Datasets:

lacg030175
/

CIC-IoT-2023-neto-subsample

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	741.859985	5.94	63.360001	185.031937	185.031937	0	0	0	0	0	0	0	0	0	0.49	0	0	0	0	0	1	1	9,954.459961	405.059998	1,491.199951	955.432556	538.62262	929.460022	83,340,032	9.5	43.611145	761.456787	305,219.3125	0.95	141.550003	DDoS-ACK_Fragmentation	DDoS-ACK_Fragmentation	DDoS	1
5.319937	22,640.099609	10.4	74.800003	41.719051	41.719051	0	0	0	0	1	0	0.4	0	13.5	44.200001	0	0	1	0	0	1	1	8,820.200195	66	1,494	586.822693	646.96991	130.600006	166,524,640	13.5	34.210743	916.202209	420,220.375	1	244.600006	BenignTraffic	BenignTraffic	Benign	0
3.092224	272.600006	17	64	0.49193	0.49193	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	517	94	94	94	0	94	0.000003	5.5	13.711309	0	0	0	38.5	DNS_Spoofing	DNS_Spoofing	Spoofing	1
8.375284	5,683.399902	6	155.100006	35.487621	35.487621	0	0	0	0	1	0	1.6	0	4.5	10.7	0	1	1	0	0	1	1	7,159.200195	46	2,922	475.463745	823.953308	257.399994	166,612,080	13.5	30.803919	1,167.457153	684,978.8125	1	244.600006	MITM-ArpSpoofing	MITM-ArpSpoofing	Spoofing	1
0.088201	82,134.5	17	64	610.776062	610.776062	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	9,561	362	1,456.400024	876.562256	544.138855	938	83,369,960	9.5	41.680603	769.472107	311,678.8125	0.95	141.550003	DDoS-UDP_Fragmentation	DDoS-UDP_Fragmentation	DDoS	1
1.729921	9,583.950195	6.11	66.489998	6.539364	6.539364	0	0	0	0	1	0.16	1.31	0.67	3.26	10.13	1	0	1	0	0	1	1	5,719.810059	74.959999	1,725.609985	517.478821	606.779175	613.030029	82,999,200	9.5	30.36624	858.763062	504,151.375	0.92	141.550003	DoS-HTTP_Flood	DoS-HTTP_Flood	DoS	1
0	0	1	64	28.545301	28.545301	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	9,561	362	1,456.400024	876.562256	544.138855	938	83,254,288	9.5	41.680603	769.472107	311,678.8125	0.95	141.550003	DDoS-ICMP_Fragmentation	DDoS-ICMP_Fragmentation	DDoS	1
259.113739	11,975.400391	8.53	82.419998	8.228469	8.228469	0	0	0	0	0	0.14	0.38	0	43.349998	84.129997	0	0	1	0	0	1	1	1,307.170044	64.980003	305.420013	127.050545	77.643219	125.260002	83,241,920	9.5	15.83119	109.737694	6,935.935059	0.94	141.550003	VulnerabilityScan	VulnerabilityScan	Recon	1
22.002388	1,288,342	7.1	83.099998	73.308006	73.308006	0	0	0	0	1	0	1.6	0	91.800003	1,309.199951	0	1	1	0	0	1	1	5,965.600098	163.399994	1,402	890.446594	504.905334	1,394.599976	0.011465	5.5	40.72908	714.043945	316,528.5625	0.9	38.5	BenignTraffic	BenignTraffic	Benign	0
1.725545	2,337,047.5	6	123	896.939209	896.939209	0	0	0	0	1	0	0	0	21.4	1,547.699951	1	0	1	0	0	1	1	8,003	66	2,858	532.802429	826.697754	66	166,520,192	13.5	32.592232	1,171.254028	688,551.9375	1	244.600006	BenignTraffic	BenignTraffic	Benign	0
0	757	6	64	16.917633	16.917633	0	0	0	0	0	0	0	0	0	0.5	0	0	0	0	0	1	1	9,627	374	1,457	883.202209	538.470764	944	83,340,192	9.5	41.845547	761.456787	305,219.3125	0.95	141.550003	DDoS-ACK_Fragmentation	DDoS-ACK_Fragmentation	DDoS	1
0.041389	32,760	15.56	81.190002	15,852.477539	15,852.477539	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	557.400024	51.799999	58	54.235931	2.777895	51.799999	83,015,480	9.5	10.398319	3.932537	25.215366	0.31	141.550003	DoS-UDP_Flood	DoS-UDP_Flood	DoS	1
