Datasets:

lacg030175
/

CIC-IoT-2023-raw

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 int64	syn_count int64	fin_count int64	rst_count int64	HTTP float64	HTTPS float64	DNS 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
8	17	64	3,578.45235	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	0.000279	100	0	DoS-UDP_Flood	DoS	1
17.2	6	138.2	28.878953	0	0.1	0	0.3	0.5	5	1	0	0	0.1	0.1	0.1	0.6	0.4	0	0	0	1	1	1,056	60	235	105.6	55.389931	105.6	0.037735	10	3,068.044444	BenignTraffic	Benign	0
4	17	64	2,673.728095	0	0	0	0	0	0	0	0	0	0	0	0.01	0	0.5	0	0	0	1	1	92,393	107	1,514	923.93	581.851699	923.93	0.000375	100	338,551.399091	DDoS-UDP_Fragmentation	DDoS	1
0	47	64	6,896.484593	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	0.000147	100	0	Mirai-greip_flood	Mirai	1
28	6	65.4	161.418098	0.2	0.1	0	0.4	0.7	7	1	2	0	0.4	0.4	0.2	0.8	0.2	0	0	0	1	1	1,689	66	441	168.9	144.099079	168.9	0.006328	10	20,764.544444	Recon-PortScan	Recon	1
4.8	17	60.26	640.348823	0.02	0.01	0	0.03	0.03	3	1	2	0	0	0.01	0	0.04	0.46	0	0.05	0.02	0.95	0.95	83,240	60	1,514	832.4	601.693083	832.4	0.001562	100	362,034.565657	DDoS-UDP_Fragmentation	DDoS	1
15.2	17	63.2	73.101044	0	0	0	0.1	0.3	3	0	0	0	0	0.3	0	0.3	0.7	0	0	0	1	1	708	60	156	70.8	30.039973	70.8	0.015276	10	902.4	Recon-PortScan	Recon	1
30.4	6	80.8	65.520029	0	0.1	0	0.4	0.9	9	1	0	0	0	0.4	0	0.9	0.1	0	0	0	1	1	2,045	66	679	204.5	193.193196	204.5	0.016483	10	37,323.611111	BenignTraffic	Benign	0
32	6	100.6	2,051.706697	0	0	0	0	1	10	0	0	0	0	1	0	1	0	0	0	0	1	1	3,516	66	1,494	351.6	602.097666	351.6	0.000523	10	362,521.6	MITM-ArpSpoofing	Spoofing	1
0	47	63.36	3,129.773977	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.01	0	0.99	0.99	58,668	60	592	586.68	53.2	586.68	0.000321	100	2,830.24	Mirai-greeth_flood	Mirai	1
4	17	65.18	4,939.00756	0	0	0	0	0	0	0	0	0	0	0	0.01	0	0.5	0	0	0.01	1	1	92,329	98	1,514	923.29	582.542066	923.29	0.000208	100	339,355.258485	DDoS-UDP_Fragmentation	DDoS	1
10	6	64	4,367.610796	0	0	0	0	0.5	50	0	0	0	0	0	0	0.5	0	0	0	0	1	1	94,400	374	1,514	944	572.871555	944	0.000229	100	328,181.818182	DDoS-ACK_Fragmentation	DDoS	1
32	6	64	303,935.072464	0	0	0	0.1	1	10	0	0	0	0	1	0	1	0	0	0	0	1	1	699	66	105	69.9	12.332883	69.9	0.000003	10	152.1	DNS_Spoofing	Spoofing	1
32.08	6	63.94	642.021993	0.09	0.16	0.14	0.39	0.79	79	16	9	14	0.97	0	0	1	0	0	0	0	1	1	64,129	60	2,962	641.29	842.446885	641.29	0.001562	100	709,716.753434	DoS-HTTP_Flood	DoS	1
25.6	6	101.6	1,197.038728	0	0	0	0	0.8	8	0	0	0	0	0.8	0	0.8	0	0	0.2	0	0.8	0.8	7,888	60	1,514	788.8	764.431059	788.8	0.000902	10	584,354.844444	BenignTraffic	Benign	0
32	6	82.1	246.250095	0.1	0	0	0.1	1	10	0	1	0	0	1	0	1	0	0	0	0	1	1	691	66	97	69.1	9.803061	69.1	0.004061	10	96.1	DNS_Spoofing	Spoofing	1
11.2	17	170	19.705362	0	0	0	0	0.2	2	0	0	0	0	0.2	0.1	0.2	0.6	0	0.2	0	0.8	0.8	1,274	60	214	127.4	72.276014	127.4	0.068496	10	5,223.822222	Recon-PortScan	Recon	1
23.2	6	153.3	219.529255	0	0	0	0.1	0.7	7	0	0	0	0	0.7	0	0.7	0.1	0	0.2	0	0.8	0.8	886	60	214	88.6	52.671308	88.6	0.010486	10	2,774.266667	BenignTraffic	Benign	0
