Subset (2)

random · 46.7M rows

Split (2)

train · 37.3M rows

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
4.23789	108	6	64	0.471933	0.471933	0	1	0	0	0	0	2	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	82,985,264	9.5	10.392304	0	0	0	141.550003	DoS-SYN_Flood	DoS-SYN_Flood	DoS	1
0	54	6	64	24.031548	24.031548	0	1	0	0	0	0	1	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,089,176	9.5	10.392304	0	0	0	141.550003	DDoS-SYN_Flood	DDoS-SYN_Flood	DDoS	1
0	0	1	64	19.873415	19.873415	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,483,288	9.5	9.165152	0	0	0	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
0	54	6	64	0	0	1	0	1	0	0	1	0	1	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,343,856	9.5	10.392304	0	0	0	141.550003	DDoS-RSTFINFlood	DDoS-RSTFINFlood	DDoS	1
0	182	17	64	4.238837	4.238837	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	1,911	182	182	182	0	182	83,007,312	9.5	19.078785	0	0	0	141.550003	DoS-UDP_Flood	DoS-UDP_Flood	DoS	1
0	0	1	64	10.240912	10.240912	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,128,152	9.5	9.165152	0	0	0	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
0.548567	858,977	17	64	2,860.614258	2,860.614258	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	5,817	554	554	554	0	554	83,789,360	9.5	33.286633	0	0	0	141.550003	Mirai-udpplain	Mirai-udpplain	Mirai	1
1.822209	1,317,245.75	17	64	1,294.244507	1,294.244507	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	5,817	554	554	554	0	554	83,759,008	9.5	33.286633	0	0	0	141.550003	Mirai-udpplain	Mirai-udpplain	Mirai	1
0	0	1	64	2.915785	2.915785	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,149,744	9.5	9.165152	0	0	0	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
0	54	6	64	0.689542	0.689542	1	0	1	0	0	1	0	1	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,349,320	9.5	10.392304	0	0	0	141.550003	DDoS-RSTFINFlood	DDoS-RSTFINFlood	DDoS	1
0	0	1	64	1,048,576	1,048,576	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,153,712	9.5	9.165152	0	0	0	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
0	54	6	64	2.744081	2.744081	0	1	0	0	0	0	1	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,089,368	9.5	10.392304	0	0	0	141.550003	DDoS-SYN_Flood	DDoS-SYN_Flood	DDoS	1
0	54	6	64	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,037,112	9.5	10.392304	0	0	0	141.550003	DDoS-TCP_Flood	DDoS-TCP_Flood	DDoS	1
0.298677	33,971.621094	17	64	3,444.487305	3,444.487305	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	526.440002	50	51.439999	50.16782	0.436559	50.080002	83,016,528	9.5	10.016694	0.617993	1.12252	0.18	141.550003	DoS-UDP_Flood	DoS-UDP_Flood	DoS	1
0	54	6	64	12.177999	12.177999	1	0	1	0	0	1	0	1	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,348,344	9.5	10.392304	0	0	0	141.550003	DDoS-RSTFINFlood	DDoS-RSTFINFlood	DDoS	1
2.565143	1,648,675.5	16.889999	64	1,149.51123	1,149.51123	0	0	0	0	0	0	0.02	0	0.01	0.03	0	0	0	1	0	1	1	5,814.089844	551.090027	554	553.854492	0.63422	551.090027	83,767,520	9.5	33.286633	0	0	0	141.550003	Mirai-udpplain	Mirai-udpplain	Mirai	1
