.778358	50.463188	64.739998	83,106,504	9.5	11.045905	71.477287	19,780.628906	0.23	141.550003	DDoS-UDP_Flood	DDoS-UDP_Flood	DDoS	1
0	54	6	64	45.524944	45.524944	0	0	0	1	1	0	0	0	1	1	0	0	1	0	0	1	1	567	54	54	54	0	54	83,313,920	9.5	10.392304	0	0	0	141.550003	DDoS-PSHACK_Flood	DDoS-PSHACK_Flood	DDoS	1
0	54	6	64	68.24334	68.24334	0	1	0	0	0	0	1	0	0	0	0	1	1	0	0	1	1	567	54	54	54	0	54	83,094,016	9.5	10.392304	0	0	0	141.550003	DDoS-SYN_Flood	DDoS-SYN_Flood	DDoS	1
0.75385	138,742.953125	17	64	187.457062	187.457062	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	9,802.919922	385.040009	1,479.439941	926.288452	544.109985	949.52002	83,370,880	9.5	42.875137	769.472107	311,678.8125	0.95	141.550003	DDoS-UDP_Fragmentation	DDoS-UDP_Fragmentation	DDoS	1
1.016519	88.019997	6	64	3.47005	3.47005	0	1	0	0	0	0	1.63	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,365,288	9.5	10.392304	0	0	0	141.550003	DDoS-SynonymousIP_Flood	DDoS-SynonymousIP_Flood	DDoS	1
0	54	6	64	0.397223	0.397223	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	82,946,976	9.5	10.392304	0	0	0	141.550003	DoS-TCP_Flood	DoS-TCP_Flood	DoS	1
4.577597	312.059998	6	65.739998	0.46807	0.46807	0	0	0	0	0	0	0	0	0.11	0.27	0	0	1	0	0	1	1	574.5	54	61.5	54.657204	2.076285	54.5	82,943,176	9.5	10.454265	2.940095	29.605392	0.15	141.550003	DoS-TCP_Flood	DoS-TCP_Flood	DoS	1
0	0	1	67.82	155.605377	155.605377	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,128,864	9.5	9.165152	0	0	0	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
0	54	6	64	26.945637	26.945637	0	1	0	0	0	0	1	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,093,320	9.5	10.392304	0	0	0	141.550003	DDoS-SYN_Flood	DDoS-SYN_Flood	DDoS	1
0.002679	53.099998	5.76	62.029999	18.126341	18.126341	1	0	1	0	0	0.95	0	0.95	0.02	0.02	0	0	1	0	0	1	1	570.059998	54	56.639999	54.244186	0.737795	54.599998	83,345,088	9.5	10.415852	1.047221	2.37853	0.34	141.550003	DDoS-RSTFINFlood	DDoS-RSTFINFlood	DDoS	1
0	54	6	64	2.221688	2.221688	0	1	0	0	0	0	1	0	0	0	1	0	1	0	0	1	1	567	54	54	54	0	54	82,981,624	9.5	10.392304	0	0	0	141.550003	DoS-SYN_Flood	DoS-SYN_Flood	DoS	1
0.313329	47,246.769531	17	63.400002	411,124.4375	411,124.4375	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	835.01001	50	254.570007	79.208122	67.584526	69.779999	83,015,848	9.5	12.079863	95.692947	15,554.654297	0.31	141.550003	DoS-UDP_Flood	DoS-UDP_Flood	DoS	1
0.001354	57.330002	6	65.739998	8.811091	8.811091	0	0	0	0	0	0	0	0	0.01	0.02	0	0	1	0	0	1	1	568.679993	54	55.68	54.100224	0.397114	54.240002	82,947,240	9.5	10.401945	0.563421	2.27346	0.07	141.550003	DoS-TCP_Flood	DoS-TCP_Flood	DoS	1
0	0	1	64	55.554062	55.554062	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,128,968	9.5	9.165152	0	0	0	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
0	0	1	64	1.489379	1.489379	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,150,704	9.5	9.165152	0	0	0	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
0.045854	62.279999	6	64	2.280579	2.280579	0	0	0	0	0	0	0	0	0.06	0.1	0	0	1	0	0	1	1	574.98999	54	61.990002	54.829269	2.343224	54.470001	83,033,912	9.5	10.470056	3.317376	33.835598	0.17	141.550003	DDoS-TCP_Flood	DDoS-TCP_Flood	DDoS	1

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CIC-IoT-2023 — Neto-Full (Authoritative 46.7M)

This is the authoritative canonical CIC-IoT-2023 dataset at the row count published by Neto et al. (2023): 46,686,579 rows × 46 features.

Sourced from the Kaggle mirror akashdogra/ciciot23csv (13.75 GB single CSV) which itself was derived from CIC's official 169-file distribution. Compared to bencorn's HF mirror (45M, 39 features), this preserves:

All 46 original features (bencorn dropped 7)
The full 46.7M row count (bencorn re-merge lost ~1.7M)

NaN/Inf preservation: NaN/±inf rows are kept (no dropna). Pair with ThermometerEncoder(invalid_encoding="single_bit") to encode invalid states as a learnable per-feature flag bit instead of silently collapsing to zero.

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)

Provenance

Original: Neto et al. (2023), "CICIoT2023: A real-time dataset and benchmark for large-scale attacks in IoT environment", Sensors 2023.
Distribution: CIC at unb.ca/cic/datasets/iotdataset-2023.html
This HF dataset preserves the original Label (canonicalized, mixed case) AND Label_orig (original UPPERCASE), plus normalized attack_class and binary label.

Class distribution

DDoS: 33,984,560 (72.79%)
DoS: 8,090,738 (17.33%)
Mirai: 2,634,124 (5.64%)
Benign: 1,098,195 (2.35%)
Spoofing: 486,504 (1.04%)
Recon: 354,565 (0.76%)
Web-based: 24,829 (0.05%)
BruteForce: 13,064 (0.03%)

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