39.2	6	65.67	2,620.342731	0	0.96	0	0	0.02	2	96	0	0	0	0.02	0.02	0.98	0.02	0	0	0	1	1	7,436	66	100	74.36	3.849492	74.36	0.000382	100	14.818586	DoS-HTTP_Flood	DoS	1
20	6	65.62	33,235.372425	0	0	0	0	0.01	1	0	0	0	0	0.01	0	1	0	0	0	0	1	1	7,454	60	1,514	74.54	145.4	74.54	0.00003	100	21,141.16	DDoS-TCP_Flood	DDoS	1
28.6	6	64	5,702.501631	0	0.43	0.57	0	0.57	57	43	0	57	0	0	0	1	0	0	0	0	1	1	6,602	60	74	66.02	6.965978	66.02	0.000179	100	48.524848	DoS-HTTP_Flood	DoS	1
19.8	6	63.36	11,806.293982	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	0.000085	100	0	DDoS-SynonymousIP_Flood	DDoS	1
17.2	6	115	36.268035	0	0	0	0	0.5	5	0	0	0	0	0.3	0	0.5	0.3	0	0.2	0	0.8	0.8	1,001	60	267	100.1	78.74918	100.1	0.029066	10	6,201.433333	Recon-HostDiscovery	Recon	1
9.96	6	66.97	1,158.103653	0	0	0	0	0.49	49	0	0	0	0	0	0	0.49	0.02	0	0.01	0.01	0.99	0.99	91,035	60	1,514	910.35	585.003468	910.35	0.000866	100	342,229.058081	DDoS-ACK_Fragmentation	DDoS	1
35.96	6	66.78	2,565.354928	0.02	0.23	0	0.07	0.9	90	23	2	0	0.93	0.02	0.04	0.96	0.04	0	0	0	1	1	55,600	60	2,847	556	718.637586	556	0.00039	100	516,439.979798	DoS-HTTP_Flood	DoS	1
29.6	6	130.8	962.4599	0.1	0	0	0.1	0.9	9	0	1	0	0.2	0.7	0.1	0.9	0.1	0	0	0	1	1	3,043	66	1,514	304.3	515.925501	304.3	0.001501	10	266,179.122222	Recon-OSScan	Recon	1
12.4	6	139.9	18.284439	0	0	0	0.2	0.4	4	0	0	0	0	0.1	0	0.4	0.4	0	0.1	0.1	0.9	0.9	1,162	60	230	116.2	62.287505	116.2	0.055498	10	3,879.733333	BenignTraffic	Benign	0
28.8	6	198.4	229.848806	0	0	0	0.1	0.9	9	0	0	0	0	0.9	0	0.9	0	0	0	0.1	1	1	1,051	66	367	105.1	96.270972	105.1	0.004406	10	9,268.1	BenignTraffic	Benign	0
16.4	6	74.2	173.42154	0	0	0	0.2	0.5	5	0	0	0	0	0.5	0	0.5	0.2	0	0.1	0.2	0.9	0.9	1,532	60	345	153.2	113.160456	153.2	0.006367	10	12,805.288889	Recon-OSScan	Recon	1
28.4	6	133.6	608.611063	0	0	0	0	0.7	7	0	0	0	0	0.7	0	0.7	0.3	0	0	0	1	1	6,684	78	1,500	668.4	716.33065	668.4	0.00167	10	513,129.6	MITM-ArpSpoofing	Spoofing	1
27.2	6	148	432.322249	0	0	0	0.1	0.8	8	0	0	0	0	0.8	0	0.8	0.2	0	0	0	1	1	3,589	60	1,514	358.9	608.970069	358.9	0.002587	10	370,844.544444	BenignTraffic	Benign	0
8	17	64	42,370.986968	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	0.000024	100	0	DDoS-UDP_Flood	DDoS	1
8.04	17	65.71	1,785.744879	0	0	0	0	0.01	1	0	0	0	0	0	0	0.01	0.98	0	0	0.01	1	1	54,450	60	554	544.5	66.889552	544.5	0.00056	100	4,474.212121	Mirai-udpplain	Mirai	1
7.92	17	63.18	824.20641	0	0	0	0	0	0	0	0	0	0	0	0	0	0.99	0	0.01	0	0.99	0.99	54,603	60	554	546.03	57.690651	546.03	0.001215	100	3,328.211212	Mirai-udpplain	Mirai	1
27.2	6	183.5	115.594923	0	0	0	0.1	0.8	8	0	0	0	0	0.8	0	0.8	0.2	0.1	0	0	1	1	1,192	66	344	119.2	96.596296	119.2	0.01403	10	9,330.844444	BenignTraffic	Benign	0
22.8	6	90.9	1,001.911951	0	0.7	0.3	0	0.3	3	7	0	3	0	0	0	1	0	0	0	0	1	1	600	60	60	60	0	60	0.001214	10	0	Recon-HostDiscovery	Recon	1
8	17	64	5,279.041434	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	0.00019	100	0	Mirai-udpplain	Mirai	1
8	17	64	45,834.378756	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	0.000022	100	0	DoS-UDP_Flood	DoS	1