5.286347	109.139999	6	64.580002	0.400421	0.400421	0	0	0	0	0	0	0.03	0	0	0.03	1	0	1	0	0	1	1	567.599976	54	54.599998	54.031639	0.134061	54.200001	82,943,088	9.5	10.395385	0.191104	0.608769	0.03	141.550003	DoS-TCP_Flood	DoS-TCP_Flood	DoS	1
0	56.82	6.11	64	219.781174	219.781174	0	0	0	1	1	0	0	0	0.99	0.99	0	0	1	0	0	1	1	612.119995	54	99.120003	58.270626	12.838248	56.82	83,314,672	9.5	10.75744	18.177368	1,068.974121	0.16	141.550003	DDoS-PSHACK_Flood	DDoS-PSHACK_Flood	DDoS	1
0	54.450001	6	64	9.393731	9.393731	1	0	1	0	0	0.99	0	0.99	0.01	0.01	0	0	1	0	0	1	1	569.700012	54	56.700001	54.155781	0.628696	54.450001	83,344,928	9.5	10.407228	0.892517	6.649521	0.06	141.550003	DDoS-RSTFINFlood	DDoS-RSTFINFlood	DDoS	1
0	54	6	64	1.369613	1.369613	0	0	0	1	1	0	0	0	1	1	0	0	1	0	0	1	1	567	54	54	54	0	54	83,330,888	9.5	10.392304	0	0	0	141.550003	DDoS-PSHACK_Flood	DDoS-PSHACK_Flood	DDoS	1
18.971632	870,000.6875	6	198	127.184715	127.184715	0	0	0	0	1	0	1.8	0	139.899994	1,014.799988	0	1	1	0	0	1	1	20,463.300781	66	3,447	1,365.414673	1,295.94873	107.300003	166,519,680	13.5	52.112747	1,836.369629	1,686,603.375	1	244.600006	BenignTraffic	BenignTraffic	Benign	0
23.893404	1,593,619.75	6	181.600006	87.904968	87.904968	0	0	0	0	1	0	1.8	0	133	1,693.900024	0	1	1	0	0	1	1	4,715	66	1,803.599976	301.08905	553.656494	509.399994	166,520,288	13.5	24.22435	779.912109	315,200.6875	1	244.600006	BenignTraffic	BenignTraffic	Benign	0
0	0	1	64	0.664937	0.664937	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,149,640	9.5	9.165152	0	0	0	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
0.018187	8,239	17	64	9,254.657227	9,254.657227	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	525	50	50	50	0	50	83,097,872	9.5	10	0	0	0	141.550003	DDoS-UDP_Flood	DDoS-UDP_Flood	DDoS	1
4.735559	351.130005	5.94	63.360001	1.763467	1.763467	0	0	0	0	1	0.13	1.53	0.92	0.11	3.53	1	0	1	0	0	1	1	992.659973	66.43	265.649994	107.891632	69.596748	82.389999	83,392,416	9.5	14.154834	98.515297	12,549.705078	0.74	141.550003	DDoS-HTTP_Flood	DDoS-HTTP_Flood	DDoS	1
36.093815	57,810.601563	7.1	76.800003	17.516682	17.516682	0	0	0	0	1	0.1	1	0	181.100006	375.200012	0	0	1	0	0	1	1	763.599976	66	258.600006	127.503571	74.762878	148.5	0.0122	5.5	15.807518	105.730675	7,230.139648	0.8	38.5	Recon-OSScan	Recon-OSScan	Recon	1
37.858269	1,446,636.75	13.7	59	38.075436	38.075436	0	0	0	0	0	0	0.2	0	138.800003	547.200012	0	0	0	1	0	1	1	18,437.599609	66	1,514	1,183.183838	439.715149	1,356.599976	166,609,696	13.5	48.632835	623.24939	195,204.921875	1	244.600006	MITM-ArpSpoofing	MITM-ArpSpoofing	Spoofing	1
0	757	6	64	5.487846	5.487846	0	0	0	0	0	0	0	0	0	0.5	0	0	0	0	0	1	1	10,197	431	1,514	1,004.797791	538.470764	944	83,340,512	9.5	44.788212	761.456787	305,219.3125	0.95	141.550003	DDoS-ACK_Fragmentation	DDoS-ACK_Fragmentation	DDoS	1
0.00527	78.120003	6	63.57	28.80798	28.80798	0	0	0	0	0	0.01	0.06	0	0.05	0.15	0	0	1	0	0	1	1	622.97998	54	108.419998	58.574654	14.651263	58.110001	83,072,016	9.5	10.778376	20.750071	1,559.187012	0.16	141.550003	DDoS-TCP_Flood	DDoS-TCP_Flood	DDoS	1
