Split (1)

train · 250k rows

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	ece_flag_number float64	cwr_flag_number float64	ack_count int64	syn_count int64	fin_count int64	rst_count int64	TCP float64	UDP float64	Tot sum int64	Min int64	Max int64	AVG float64	Std float64	Tot size float64	IAT float64	Number int64	Variance float64	label string
20	6	64	42,917.261844	0	0	0	0	0	0	0	0	0	0	0	1	0	6,000	60	60	60	0	60	0.000023	100	0	TCP_Flood
7.92	17	63.36	7,825.340025	0	0	0	0	0	0	0	0	0	0	0	0	0.99	6,000	60	60	60	0	60	0.000128	100	0	UDP_Flood
32.8	6	64	269.114054	0	0.1	0	0	0.9	0	0	9	1	0	0	1	0	18,044	74	4,410	1,804.4	1,140.84756	1,804.4	0.00391	10	1,301,533.155556	Normal
30.8	6	93.9	242.794774	0	0	0	0.1	1	0	0	10	0	0	0	1	0	6,725	60	1,494	672.5	715.482005	672.5	0.004392	10	511,914.5	Normal
20.08	6	64	5,215.952644	0	0.01	0	0.98	0.98	0	0	98	1	0	0	0.99	0.01	6,029	60	75	60.29	2.041464	60.29	0.000192	100	4.167576	PSHACK_Flood
20	6	64	27,079.243334	0	1	0	0	0	0	0	0	100	0	0	1	0	6,000	60	60	60	0	60	0.000037	100	0	SYN_Flood
32	6	63.6	964.606964	0	0	0	0	1	0	0	10	0	0	0	1	0	20,932	66	4,410	2,093.2	1,398.900902	2,093.2	0.001064	10	1,956,923.733333	Normal
48.8	6	87.6	30,045.157593	0	0	0	0.3	1	0	0	10	0	0	0	1	0	9,204	94	2,858	920.4	1,163.94303	920.4	0.000066	10	1,354,763.377778	Normal
28.4	6	104.9	136.161902	0	0	0	0.5	1	0	0	10	0	0	0	1	0	3,838	60	1,514	383.8	490.501965	383.8	0.007348	10	240,592.177778	Normal
32	6	64	1,486.972737	0	0	0	0	1	0	0	10	0	0	0	1	0	16,588	1,514	2,962	1,658.8	457.897805	1,658.8	0.00095	10	209,670.4	Normal
8	17	64	101,828.210731	0	0	0	0	0	0	0	0	0	0	0	0	1	6,000	60	60	60	0	60	0.00001	100	0	UDP_Flood
32	6	62.5	510.983273	0	0	0	0.1	1	0	0	10	0	0	0	1	0	12,495	66	1,514	1,249.5	560.744594	1,249.5	0.002019	10	314,434.5	Normal
8	17	64	43,031.7431	0	0	0	0	0	0	0	0	0	0	0	0	1	6,000	60	60	60	0	60	0.000023	100	0	UDP_Flood
30.8	6	61.9	469.834215	0	0	0	0.2	1	0	0	10	0	0	0	1	0	15,520	123	2,962	1,552	905.506243	1,552	0.00219	10	819,941.555556	Normal
30.8	6	187.5	231.529952	0	0	0	0.6	1	0	0	10	0	0	0	1	0	5,517	60	2,962	551.7	954.253292	551.7	0.004321	10	910,599.344444	Normal
20	6	64	12,943.38528	0	1	0	0	0	0	0	0	100	0	0	1	0	6,000	60	60	60	0	60	0.000077	100	0	SYN_Flood
32	6	214.8	550.505841	0	0	0	0	1	0	0	10	0	0	0	1	0	660	66	66	66	0	66	0.001817	10	0	Normal
32	6	130.8	141.159144	0	0	0	0.1	1	0	0	10	0	0	0	1	0	7,900	66	1,514	790	763.163009	790	0.007094	10	582,417.777778	Normal
