Datasets:

abideen
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iot

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train · 36.3M rows

flow_duration float64 0 263k	Header_Length float64 0 9.91M	Protocol Type float64 0 47	Duration float64 0 255	Rate float64 0 8.39M	Srate float64 0 8.39M	syn_flag_number float64 0 1	psh_flag_number float64 0 1	ack_flag_number float64 0 1	syn_count float64 0 12.9	urg_count float64 0 4.4k	rst_count float64 0 9.61k	HTTP float64 0 1	TCP float64 0 1	UDP float64 0 1	ICMP float64 0 1	IPv float64 0 1	LLC float64 0 1	Tot sum float64 42 127k	Min float64 42 7.31k	Max float64 42 49k	AVG float64 42 11.6k	Std float64 0 12.4k	Tot size float64 42 13.1k	IAT float64 0 168M	Number float64 1 15	Magnitue float64 9.17 145	Radius float64 0 17.6k	Covariance float64 0 155M	Variance float64 0 1	Weight float64 1 245	label stringclasses 8 values	__index_level_0__ int64 0 451k
0.017116	58.48	6.22	67.82	0.860732	0.860732	1	0	0	0.98	0	0	0	1	0	0	1	1	598.56	55.49	85.56	59.448632	9.259494	57.25	83,361,981.980318	9.5	10.82045	12.563712	444.894255	0.19	141.55	DDoS	243,631
0	54	6	64	0	0	1	0	0	1	0	0	1	1	0	0	1	1	567	54	54	54	0	54	83,362,263.694189	9.5	10.392305	0	0	0	141.55	DDoS	243,632
0	0	1	64	1.499089	1.499089	0	0	0	0	0	0	0	0	0	1	1	1	441	42	42	42	0	42	83,132,736.365633	9.5	9.165151	0	0	0	141.55	DDoS	243,633
0.111103	14,406	17	64	2,855.223808	2,855.223808	0	0	0	0	0	0	0	0	1	0	1	1	525	50	50	50	0	50	83,106,674.604263	9.5	10	0	0	0	141.55	DDoS	243,634
0	54.29	6.11	64	3.657393	3.657393	0	0	0	0	0	0	0	1	0	0	1	1	570.19	54	57.19	54.222944	0.807643	54.29	83,033,398.314247	9.5	10.413623	1.144375	6.010941	0.11	141.55	DDoS	243,635
0.001217	55.64	6	65.58	63.459315	63.459315	1	0	0	1.02	0	0.02	0	1	0	0	1	1	568.88	54	55.88	54.15279	0.498266	54.28	83,076,910.239919	9.5	10.407014	0.706774	1.469067	0.19	141.55	DDoS	243,636
2.282833	129.6	6	64	1.067177	1.067177	1	0	0	2.4	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,362,582.17478	9.5	10.392305	0	0	0	141.55	DDoS	243,637
94.69976	22,718.9	13.7	54.5	6.292841	6.292841	0	0	0	0.4	35.8	73.5	0	0	1	0	1	1	404.8	50	148.6	68.586865	33.05163	73.1	0.011315	5.5	11.652586	46.742064	1,693.815129	0.8	38.5	Benign	243,638
0	54	6	64	2.581761	2.581761	0	1	1	0	1	1	0	1	0	0	1	1	567	54	54	54	0	54	83,314,304.0283	9.5	10.392305	0	0	0	141.55	DDoS	243,639
0	54	6	64	18.383009	18.383009	0	1	1	0	1	1	0	1	0	0	1	1	567	54	54	54	0	54	83,313,716.082791	9.5	10.392305	0	0	0	141.55	DDoS	243,640
0	53.46	5.94	63.36	32.564497	32.564497	1	0	0	0.99	0	0	1	1	0	0	1	1	568.08	54	55.08	54.125864	0.327419	54.06	83,089,249.981221	9.5	10.404376	0.463495	0.631418	0.18	141.55	DDoS	243,641
0	54.32	6.11	64.64	21.687431	21.687431	0	0	0	0	0	0	0	1	0	0	1	1	568.6	54	55.6	54.089443	0.367251	54.32	83,063,962.823933	9.5	10.400921	0.521793	2.725368	0.05	141.55	DDoS	243,642
0.102241	69.12	6	64	5.492563	5.492563	1	0	0	1.28	0	0	0	1	0	0	1	1	567	54	54	54	0	54	83,361,183.78791	9.5	10.392305	0	0	0	141.55	DDoS	243,643
0	54	6	64	19.582485	19.582485	0	1	1	0	1	1	0	1	0	0	1	1	567	54	54	54	0	54	83,314,431.03386	9.5	10.392305	0	0	0	141.55	DDoS	243,644
0.037146	78.22	36.21	63.18	24.542045	24.542045	0	0	0	0.03	0	0.01	0	0	0	0	1	1	4,809.25	296.24	560.05	468.604249	110.233513	453.78	83,581,870.213052	9.5	30.338676	154.660856	23,401.960226	0.53	141.55	Mirai	243,645
3.293075	1,025,996.92	17	64	572.160392	572.160392	0	0	0	0	0	0	0	0	1	0	1	1	5,817	554	554	554	0	554	83,789,102.123377	9.5	33.286634	0	0	0	141.55	Mirai	243,646
0.047343	35,223	17	64	15,083.107398	15,083.107398	0	0	0	0	0	0	0	0	1	0	1	1	525	50	50	50	0	50	83,098,523.188186	9.5	10	0	0	0	141.55	DDoS	243,647
0	0	1	64	9.30813	9.30813	0	0	0	0	0	0	0	0	0	1	1	1	10,252.2	431.12	1,514	1,016.308616	536.729102	949.52	83,249,657.368377	9.5	45.017352	759.033957	306,570.231772	0.94	141.55	DDoS	243,648