286.51239	32,124	4.9	57.599998	1.369054	1.369054	0	0	0	0	1	0.2	0.4	0	172.100006	284.600006	0	1	1	0	0	1	1	530	71.900002	137	101.698608	23.369873	90.300003	0.003067	5.5	14.235838	33.049992	619.794495	0.9	38.5	Recon-HostDiscovery	Recon-HostDiscovery	Recon	1
17.41087	1,094,558.25	6	64	61.762009	61.762009	0	0	0	0	1	0	0.2	0	54	1,124.5	0	1	1	0	0	1	1	9,998	1,449.400024	3,251.600098	1,751.876953	602.254395	1,769.300049	0.002083	5.5	59.083424	851.716309	609,669.5625	0.6	38.5	BenignTraffic	BenignTraffic	Benign	0
7.258994	153.039993	6	64	0.38212	0.38212	0	1	0	0	1	0	2.73	0.05	0	0.73	0	0	1	0	0	1	1	597	56.68	57.240002	56.963367	0.253168	56.720001	82,972,400	9.5	10.672438	0.34601	0.464867	0.13	141.550003	DoS-SYN_Flood	DoS-SYN_Flood	DoS	1
24.614304	10,287.299805	13.7	63.599998	1.630326	1.630326	0	0	0	0	0	0	0	0	31	64.199997	0	0	0	1	0	1	1	367.799988	48	91.199997	63.244801	16.041018	84.300003	0.017099	5.5	11.215546	22.685425	370.341644	0.9	38.5	BenignTraffic	BenignTraffic	Benign	0
0	0	1	64	18.142002	18.142002	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,128,696	9.5	9.165152	0	0	0	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
1.518254	3,355.600098	6.22	67.449997	4.186109	4.186109	0	0	0	0	1	0.04	1.22	0.64	1.69	4.39	1	0	1	0	0	1	1	2,715.360107	65.959999	979.950012	235.59314	317.663666	258.859985	83,158,200	9.5	20.873117	448.819153	155,928	0.93	141.550003	DDoS-HTTP_Flood	DDoS-HTTP_Flood	DDoS	1
0	0	46.060001	62.720001	40.80479	40.80479	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	5,965.399902	474.399994	578	568.040955	29.297491	567.640015	83,581,520	9.5	33.697285	41.511322	4,518.328613	0.2	141.550003	Mirai-greip_flood	Mirai-greip_flood	Mirai	1
39.918465	61,789.5	7.1	164.899994	20.112526	20.112526	0	0	0	0	1	0	1	0	177	373.700012	0	1	1	0	0	1	1	632.400024	65.199997	177.399994	112.999802	42.221058	124.5	0.015052	5.5	15.016628	59.709591	2,086.539795	0.9	38.5	BenignTraffic	BenignTraffic	Benign	0
0	54	6	64	4.406839	4.406839	1	0	1	0	0	1	0	1	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,343,840	9.5	10.392304	0	0	0	141.550003	DDoS-RSTFINFlood	DDoS-RSTFINFlood	DDoS	1
0	54	6	65.910004	0.746606	0.746606	0	0	0	1	1	0	0	0.01	0.99	1	0	0	1	0	0	1	1	567	54	54	54	0	54	83,314,528	9.5	10.392304	0	0	0	141.550003	DDoS-PSHACK_Flood	DDoS-PSHACK_Flood	DDoS	1
0.003609	6.08	1.04	63.209999	14.489944	14.489944	0	0	0	0	0	0.01	0.02	0	0.01	0.05	0	0	0	0	1	1	1	9,452.480469	299.559998	1,467.920044	883.675171	550.234863	920.580017	83,284,232	9.5	41.866879	778.157104	318,906.75	0.95	141.550003	DDoS-ICMP_Fragmentation	DDoS-ICMP_Fragmentation	DDoS	1
0	0	47	64	5.686698	5.686698	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	6,216	592	592	592	0	592	83,693,992	9.5	34.409302	0	0	0	141.550003	Mirai-greeth_flood	Mirai-greeth_flood	Mirai	1
0.097724	19,311.980469	16.719999	63.220001	3,913.248535	3,913.248535	0	0	0	0	0	0	0.02	0	0	0.01	0	0	0	1	0	1	1	527.76001	50	52.759998	50.173306	0.667109	50.34	83,123,824	9.5	10.017301	0.946009	3.450826	0.15	141.550003	DDoS-UDP_Flood	DDoS-UDP_Flood	DDoS	1
0	54	6	64	31.638947	31.638947	0	1	0	0	0	0	1	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,089,360	9.5	10.392304	0	0	0	141.550003	DDoS-SYN_Flood	DDoS-SYN_Flood	DDoS	1