20.12	6	65.71	3,739.83879	0	0.95	0.05	0	0.01	1	95	0	5	0	0.01	0	1	0	0	0	0	1	1	6,006	60	66	60.06	0.6	60.06	0.000267	100	0.36	DDoS-SYN_Flood	DDoS	1
30.8	6	81.7	87.043496	0.2	0	0	0.1	1	10	0	2	0	0	0.1	0	1	0	0	0	0	1	1	3,910	60	3,322	391	1,029.850151	391	0.011609	10	1,060,591.333333	Recon-PortScan	Recon	1
32.8	6	89.8	178.23074	0	0.1	0	0.3	1	10	1	0	0	0.1	0.9	0	1	0	0	0	0	1	1	2,121	66	640	212.1	242.356235	212.1	0.006869	10	58,736.544444	BenignTraffic	Benign	0
32	6	210.4	1,318.590336	0	0	0	0.7	1	10	0	0	0	0	1	0	1	0	0	0	0	1	1	12,120	66	1,500	1,212	604	1,212	0.000759	10	364,816	MITM-ArpSpoofing	Spoofing	1
30.4	6	61.6	45.796144	0.1	0.1	0	0.3	0.9	9	1	1	0	0.5	0.4	0.1	0.9	0.1	0	0	0	1	1	1,048	66	262	104.8	66.367328	104.8	0.023519	10	4,404.622222	Recon-PortScan	Recon	1
35.8	6	66.55	277.835636	0	0.71	0.01	0.09	0.32	32	71	0	1	0.89	0.03	0	0.94	0.02	0	0.04	0	0.96	0.96	20,365	60	1,514	203.65	360.438856	203.65	0.003604	100	129,916.169192	DDoS-HTTP_Flood	DDoS	1
20	6	64	51,974.027261	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-TCP_Flood	DDoS	1
20.4	6	195.2	235.949213	0	0.1	0.9	0	0.9	9	1	0	9	0	0	0	1	0	0	0	0	1	1	600	60	60	60	0	60	0.006159	10	0	Recon-HostDiscovery	Recon	1
20	6	64	30,535.119394	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	1
0	47	64	4,484.303936	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	0.000223	100	0	Mirai-greeth_flood	Mirai	1
0	47	64	2,611.158563	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	0.000384	100	0	Mirai-greip_flood	Mirai	1
0.8	47	61.9	310.530929	0	0.01	0	0	0	0	1	0	0	0.01	0	0.03	0.01	0.05	0	0.05	0.05	0.95	0.95	51,883	60	590	518.83	162.766552	518.83	0.003223	100	26,492.950606	Mirai-greip_flood	Mirai	1
22.52	6	64	33,759.690921	0	0.96	0	0	0.27	27	96	0	0	0	0.04	0	1	0	0	0	0	1	1	6,136	60	94	61.36	6.696177	61.36	0.00003	100	44.838788	DoS-SYN_Flood	DoS	1
22	6	151.3	348.906025	0	0.5	0.5	0	0.5	5	5	0	5	0	0	0	1	0	0	0	0	1	1	600	60	60	60	0	60	0.003242	10	0	Recon-HostDiscovery	Recon	1
46	6	93.5	15,218.809869	0	0	0	0.2	1	10	0	0	0	1	0	0	1	0	0	0	0	1	1	10,572	94	2,858	1,057.2	1,136.081061	1,057.2	0.000066	10	1,290,680.177778	BenignTraffic	Benign	0
20	6	64	21,101.292952	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	DDoS-SynonymousIP_Flood	DDoS	1
19.6	6	138.5	21.628831	0	0.1	0	0.3	0.4	4	1	0	0	0.1	0.2	0	0.5	0.5	0.1	0	0	1	1	1,938	60	520	193.8	148.916681	193.8	0.053588	10	22,176.177778	DictionaryBruteForce	BruteForce	1
12	0	72.2	48.247658	0.1	0	0	0	0.3	3	0	1	0	0	0	0	0.3	0.3	0	0.4	0	0.6	0.6	788	60	230	78.8	53.201504	78.8	0.020739	10	2,830.4	Recon-PortScan	Recon	1
8	17	64	2,667.012577	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0.01	0	0	1	1	55,188	342	554	551.88	21.2	551.88	0.000376	100	449.44	Mirai-udpplain	Mirai	1
34.56	6	67.18	319.426567	0.03	0.48	0.08	0.05	0.9	90	48	3	8	0.9	0.05	0	0.96	0.03	0	0.01	0	0.99	0.99	8,716	60	379	87.16	64.083708	87.16	0.003131	100	4,106.721616	DDoS-HTTP_Flood	DDoS	1