32	6	233	3,142.742395	0	0	0	0	1	0	0	10	0	0	0	1	0	660	66	66	66	0	66	0.000368	10	0	Normal
32	6	118.9	1,315.447389	0	0	0	0.2	1	0	0	10	0	0	0	1	0	7,800	66	2,922	780	1,213.566644	780	0.000875	10	1,472,744	Normal
32	6	62.9	792.514549	0	0	0	0	1	0	0	10	0	0	0	1	0	13,692	66	1,514	1,369.2	457.897805	1,369.2	0.007362	10	209,670.4	Normal
20	6	64	8,263.824254	0	0	0	1	1	0	0	100	0	0	0	1	0	6,000	60	60	60	0	60	0.000121	100	0	PSHACK_Flood
32.8	6	73.6	98.16335	0	0.1	0	0.5	0.9	0	0	9	1	0	0	1	0	1,935	66	534	193.5	166.745481	193.5	0.010249	10	27,804.055556	Normal
32	6	64	117.73551	0	0	0	0	1	0	0	10	0	0	0	1	0	20,932	1,514	4,410	2,093.2	1,012.450141	2,093.2	0.008983	10	1,025,055.288889	Normal
32	6	214.3	2,237.67819	0	0	0	0.1	1	0	0	10	0	0	0	1	0	1,450	66	856	145	249.819935	145	0.000849	10	62,410	Normal
20	6	64	23,229.419584	0	0	0	0	0	0	0	0	0	0	0	1	0	6,000	60	60	60	0	60	0.000046	100	0	TCP_Flood
32	6	64	2,544.469789	0	0	0	0	1	0	0	10	0	0	0	1	0	16,588	1,514	2,962	1,658.8	457.897805	1,658.8	0.000411	10	209,670.4	Normal
9.88	6	64	2,002.474983	0	0	0	0	0.49	0	0	49	0	0	0	0.49	0.01	92,976	90	1,514	929.76	576.248213	929.76	0.000499	100	332,062.002424	ACK_Fragmentation
9.88	6	65.27	3,368.13433	0	0	0	0	0.49	0	0	49	0	0	0	0.49	0.01	92,653	60	1,514	926.53	580.281235	926.53	0.000297	100	336,726.312222	ACK_Fragmentation
20	6	64	19,331.262387	0	0	0	1	1	0	0	100	0	0	0	1	0	6,000	60	60	60	0	60	0.000052	100	0	PSHACK_Flood
8	17	64	39,002.268923	0	0	0	0	0	0	0	0	0	0	0	0	1	6,000	60	60	60	0	60	0.000026	100	0	UDP_Flood
8	17	64	13,592.714781	0	0	0	0	0	0	0	0	0	0	0	0	1	6,000	60	60	60	0	60	0.000074	100	0	UDP_Flood
20	6	64	40,916.047215	0	0	0	1	1	0	0	100	0	0	0	1	0	6,000	60	60	60	0	60	0.000024	100	0	PSHACK_Flood
32	6	231	9,362.285714	0	0	0	0	1	0	0	10	0	0	0	1	0	660	66	66	66	0	66	0.000107	10	0	Normal
32	6	64	802.491869	0	0	0	0	1	0	0	10	0	0	0	1	0	18,036	1,514	2,962	1,803.6	610.530407	1,803.6	0.001246	10	372,747.377778	Normal
20	6	64	49,578.061466	0	0	0	1	1	0	0	100	0	0	0	1	0	6,000	60	60	60	0	60	0.00002	100	0	PSHACK_Flood
8	17	64	40,634.605697	0	0	0	0	0	0	0	0	0	0	0	0	1	6,000	60	60	60	0	60	0.000025	100	0	UDP_Flood
32	6	64	3,146.750694	0	0	0	0	1	0	0	10	0	0	0	1	0	15,140	1,514	1,514	1,514	0	1,514	0.000362	10	0	Normal
8	17	64	18,132.826078	0	0	0	0	0	0	0	0	0	0	0	0	1	6,000	60	60	60	0	60	0.000055	100	0	UDP_Flood
9.96	6	66.85	794.621067	0	0	0	0.01	0.48	0	0	48	0	0	0	0.48	0.03	87,618	60	1,514	876.18	596.321135	876.18	0.001266	100	355,598.896566	ACK_Fragmentation