26.713211	733,484.8125	7	190.199997	59.795963	59.795963	0	0	0	0	1	0	1.2	0	24	617.099976	0	1	1	0	0	1	1	1,838.400024	64.199997	402	119.49781	95.533531	96	166,520,672	13.5	15.420968	135.04393	9,140.405273	1	244.600006	BenignTraffic	BenignTraffic	Benign	0
0	0	47	64	79.34478	79.34478	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	6,069	578	578	578	0	578	83,647,296	9.5	34	0	0	0	141.550003	Mirai-greip_flood	Mirai-greip_flood	Mirai	1
30.050581	1,346,950.75	6	181.199997	82.162392	82.162392	0	0	0	0	1	0	1.6	0	206.699997	1,559.5	0	1	1	0	0	1	1	763.200012	66	448.200012	127.721664	136.334579	129.600006	0.011031	5.5	15.702003	192.806213	26,971.761719	0.7	38.5	BenignTraffic	BenignTraffic	Benign	0
106.280434	7,318,837.5	7.1	97.599998	63.316708	63.316708	0	0	0	0	1	0	0	0	243	6,701.399902	0	1	1	0	0	1	1	7,015.799805	58	2,237.199951	1,126.155518	728.925354	1,223.599976	0.001245	5.5	45.793129	1,030.856079	599,133.5625	0.9	38.5	BenignTraffic	BenignTraffic	Benign	0
0.046177	31,925	17	64	13,828.329102	13,828.329102	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	525	50	50	50	0	50	83,011,776	9.5	10	0	0	0	141.550003	DoS-UDP_Flood	DoS-UDP_Flood	DoS	1
3.213347	9,377.889648	6	65.910004	3.912365	3.912365	0	0	0	0	1	0.05	2.66	0.31	3.99	8.01	1	0	1	0	0	1	1	11,340.469727	241.960007	2,537.840088	1,110.116821	816.459961	1,068.25	82,999,216	9.5	44.598019	1,153.434082	810,230.375	0.9	141.550003	DoS-HTTP_Flood	DoS-HTTP_Flood	DoS	1
0.005284	10.79	1.42	66.199997	19.364927	19.364927	0	0	0	0	0	0	0.04	0	0.01	0.04	0	0	0	0	1	1	1	9,363.799805	305.130005	1,453.709961	852.580444	551.408813	905.190002	83,249,840	9.5	41.056698	779.418396	320,128.34375	0.95	141.550003	DDoS-ICMP_Fragmentation	DDoS-ICMP_Fragmentation	DDoS	1
0	54	6	64	20.234707	20.234707	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	82,946,392	9.5	10.392304	0	0	0	141.550003	DoS-TCP_Flood	DoS-TCP_Flood	DoS	1
5.432498	4,038.419922	6.22	63.57	3.431799	3.431799	0	0	0	0	1	0.07	2.68	0.35	1.73	5.7	1	0	1	0	0	1	1	2,490.540039	78.279999	710.909973	235.187714	246.579544	263.359985	83,158,168	9.5	19.815226	348.64032	130,170.835938	0.81	141.550003	DDoS-HTTP_Flood	DDoS-HTTP_Flood	DDoS	1
0	0	1	64	4.114228	4.114228	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,150,128	9.5	9.165152	0	0	0	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
5.504701	549,896.75	16.889999	64.589996	179.407898	179.407898	0	0	0	0	0	0	0	0	0.1	0.15	0	0	0	1	0	1	1	5,778.919922	515.919983	554	551.646057	9.14449	549.23999	83,759,376	9.5	33.214546	12.968289	1,055.173218	0.08	141.550003	Mirai-udpplain	Mirai-udpplain	Mirai	1
65.699173	32,258.599609	11.5	59.299999	8.945783	8.945783	0	0	0	0	0	0.4	0.6	0	66.199997	142.100006	0	0	0	0	0	1	1	433.399994	54.799999	144.800003	75.224129	28.432699	79.800003	0.0078	5.5	12.240551	40.209911	1,387.517212	0.9	38.5	BenignTraffic	BenignTraffic	Benign	0
2.127808	623,389.5	17	64	193.506042	193.506042	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	10,137	419.600006	1,514	999.437744	544.138855	938	83,366,624	9.5	44.666935	769.472107	311,678.8125	0.95	141.550003	DDoS-UDP_Fragmentation	DDoS-UDP_Fragmentation	DDoS	1