30.4	6	85.2	96.725857	0.1	0.1	0	0.4	0.9	9	1	1	0	0	0.9	0	0.9	0.1	0	0	0	1	1	2,109	66	668	210.9	215.643971	210.9	0.010662	10	46,502.322222	BenignTraffic	Benign	0
15.2	17	75.3	309.510752	0.1	0	0	0	0.3	3	0	1	0	0.2	0	0.3	0.3	0.7	0	0	0	1	1	671	60	86	67.1	8.621034	67.1	0.005224	10	74.322222	VulnerabilityScan	Recon	1
19.8	6	63.36	16,860.168027	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	0.000059	100	0	DDoS-SynonymousIP_Flood	DDoS	1
8	17	64	7,994.175386	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	0.000126	100	0	Mirai-udpplain	Mirai	1
8	17	64	9,881.505913	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	1	18,200	182	182	182	0	182	0.000101	100	0	DoS-UDP_Flood	DoS	1
8	17	64	2,629.839048	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	0.00038	100	0	Mirai-udpplain	Mirai	1
20	6	64	38,314.643281	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	0.000026	100	0	DDoS-TCP_Flood	DDoS	1
10.2	6	67.59	3,091.275188	0	0.01	0	0	0.5	50	1	0	0	0	0	0.01	0.5	0.02	0	0	0	1	1	92,645	60	1,514	926.45	580.292688	926.45	0.000327	100	336,739.603535	DDoS-ACK_Fragmentation	DDoS	1
24.4	6	89.1	218.379403	0	0.8	0	0.1	0.2	2	8	0	0	0	0.1	0	1	0	0	0	0	1	1	653	60	113	65.3	16.760072	65.3	0.007816	10	280.9	Recon-HostDiscovery	Recon	1
8	17	64	57,669.517393	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	0.000017	100	0	DDoS-UDP_Flood	DDoS	1
19.64	6	63.92	35,287.767121	0	0	0	0	0	0	0	0	0	0	0	0	0.97	0.03	0	0	0	1	1	6,149	60	122	61.49	9.040308	61.49	0.000029	100	81.727172	DoS-TCP_Flood	DoS	1
29.6	6	204.4	200.730503	0	0	0	0	0.9	9	0	0	0	0	0.9	0.1	0.9	0.1	0	0	0	1	1	680	66	86	68	6.324555	68	0.005431	10	40	BenignTraffic	Benign	0
20	6	64	25,515.902178	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	0.000039	100	0	DoS-TCP_Flood	DoS	1
12.8	17	95.2	60.812838	0	0	0	0.1	0.3	3	0	0	0	0	0	0	0.3	0.4	0	0.3	0	0.7	0.7	1,031	60	230	103.1	70.654795	103.1	0.019006	10	4,992.1	VulnerabilityScan	Recon	1
20	6	128	692.758114	0	0	0	0	1	10	0	0	0	0	1	0	1	0	0	0	0	1	1	540	54	54	54	0	54	0.001444	10	0	MITM-ArpSpoofing	Spoofing	1
7.92	17	63.36	20,648.372963	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	0.000048	100	0	DDoS-UDP_Flood	DDoS	1
22	6	81.4	75.299525	0.1	0	0	0.2	0.7	7	0	1	0	0.1	0.6	0	0.7	0.1	0	0.1	0.1	0.9	0.9	1,489	60	630	148.9	178.476547	148.9	0.016224	10	31,853.877778	BenignTraffic	Benign	0
17.6	17	56.6	161.43363	0	0.1	0	0.3	0.3	3	1	0	0	0.1	0.3	0.1	0.4	0.5	0	0.1	0	0.9	0.9	1,264	60	364	126.4	113.25409	126.4	0.006748	10	12,826.488889	BenignTraffic	Benign	0
0.32	47	63.36	3,395.125426	0	0	0	0.01	0.01	1	0	0	0	0	0.01	0	0.01	0	0	0.01	0	0.99	0.99	58,187	60	592	581.87	71.359335	581.87	0.000295	100	5,092.154646	Mirai-greeth_flood	Mirai	1
26	6	119	47.309712	0.1	0	0	0.2	0.8	8	0	1	0	0	0.7	0	0.8	0.2	0	0	0	1	1	1,146	60	230	114.6	67.836732	114.6	0.025021	10	4,601.822222	VulnerabilityScan	Recon	1
20.64	6	64	6,087.87738	0	0.12	0.85	0	0.1	10	12	0	85	0	0.03	0	1	0	0	0	0	1	1	6,018	60	66	60.18	1.02868	60.18	0.000164	100	1.058182	DoS-SYN_Flood	DoS	1
40	6	64	8,379.39067	0	1	0	0	0	0	100	0	0	0	0	0	1	0	0	0	0	1	1	7,400	74	74	74	0	74	0.000119	100	0	DoS-HTTP_Flood	DoS	1