8	17	64	43,878.062559	0	0	0	0	0	0	0	0	0	0	0	0	1	6,000	60	60	60	0	60	0.000023	100	0	UDP_Flood
30.8	6	145	110.453157	0	0	0	0.3	1	0	0	10	0	0	0	1	0	2,167	66	791	216.7	303.20402	216.7	0.009402	10	91,932.677778	Normal
20	6	64	29,036.372447	0	0	0	0	0	0	0	0	0	0	0	1	0	6,000	60	60	60	0	60	0.000034	100	0	TCP_Flood
8.04	17	63.15	16,318.344162	0	0	0	0.01	0.01	0	0	1	0	0	0	0.01	0.98	6,063	60	123	60.63	6.3	60.63	0.000061	100	39.69	UDP_Flood
29.6	6	79.2	59.398972	0.1	0	0	0.4	1	0	0	10	0	1	0	1	0	823	60	156	82.3	31.570204	82.3	0.020358	10	996.677778	Normal
46	6	93.5	18,901.775575	0	0	0	0.2	1	0	0	10	0	0	0	1	0	9,176	94	2,858	917.6	962.763522	917.6	0.000056	10	926,913.6	Normal
14.8	6	64	5,542.009989	0	0	0.47	0	0.27	0	0	27	0	0	47	0.74	0	53,422	60	1,514	534.22	612.629431	534.22	0.000183	100	375,314.819798	ACK_Fragmentation
20	6	64	39,748.900682	0	0	0	1	1	0	0	100	0	0	0	1	0	6,000	60	60	60	0	60	0.000025	100	0	PSHACK_Flood
32	6	114.1	449.641835	0	0	0	0	1	0	0	10	0	0	0	1	0	10,756	66	1,514	1,075.6	696.799541	1,075.6	0.002431	10	485,529.6	Normal
12.8	6	64	11,048.399758	0	0	0.28	0	0.36	0	0	36	0	0	28	0.64	0	69,648	60	1,514	696.48	628.827295	696.48	0.000091	100	395,423.767273	ACK_Fragmentation
8	17	64	137,338.048461	0	0	0	0	0	0	0	0	0	0	0	0	1	6,000	60	60	60	0	60	0.000007	100	0	UDP_Flood
8	17	64	35,098.778243	0	0	0	0	0	0	0	0	0	0	0	0	1	6,000	60	60	60	0	60	0.000028	100	0	UDP_Flood
32	6	164.8	1,090.874665	0	0	0	0	1	0	0	10	0	0	0	1	0	6,452	66	1,514	645.2	747.743985	645.2	0.00097	10	559,121.066667	Normal
32	6	63.6	335.335071	0	0	0	0	1	0	0	10	0	0	0	1	0	23,828	66	8,754	2,382.8	2,747.386831	2,382.8	0.003036	10	7,548,134.4	Normal
13.96	17	77.06	97.19222	0	0	0	0.13	0.3	0	0	30	0	0	0	0.3	0.59	8,263	60	230	82.63	44.832045	82.63	0.010609	100	2,009.912222	ACK_Fragmentation
29.6	6	73	251.58528	0	0	0	0.8	1	0	0	10	0	0	0	1	0	2,298	66	668	229.8	189.833728	229.8	0.003993	10	36,036.844444	Normal
20	6	64	41,651.479643	0	0	0	0	0	0	0	0	0	0	0	1	0	6,000	60	60	60	0	60	0.000024	100	0	TCP_Flood
32	6	93.5	10,729.864415	0	0	0	0	1	0	0	10	0	0	0	1	0	14,620	66	2,858	1,462	1,471.513205	1,462	0.000137	10	2,165,351.111111	Normal
28.4	6	95.7	44.048561	0	0	0	0.5	1	0	0	10	0	0	0	1	0	912	60	156	91.2	44.792857	91.2	0.026596	10	2,006.4	Normal
32	6	214.3	552.485478	0	0	0	0.1	1	0	0	10	0	0	0	1	0	750	66	156	75	28.460499	75	0.00181	10	810	Normal
22.56	6	98.54	115.429849	0.04	0.13	0.01	0.17	0.57	0.08	0.04	57	13	4	1	0.65	0.24	29,550	60	2,962	295.5	615.56305	295.5	0.008665	100	378,917.868687	UDP_Flood