0	0	46.540001	64.540001	0.629906	0.629906	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	6,161.660156	537.659973	592	588.202271	13.757784	587.059998	83,693,864	9.5	34.296799	19.493835	1,744.216553	0.11	141.550003	Mirai-greeth_flood	Mirai-greeth_flood	Mirai	1
0.055241	44,614.5	16.68	67.82	16,258.644531	16,258.644531	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	528	50	51.599998	50.182426	0.50608	50.400002	83,012,240	9.5	10.018137	0.717655	3.237291	0.08	141.550003	DoS-UDP_Flood	DoS-UDP_Flood	DoS	1
2.928065	22,653.589844	5.89	74.279999	50.98391	50.98391	0	0	0	0	0	0.03	1.04	0.38	1.78	23.620001	0	0	1	0	0	1	1	739.27002	54.360001	194.710007	66.433083	35.17741	71.309998	83,241,472	9.5	11.420049	49.852547	6,868.189941	0.89	141.550003	VulnerabilityScan	VulnerabilityScan	Recon	1
10.323029	631,478	6	231	66.017357	66.017357	0	0	0	0	1	0	2	0	35	680.5	0	1	1	0	0	1	1	8,895	66	1,514	592.456848	663.163208	66	166,522,016	13.5	34.366024	939.193298	441,504.9375	1	244.600006	BenignTraffic	BenignTraffic	Benign	0
0	0	47	64	0.99817	0.99817	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	6,216	592	592	592	0	592	83,681,344	9.5	34.409302	0	0	0	141.550003	Mirai-greeth_flood	Mirai-greeth_flood	Mirai	1
0.092933	111,031.296875	16.450001	63.490002	900.635559	900.635559	0	0	0	0	0	0	0.02	0	0.02	0.04	0	0	0	0	0	1	1	9,565.980469	350	1,502.47998	941.92572	550.200928	892.719971	83,366,240	9.5	43.285732	778.223267	319,015.34375	0.95	141.550003	DDoS-UDP_Fragmentation	DDoS-UDP_Fragmentation	DDoS	1
12.606324	62,973.601563	7.1	82.599998	31.906376	31.906376	0	0	0	0	1	0	1.6	0	45.799999	125	0	1	1	0	0	1	1	16,779.800781	66	2,962	1,075.522461	993.059082	1,239.199951	166,517,456	13.5	46.322792	1,407.139526	994,037.8125	1	244.600006	BenignTraffic	BenignTraffic	Benign	0
3.876629	162	6	64	0.843743	0.843743	0	1	0	0	0	0	3	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,362,224	9.5	10.392304	0	0	0	141.550003	DDoS-SynonymousIP_Flood	DDoS-SynonymousIP_Flood	DDoS	1
0.351688	688,866.5625	16.889999	65.709999	3,540.450439	3,540.450439	0	0	0	0	0	0	0	0	0	0.01	0	0	0	1	0	1	1	5,736.080078	473.079987	554	545.60144	23.731375	549.23999	83,784,704	9.5	33.026146	33.59726	3,470.500244	0.17	141.550003	Mirai-udpplain	Mirai-udpplain	Mirai	1
0.001425	2.22	1.03	62.5	19.911182	19.911182	0	0	0	0	0	0	0.03	0	0	0.01	0	0	0	0	1	1	1	9,417.219727	298.859985	1,467.920044	884.488281	548.868103	906.039978	83,248,792	9.5	41.880939	776.176575	317,229.75	0.95	141.550003	DDoS-ICMP_Fragmentation	DDoS-ICMP_Fragmentation	DDoS	1
0.342152	28,948	16.84	65.910004	3,520.619629	3,520.619629	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	529	50.200001	54	50.719547	1.191398	50.200001	83,102,456	9.5	10.069209	1.686404	8.015752	0.19	141.550003	DDoS-UDP_Flood	DDoS-UDP_Flood	DDoS	1
2.604257	11,282.660156	6	66.510002	5.562649	5.562649	0	0	0	0	1	0.02	2.72	0	4.64	11.13	0	0	1	0	0	1	1	11,400.080078	287.850006	2,289.5	1,052.906982	643.837952	1,158.910034	82,999,360	9.5	43.582085	910.041138	546,601.8125	0.88	141.550003	DoS-HTTP_Flood	DoS-HTTP_Flood	DoS	1
864.226013	79,792.601563	7.7	92.5	0.712484	0.712484	0	0	0	0	1	0	0.1	0	405.299988	677.900024	0	1	1	0	0	1	1	568.299988	63.900002	159.5	106.683098	37.656666	100.900002	0.011691	5.5	14.582087	53.254566	1,622.937378	0.9	38.5	Recon-HostDiscovery	Recon-HostDiscovery	Recon	1