32.32	6	70.61	1,512.011218	0.01	0.25	0.09	0.29	0.65	65	25	1	9	0.94	0.03	0.02	0.97	0.03	0	0	0	1	1	69,114	60	2,962	691.14	736.267477	691.14	0.000661	100	542,089.798384	DDoS-HTTP_Flood	DDoS	1
30.4	6	76.2	66.3557	0	0.1	0	0.5	0.9	9	1	0	0	0	0.9	0	0.9	0.1	0	0	0	1	1	5,399	66	2,954	539.9	923.870896	539.9	0.016722	10	853,537.433333	BenignTraffic	Benign	0
26.4	6	198.1	1,153.92979	0	0	0	0.2	0.8	8	0	0	0	0	0.8	0.1	0.8	0.1	0	0	0.1	1	1	6,618	66	1,494	661.8	716.678419	661.8	0.000937	10	513,627.955556	MITM-ArpSpoofing	Spoofing	1
23.2	6	106.7	151.563367	0.1	0.1	0	0.3	0.6	6	1	1	0	0	0.6	0.1	0.6	0.4	0	0	0	1	1	1,344	50	618	134.4	172.834024	134.4	0.006614	10	29,871.6	DNS_Spoofing	Spoofing	1
0	1	64	70,873.673538	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	0.000014	100	0	DDoS-ICMP_Flood	DDoS	1
18.4	6	68.7	27.497989	0	0	0	0.4	0.7	7	0	0	0	0	0.7	0	0.7	0.1	0	0.2	0	0.8	0.8	1,111	60	214	111.1	56.406166	111.1	0.044323	10	3,181.655556	Recon-HostDiscovery	Recon	1
20	6	64	64,857.027988	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	DoS-TCP_Flood	DoS	1
4.92	17	66.95	824.253382	0	0.02	0.01	0	0.02	2	2	0	1	0	0	0	0.03	0.49	0	0.01	0	0.99	0.99	91,468	60	1,514	914.68	593.150072	914.68	0.001213	100	351,827.007677	DDoS-UDP_Fragmentation	DDoS	1
20.24	6	65.73	6,637.922357	0	0	0	0	0.01	1	0	0	0	0	0.01	0	1	0	0	0	0	1	1	6,018	60	78	60.18	1.8	60.18	0.000151	100	3.24	DDoS-TCP_Flood	DDoS	1
16.4	6	45.2	275.482519	0	0	0	0.4	0.7	7	0	0	0	0	0.7	0	0.7	0.3	0	0	0	1	1	1,127	54	179	112.7	53.611877	112.7	0.00437	10	2,874.233333	MITM-ArpSpoofing	Spoofing	1
20	6	64	23,463.325129	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-SynonymousIP_Flood	DDoS	1
22.24	6	64	5,399.812037	0	0.56	0.44	0	0.56	56	56	0	44	0	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000185	100	0	DoS-SYN_Flood	DoS	1
20	6	43	12,937.396669	0	0	0	0	1	10	0	0	0	1	0	0	1	0	0	0	0	1	1	540	54	54	54	0	54	0.000114	10	0	DNS_Spoofing	Spoofing	1
20	6	64	38,926.25522	0	0	0.32	0	0.32	32	0	0	32	1	0	0	1	0	0	0	0	1	1	6,000	60	60	60	0	60	0.000026	100	0	DoS-TCP_Flood	DoS	1
32.88	6	100.92	1,303.850339	0.06	0.14	0	0.31	0.92	92	14	6	0	0	0.99	0	0.99	0.01	0	0	0	1	1	10,724	66	1,362	107.24	138.132064	107.24	0.000779	100	19,080.467071	DDoS-SlowLoris	DDoS	1
26.4	6	71.5	247.672204	0.2	0	0	0.1	0.9	9	0	2	0	0	0.9	0	0.9	0	0	0.1	0	0.9	0.9	7,857	60	1,474	785.7	727.505029	785.7	0.00413	10	529,263.566667	BenignTraffic	Benign	0
0.08	47	65.91	556.736703	0	0	0	0	0	0	0	0	0	0	0	0	0	0.01	0	0	0	1	1	58,811	203	592	588.11	38.9	588.11	0.001799	100	1,513.21	Mirai-greeth_flood	Mirai	1
24.4	6	123.4	44.608439	0.1	0.1	0	0.1	0.7	7	1	1	0	0.2	0.4	0.1	0.7	0.3	0	0	0	1	1	1,021	60	317	102.1	78.89719	102.1	0.022454	10	6,224.766667	VulnerabilityScan	Recon	1
15.2	17	94.4	100.169421	0	0	0	0.2	0.3	3	0	0	0	0.3	0	0.4	0.3	0.7	0	0	0	1	1	894	60	214	89.4	45.634295	89.4	0.015773	10	2,082.488889	VulnerabilityScan	Recon	1
22.4	6	144.8	322.715725	0	0	0	0.2	0.6	6	0	0	0	0	0.6	0	0.6	0.4	0	0	0	1	1	825	50	156	82.5	39.398957	82.5	0.003115	10	1,552.277778	MITM-ArpSpoofing	Spoofing	1