0	0	1	64	8.864227	8.864227	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,483,272	9.5	9.165152	0	0	0	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
4.402401	113.730003	6	65.68	0.461017	0.461017	0	0	0	0	0	0.03	0	0	0.04	0.05	0	0	1	0	0	1	1	573.400024	54	60.400002	54.347218	1.448956	55.599998	82,947,312	9.5	10.424845	2.061243	53.134193	0.04	141.550003	DoS-TCP_Flood	DoS-TCP_Flood	DoS	1
0	54	6	64	3.918349	3.918349	1	0	1	0	0	1	0	1	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,349,328	9.5	10.392304	0	0	0	141.550003	DDoS-RSTFINFlood	DDoS-RSTFINFlood	DDoS	1
0	54	6	64	17.688305	17.688305	1	0	1	0	0	1	0	1	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,344,520	9.5	10.392304	0	0	0	141.550003	DDoS-RSTFINFlood	DDoS-RSTFINFlood	DDoS	1
0.167176	17,235	17	64	34,504.898438	34,504.898438	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	525	50	50	50	0	50	83,123,464	9.5	10	0	0	0	141.550003	DDoS-UDP_Flood	DDoS-UDP_Flood	DDoS	1
0.000022	5.57	1.41	65.550003	354.170593	354.170593	0	0	0	0	0	0	0	0	0.02	0.02	0	0	0	0	1	1	1	9,267.150391	255.850006	1,464.900024	855.374817	559.501099	902.150024	83,250,048	9.5	41.054924	791.210693	330,139.03125	0.95	141.550003	DDoS-ICMP_Fragmentation	DDoS-ICMP_Fragmentation	DDoS	1
0.00128	54.580002	6	64	23.136236	23.136236	0	1	0	0	0	0	1.01	0	0	0.01	1	0	1	0	0	1	1	567.119995	54	54.119999	54.006329	0.026812	54.040001	83,090,056	9.5	10.392923	0.038221	0.024351	0.03	141.550003	DDoS-SYN_Flood	DDoS-SYN_Flood	DDoS	1
0	54	6	64	5.471832	5.471832	1	0	1	0	0	1	0	1	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,343,848	9.5	10.392304	0	0	0	141.550003	DDoS-RSTFINFlood	DDoS-RSTFINFlood	DDoS	1
0	0	1	64	13.319412	13.319412	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
0	54	6	64	2.027776	2.027776	0	0	0	1	1	0	0	0	1	1	0	0	1	0	0	1	1	567	54	54	54	0	54	83,331,720	9.5	10.392304	0	0	0	141.550003	DDoS-PSHACK_Flood	DDoS-PSHACK_Flood	DDoS	1
0.51205	85.959999	6	63.880001	2.24033	2.24033	0	1	0	0	0	0	1.58	0	0	0.02	0	0	1	0	0	1	1	571	54.200001	58	54.719547	1.191398	54.200001	83,361,048	9.5	10.459079	1.686404	8.015752	0.19	141.550003	DDoS-SynonymousIP_Flood	DDoS-SynonymousIP_Flood	DDoS	1
0.060751	20,980	17	64	6,609.738281	6,609.738281	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	525	50	50	50	0	50	83,102,152	9.5	10	0	0	0	141.550003	DDoS-UDP_Flood	DDoS-UDP_Flood	DDoS	1
0	0	1	64	2.600359	2.600359	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,149,440	9.5	9.165152	0	0	0	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
0	54	6	64	22.870703	22.870703	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
0.015674	63.720001	6	64	22.94068	22.94068	0	0	0	1	1	0	0	0.18	1	1	0	0	1	0	0	1	1	567	54	54	54	0	54	83,314,000	9.5	10.392304	0	0	0	141.550003	DDoS-PSHACK_Flood	DDoS-PSHACK_Flood	DDoS	1
0	54	6	64	1.104458	1.104458	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,068,272	9.5	10.392304	0	0	0	141.550003	DDoS-TCP_Flood	DDoS-TCP_Flood	DDoS	1
0	54	6	64	1.146405	1.146405	0	0	0	1	1	0	0	0	1	1	0	0	1	0	0	1	1	567	54	54	54	0	54	83,331,136	9.5	10.392304	0	0	0	141.550003	DDoS-PSHACK_Flood	DDoS-PSHACK_Flood	DDoS	1