65.497978	425,731.09375	11.5	104.400002	13.31758	13.31758	0	0	0	0	0	0.2	0.4	0	93.300003	543.5	0	0	0	0	0	1	1	1,186.800049	50	213.600006	76.054222	39.740849	97.199997	166,518,496	13.5	12.293527	55.777103	1,692.565308	1	244.600006	BenignTraffic	BenignTraffic	Benign	0
768.78656	9,698.599609	8.7	129.600006	1.055274	1.055274	0	0	0	0	1	0	0.6	0	5	47.099998	0	1	1	0	0	1	1	716.299988	69.900002	277.399994	123.723648	72.476723	149	0.026875	5.5	15.68218	102.497566	7,196.139648	0.9	38.5	Backdoor_Malware	Backdoor_Malware	Web-based	1
0	0	46.529999	63.360001	1.408129	1.408129	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	6,006.839844	515.840027	578	573.4422	16.054096	572.820007	83,586,816	9.5	33.863098	22.743126	2,182.823242	0.12	141.550003	Mirai-greip_flood	Mirai-greip_flood	Mirai	1
212.222763	33,317.800781	9.9	159.100006	1.358251	1.358251	0	0	0	0	0	0	0.3	0	164.699997	274.899994	0	0	0	0	0	1	1	2,151.199951	51.099998	466	139.579437	105.796745	122.300003	166,848,000	13.5	16.724997	149.834778	11,249.041992	1	244.600006	Recon-HostDiscovery	Recon-HostDiscovery	Recon	1
0.057902	4,997.470215	16.889999	63.790001	12,274.581055	12,274.581055	0	0	0	0	0	0	0.01	0	0.02	0.06	0	0	0	1	0	1	1	525.320007	50	50.32	50.019783	0.076844	50.040001	83,097,864	9.5	10.001987	0.108977	0.074513	0.08	141.550003	DDoS-UDP_Flood	DDoS-UDP_Flood	DDoS	1
0.006601	71.400002	6	60	94.384689	94.384689	0	0	1	0	1	0	0.3	1	0	1	0	0	1	0	0	1	1	863.400024	54	58	55.729378	1.968778	55.200001	166,430,704	13.5	10.556285	2.782142	3.870864	1	244.600006	Recon-OSScan	Recon-OSScan	Recon	1
0	2.14	1.16	66.449997	7.049203	7.049203	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	9,604.120117	359.040009	1,467.920044	896.759338	545.045837	922.359985	83,283,496	9.5	42.17878	770.588989	312,595.4375	0.95	141.550003	DDoS-ICMP_Fragmentation	DDoS-ICMP_Fragmentation	DDoS	1
15.433521	22,310	8.2	66	37.292137	37.292137	0	0	0	0	1	0.5	1.2	0	81.5	167.100006	0	0	1	0	0	1	1	491.899994	66.800003	184.100006	82.002106	37.310806	107.5	0.008999	5.5	12.726377	52.76545	4,134.541016	0.9	38.5	Recon-OSScan	Recon-OSScan	Recon	1
13.182196	1,360,193	6	231	91.828346	91.828346	0	0	0	0	1	0	2	0	46	1,209.5	0	1	1	0	0	1	1	12,665	66	2,962	844.583679	870.425354	66	166,518,080	13.5	41.024124	1,232.478149	759,760.75	1	244.600006	BenignTraffic	BenignTraffic	Benign	0
0	54	6	64	4.208106	4.208106	1	0	1	0	0	1	0	1	0	0	0	1	1	0	0	1	1	567	54	54	54	0	54	83,340,904	9.5	10.392304	0	0	0	141.550003	DDoS-RSTFINFlood	DDoS-RSTFINFlood	DDoS	1
0.029735	56.16	6	64	35.442745	35.442745	0	0	0	1	1	0	0	0.04	1	1	0	0	1	0	0	1	1	567	54	54	54	0	54	83,331,672	9.5	10.392304	0	0	0	141.550003	DDoS-PSHACK_Flood	DDoS-PSHACK_Flood	DDoS	1
0	0	1	64	11.333889	11.333889	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,132,080	9.5	9.165152	0	0	0	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
4.216876	8,226,376.5	6	137.199997	1,843.900513	1,843.900513	0	0	0	0	1	0	0	0	2,542	7,775.5	0	1	1	0	0	1	1	3,504.600098	351.600006	1,494	804.140015	539.609253	637.200012	0.000198	5.5	39.106556	763.122681	364,656.71875	0.8	38.5	MITM-ArpSpoofing	MITM-ArpSpoofing	Spoofing	1