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CIC-IoT-2023 (1.3M subsample, raw variant)

Companion to lacg030175/CIC-IoT-2023. This variant preserves rows with NaN or ±infinity values in any feature column (the original dataset drops them via pd.dropna). Intended for use with ThermometerEncoder(invalid_encoding="single_bit"), which treats missing / undefined values as a learnable is_invalid flag bit rather than silently encoding them as zero.

Row counts

Full dataset: 1,342,371 rows, 50 (0.004%) with NaN in numeric features.

Splits:

random (80/20): 1,073,896 train / 268,475 test
random_3way (80/10/10): 1,073,896 / 134,237 / 134,238

Top-20 RF Features

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

Preprocessing (raw variant)

Rows with NaN / ±inf are PRESERVED (not dropped).
Feature columns coerced to numeric via pd.to_numeric(errors="coerce").
Subsampled to ~1.3M rows via fixed caps per attack type (same as parent lacg030175/CIC-IoT-2023).
Use with ThermometerEncoder(invalid_encoding="single_bit") to encode NaN/±inf as a learnable state.

Citation

@article{neto2023ciciot,
  title={CICIoT2023: A Real-Time Dataset and Benchmark for Large-Scale Attacks in IoT Environment},
  author={Neto, Euclides Carlos Pinto and Dadkhah, Sajjad and Ferreira, Raphael and Zohourian, Alireza and Lu, Rongxing and Ghorbani, Ali A},
  journal={Sensors}, volume={23}, number={13}, pages={5941}, 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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