0.000293	56.139999	6.11	64.639999	36.752155	36.752155	0	1	0	0	0	0	0.99	0	0	0	0	0	1	0	0	1	1	581.849976	54	68.849998	55.037842	3.759718	55.349998	83,089,736	9.5	10.488306	5.327262	130.260895	0.11	141.550003	DDoS-SYN_Flood	DDoS-SYN_Flood	DDoS	1
8.663444	113.580002	6.11	64	0.233444	0.233444	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	1	607.599976	54	94.599998	57.328445	10.961688	56.900002	82,956,240	9.5	10.681866	15.524117	879.119812	0.14	141.550003	DoS-TCP_Flood	DoS-TCP_Flood	DoS	1
1.40101	108	6	64	1.429697	1.429697	0	1	0	0	0	0	2	0	0	0	1	0	1	0	0	1	1	567	54	54	54	0	54	83,362,256	9.5	10.392304	0	0	0	141.550003	DDoS-SynonymousIP_Flood	DDoS-SynonymousIP_Flood	DDoS	1
0	54	6	64	1.061824	1.061824	0	0	0	1	1	0	0	0	1	1	0	0	1	0	0	1	1	567	54	54	54	0	54	83,331,304	9.5	10.392304	0	0	0	141.550003	DDoS-PSHACK_Flood	DDoS-PSHACK_Flood	DDoS	1
0	54	6	64	28.76008	28.76008	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
77.554375	2,946	5.3	78	2.332965	2.332965	0	0	0	0	1	0	1.4	0.3	6.5	17.6	0	0	1	0	0	1	1	1,264.5	59.400002	130.100006	81.127701	22.085699	89.5	166,601,376	13.5	12.747756	31.219799	508.705414	1	244.600006	DictionaryBruteForce	DictionaryBruteForce	BruteForce	1
0.28248	33,530	17	64	2,627.205078	2,627.205078	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	525	50	50	50	0	50	83,102,408	9.5	10	0	0	0	141.550003	DDoS-UDP_Flood	DDoS-UDP_Flood	DDoS	1
0.106508	28,154.5	16.83	63.360001	5,325.935547	5,325.935547	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	525.900024	50	50.900002	50.057785	0.21975	50.099998	83,106,472	9.5	10.005786	0.31153	0.542093	0.09	141.550003	DDoS-UDP_Flood	DDoS-UDP_Flood	DDoS	1
0	54	6	64	29.95418	29.95418	0	0	0	1	1	0	0	0	1	1	0	0	1	0	0	1	1	567	54	54	54	0	54	83,314,680	9.5	10.392304	0	0	0	141.550003	DDoS-PSHACK_Flood	DDoS-PSHACK_Flood	DDoS	1
0	54	6	64	2.817377	2.817377	0	1	0	0	0	0	1	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	82,985,400	9.5	10.392304	0	0	0	141.550003	DoS-SYN_Flood	DoS-SYN_Flood	DoS	1
0	54	6	64	23.807533	23.807533	0	0	0	1	1	0	0	0	1	1	0	0	1	0	0	1	1	567	54	54	54	0	54	83,330,976	9.5	10.392304	0	0	0	141.550003	DDoS-PSHACK_Flood	DDoS-PSHACK_Flood	DDoS	1
0.13373	28,611	16.83	63.360001	4,278.116211	4,278.116211	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	526.700012	50	51.700001	50.176441	0.498558	50.099998	83,015,912	9.5	10.017554	0.705825	1.531716	0.17	141.550003	DoS-UDP_Flood	DoS-UDP_Flood	DoS	1
1.054247	567,210.5	16.610001	63.119999	358.919189	358.919189	0	0	0	0	0	0.02	0.02	0.02	0.02	0.04	0	0	0	0	0	1	1	9,315.900391	274.940002	1,479.439941	870.778931	559.472412	905.820007	83,370,872	9.5	41.544025	791.303162	330,360.59375	0.95	141.550003	DDoS-UDP_Fragmentation	DDoS-UDP_Fragmentation	DDoS	1
0	0	1	64	17.158773	17.158773	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,153,712	9.5	9.165152	0	0	0	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
0	743.090027	5.94	65.269997	0	0	0	0	0	0	0	0	0	0	0.01	0.5	0	0	0	0	0	1	1	9,803.320313	379.320007	1,491.199951	941.502136	538.783569	926.950012	83,340,376	9.5	43.26004	761.943787	305,723.34375	0.95	141.550003	DDoS-ACK_Fragmentation	DDoS-ACK_Fragmentation	DDoS	1