4.326517	390,822.8125	6	88.199997	83.464981	83.464981	0	0	0	0	1	0	1.8	0	124.199997	369.799988	0	1	1	0	0	1	1	992.099976	70.800003	646.799988	137.175232	176.482361	362.700012	0.000401	5.5	15.42635	249.583755	152,759.765625	0.6	38.5	MITM-ArpSpoofing	MITM-ArpSpoofing	Spoofing	1
0	54	6	64	130.407242	130.407242	0	1	0	0	0	0	1	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	82,973,120	9.5	10.392304	0	0	0	141.550003	DoS-SYN_Flood	DoS-SYN_Flood	DoS	1
28.454399	1,811,650.25	7.1	197.199997	64.473221	64.473221	0	0	0	0	1	0	0	0	96.699997	1,817.5	0	1	1	0	0	1	1	1,221	64	156	79.275429	24.534857	64	166,522,304	13.5	12.60224	34.638828	602.370422	1	244.600006	BenignTraffic	BenignTraffic	Benign	0
0	0	1	64	91.725891	91.725891	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,127,984	9.5	9.165152	0	0	0	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
31.382711	65,780.546875	10.3	65.099998	35.143986	35.143986	0	0	0	0	0	0.22	0.62	0	40.669998	92.699997	0	0	0	0	0	1	1	816.48999	52.029999	189.729996	75.681198	37.388184	87.580002	83,003,072	9.5	12.219072	51.201557	2,002.638794	0.95	141.550003	DoS-HTTP_Flood	DoS-HTTP_Flood	DoS	1
86.412598	105,885	11.5	96.199997	5.772723	5.772723	0	0	0	0	0	0	0	0	285.700012	604.599976	0	0	0	0	0	1	1	681.400024	64.199997	212	126.978569	61.705395	121.400002	0.02318	5.5	15.91157	87.264603	4,276.658691	0.9	38.5	BenignTraffic	BenignTraffic	Benign	0
0	54	6	64	26.42256	26.42256	0	1	0	0	0	0	1	0	0	0	0	1	1	0	0	1	1	567	54	54	54	0	54	83,093,976	9.5	10.392304	0	0	0	141.550003	DDoS-SYN_Flood	DDoS-SYN_Flood	DDoS	1
12.297109	873.530029	5.99	62.720001	1.616199	1.616199	0	0	0	0	1	0.29	1.76	0	0.35	9.74	1	0	1	0	0	1	1	1,110.319946	64.940002	215.509995	95.918762	52.822578	125.610001	83,391,848	9.5	13.499878	74.245628	9,088.758789	0.83	141.550003	DDoS-HTTP_Flood	DDoS-HTTP_Flood	DDoS	1
0	81	6	64	14.641054	14.641054	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	82,925,792	9.5	10.392304	0	0	0	141.550003	DoS-TCP_Flood	DoS-TCP_Flood	DoS	1
0.571639	397,555.9375	16.51	65.809998	1,245.541626	1,245.541626	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	5,676.02002	499.660004	554	544.517639	19.877552	539.940002	83,707,240	9.5	32.987919	28.161346	3,627.527344	0.11	141.550003	Mirai-udpplain	Mirai-udpplain	Mirai	1
0.347556	743.530029	43.91	65.610001	40.143078	40.143078	0	0	0	0	0	0	0	0	0.1	1.01	0	0	0	0	0	1	1	5,835.97998	387.390015	632.960022	552.719177	70.444229	550.400024	83,585,888	9.5	33.220486	99.810486	12,660.8125	0.43	141.550003	Mirai-greip_flood	Mirai-greip_flood	Mirai	1
67.498878	11,829.400391	7.7	104.199997	14.071833	14.071833	0	0	0	0	1	0.1	0.7	0	34.700001	67.699997	0	1	1	0	0	1	1	1,312.099976	75.599998	693.799988	244.924042	252.123245	233.300003	0.014581	5.5	21.801477	356.556122	71,267.828125	0.9	38.5	Recon-OSScan	Recon-OSScan	Recon	1
0	54	6	64	10.79463	10.79463	1	0	1	0	0	1	0	1	0	0	0	1	1	0	0	1	1	567	54	54	54	0	54	83,348,176	9.5	10.392304	0	0	0	141.550003	DDoS-RSTFINFlood	DDoS-RSTFINFlood	DDoS	1
41.603016	2,275,149.25	5.4	174.800003	52.393845	52.393845	0	0	0	0	1	0	0	0	155.800003	2,349.699951	0	1	1	0	0	1	1	11,938.599609	54	4,410	796.018555	1,249.67041	74.400002	166,518,848	13.5	39.828117	1,770.464355	1,572,869	1	244.600006	BenignTraffic	BenignTraffic	Benign	0
645.774353	68,213.796875	5.9	61.200001	1.040312	1.040312	0	0	0	0	1	0	0.6	0	281.600006	566.200012	0	1	1	0	0	1	1	2,009.800049	48.599998	230	131.286499	72.576126	84.300003	166,854,368	13.5	16.196651	102.890663	5,299.87207	1	244.600006	DNS_Spoofing	DNS_Spoofing	Spoofing	1
0	54	6	64	4.660076	4.660076	0	1	0	0	0	0	1	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,365,360	9.5	10.392304	0	0	0	141.550003	DDoS-SynonymousIP_Flood	DDoS-SynonymousIP_Flood	DDoS	1
0	54	6	64	1.442341	1.442341	0	1	0	0	0	0	1	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,361,344	9.5	10.392304	0	0	0	141.550003	DDoS-SynonymousIP_Flood	DDoS-SynonymousIP_Flood	DDoS	1
0	54	6	64	29.177919	29.177919	0	1	0	0	0	0	1	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,093,160	9.5	10.392304	0	0	0	141.550003	DDoS-SYN_Flood	DDoS-SYN_Flood	DDoS	1
0.082196	730.76001	6	65.730003	4.586457	4.586457	0	0	0	0	0	0	0.04	0.02	0	0.51	0	0	1	0	0	1	1	9,556.200195	261.799988	1,514	933.821411	559.542053	908.799988	83,335,048	9.5	43.092869	791.40448	330,211.84375	0.95	141.550003	DDoS-ACK_Fragmentation	DDoS-ACK_Fragmentation	DDoS	1
7.181742	2,715.830078	6.49	68.860001	1.640261	1.640261	0	1	0	0	0	0.07	3.93	0.25	1.2	4.08	1	0	1	0	0	1	1	1,179.76001	66.699997	238.820007	99.91983	61.501652	120.269997	83,158,168	9.5	13.565692	87.151039	30,019.957031	0.41	141.550003	DDoS-HTTP_Flood	DDoS-HTTP_Flood	DDoS	1
1.554563	556,546.375	16.84	65.910004	247.490921	247.490921	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	9,821.639648	380.720001	1,490.959961	945.385681	545.050842	923.840027	83,366,608	9.5	43.357136	770.821594	312,792.28125	0.95	141.550003	DDoS-UDP_Fragmentation	DDoS-UDP_Fragmentation	DDoS	1
135.082352	39,081.5	9.3	45.400002	70.159874	70.159874	0	0	0	0	1	0.8	1.4	0	1.3	6	0	0	1	0	0	1	1	1,565.699951	199.5	519	346.767273	149.44545	199.5	0.000203	5.5	25.924067	211.347778	31,483.394531	0.9	38.5	Recon-PortScan	Recon-PortScan	Recon	1

End of preview. Expand in Data Studio

CIC-IoT-2023 — Neto-Subsample (1.3M, 46-feature canonical)

Stratified subsample (~1,429,753 rows) of the canonical Neto 46.7M dataset (lacg030175/CIC-IoT-2023-neto-full). Same 46-feature schema as the full version. Drop-in replacement for lacg030175/CIC-IoT-2023 (1.3M bencorn-derived, 39 features) for new experiments needing the canonical feature set.

Subsample composition:

Benign: 200,000 rows
Each attack subclass: up to 50,000 rows

NaN/Inf preserved (no dropna). Pair with ThermometerEncoder(invalid_encoding="single_bit").

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

Subsampled from lacg030175/CIC-IoT-2023-neto-full (46.7M canonical)
Originally from akashdogra/ciciot23csv on Kaggle, derived from CIC's official 169-file distribution (Neto et al., 2023).

Class distribution

DDoS: 552,216 (38.62%)
DoS: 200,000 (13.99%)
Benign: 200,000 (13.99%)
Recon: 189,644 (13.26%)
Mirai: 150,000 (10.49%)
Spoofing: 100,000 (6.99%)
Web-based: 24,829 (1.74%)
BruteForce: 13,064 (0.91%)

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