0.040721	21,336	16.360001	71.639999	10,551.798828	10,551.798828	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	536.599976	50	53.200001	50.996288	1.448331	50.799999	83,011,712	9.5	10.096686	2.050422	13.211985	0.16	141.550003	DoS-UDP_Flood	DoS-UDP_Flood	DoS	1
0	0	1	64	0.995891	0.995891	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,132,072	9.5	9.165152	0	0	0	141.550003	DDoS-ICMP_Flood	DDoS-ICMP_Flood	DDoS	1
0	162	17	64	3.400447	3.400447	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	1,701	162	162	162	0	162	83,007,880	9.5	18	0	0	0	141.550003	DoS-UDP_Flood	DoS-UDP_Flood	DoS	1
0.551836	75.059998	6	64	0.942299	0.942299	0	1	0	0	0	0	1.39	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,365,584	9.5	10.392304	0	0	0	141.550003	DDoS-SynonymousIP_Flood	DDoS-SynonymousIP_Flood	DDoS	1
65.246544	1,157,119.375	7.65	69.139999	25.093918	25.093918	0	0	0	0	1	0.12	0.41	0	804.52002	1,672.880005	0	0	1	0	0	1	1	4,159.600098	67.160004	1,303.930054	347.074707	407.843872	435.559998	83,241,568	9.5	25.02556	576.214417	246,015.546875	0.95	141.550003	VulnerabilityScan	VulnerabilityScan	Recon	1
0.028521	76.879997	6.11	64	14.802212	14.802212	1	0	1	0	0	0.99	0	0.99	0	0	0	0	1	0	0	1	1	566.559998	53.560001	54	53.96925	0.111399	53.959999	83,348,296	9.5	10.389332	0.157845	0.114358	0.11	141.550003	DDoS-RSTFINFlood	DDoS-RSTFINFlood	DDoS	1
0	54	6	64	3.446273	3.446273	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	1	567	54	54	54	0	54	83,076,368	9.5	10.392304	0	0	0	141.550003	DDoS-TCP_Flood	DDoS-TCP_Flood	DDoS	1
0	54	6	64	27.434462	27.434462	0	1	0	0	0	0	1	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,089,928	9.5	10.392304	0	0	0	141.550003	DDoS-SYN_Flood	DDoS-SYN_Flood	DDoS	1
0.085794	13,245.639648	16.67	64	7,567.092285	7,567.092285	0	0	0	0	0	0	0.06	0	1.11	2.97	0	0	0	1	0	1	1	792.669983	50	192.600006	64.710175	39.876442	112.349998	83,123,832	9.5	10.812255	56.641251	32,240.671875	0.05	141.550003	DDoS-UDP_Flood	DDoS-UDP_Flood	DDoS	1
0.031129	66.419998	6	64	14.821507	14.821507	0	0	0	1	1	0	0	0.23	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	7.02902	7.02902	1	0	1	0	0	1	0	1	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,348,432	9.5	10.392304	0	0	0	141.550003	DDoS-RSTFINFlood	DDoS-RSTFINFlood	DDoS	1
0	54	6	64	1.508984	1.508984	0	0	0	1	1	0	0	0	1	1	0	0	1	0	0	1	1	567	54	54	54	0	54	83,318,216	9.5	10.392304	0	0	0	141.550003	DDoS-PSHACK_Flood	DDoS-PSHACK_Flood	DDoS	1
7.532226	119.879997	6.11	64	0.293512	0.293512	0	1	0	0	0	0	1.98	0	0	0	0	0	1	0	0	1	1	567.359985	54	54.360001	54.023113	0.0879	54.040001	82,973,056	9.5	10.394536	0.124612	0.086735	0.09	141.550003	DoS-SYN_Flood	DoS-SYN_Flood	DoS	1
0	54	6	64	3.575464	3.575464	1	0	1	0	0	1	0	1	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,349,384	9.5	10.392304	0	0	0	141.550003	DDoS-RSTFINFlood	DDoS-RSTFINFlood	DDoS	1
0	54	6	64	31.974386	31.974386	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,075,928	9.5	10.392304	0	0	0	141.550003	DDoS-TCP_Flood	DDoS-TCP_Flood	DDoS	1

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