32	6	97	1,232.133016	0	0	0	0.1	1	0	0	10	0	0	0	1	0	13,692	66	2,962	1,369.2	1,068.428212	1,369.2	0.001199	10	1,141,538.844444	Normal
32	6	169.2	263.935462	0	0	0	0.2	1	0	0	10	0	0	0	1	0	1,948	66	1,264	194.8	376.741821	194.8	0.00813	10	141,934.4	Normal
8	17	64	30,395.709834	0	0	0	0	0	0	0	0	0	0	0	0	1	6,000	60	60	60	0	60	0.000033	100	0	UDP_Flood
20	6	64	33,546.380869	0	0	0	0	0	0	0	0	0	0	0	1	0	6,000	60	60	60	0	60	0.00003	100	0	TCP_Flood
20.08	6	65.91	14,558.500521	0	0.01	0	0	0	0	0	0	1	0	0	1	0	6,002	60	62	60.02	0.2	60.02	0.000069	100	0.04	TCP_Flood
32	6	130.8	1,892.48026	0	0	0	0	1	0	0	10	0	0	0	1	0	15,140	66	4,410	1,514	1,672.00638	1,514	0.000572	10	2,795,605.333333	Normal
20	6	64	21,953.959696	0	1	0	0	0	0	0	0	100	0	0	1	0	6,000	60	60	60	0	60	0.000046	100	0	SYN_Flood
20	6	64	9,631.892711	0	0.68	0.32	0	0	0	0	0	68	0	32	1	0	6,000	60	60	60	0	60	0.000106	100	0	SYN_Flood
19.88	6	65.91	18,244.830136	0	0	0	0.99	0.99	0	0	99	0	0	0	0.99	0.01	6,170	60	230	61.7	17	61.7	0.000055	100	289	PSHACK_Flood
20	6	64	11,032.706421	0	0	0	0	0	0	0	0	0	0	0	1	0	6,000	60	60	60	0	60	0.000091	100	0	TCP_Flood
8	17	64	24,224.927804	0	0	0	0	0	0	0	0	0	0	0	0	1	6,000	60	60	60	0	60	0.000041	100	0	UDP_Flood
8	17	64	32,796.184221	0	0	0	0	0	0	0	0	0	0	0	0	1	6,000	60	60	60	0	60	0.00003	100	0	UDP_Flood
19.72	6	68.74	17,947.385537	0	0.02	0	0.94	0.96	0	0	96	2	0	0	0.96	0.03	6,317	60	214	63.17	18.457735	63.17	0.000056	100	340.68798	PSHACK_Flood
32	6	63.6	470.123855	0	0	0	0	1	0	0	10	0	0	0	1	0	16,588	66	2,962	1,658.8	821.951715	1,658.8	0.002139	10	675,604.622222	Normal
9.96	6	67.82	3,062.049833	0	0	0	0	0.49	0	0	49	0	0	0	0.49	0.02	92,828	102	1,514	928.28	577.851753	928.28	0.000327	100	333,912.648081	ACK_Fragmentation
20	6	64	26,574.82101	0	0	0	0	0	0	0	0	0	0	0	1	0	6,000	60	60	60	0	60	0.000038	100	0	TCP_Flood
32	6	173.8	327.127972	0	0	0	0.6	1	0	0	10	0	0	0	1	0	29,380	1,514	4,410	2,938	965.554303	2,938	0.003262	10	932,295.111111	Normal
8.24	17	64	58,100.900402	0.01	0	0	0	0.01	0	0	1	0	1	0	0.01	0.99	6,006	60	66	60.06	0.6	60.06	0.000017	100	0.36	UDP_Flood
32	6	232	569.800842	0	0	0	0	1	0	0	10	0	0	0	1	0	660	66	66	66	0	66	0.001755	10	0	Normal
9.68	6	70.77	675.118829	0	0.02	0	0	0.45	0	0	45	2	0	0	0.46	0.05	84,742	60	1,514	847.42	599.573302	847.42	0.001486	100	359,488.145051	ACK_Fragmentation
30.8	6	149.9	1,059.542262	0	0	0	0.1	1	0	0	10	0	0	0	1	0	7,187	60	2,255	718.7	870.612562	718.7	0.000944	10	757,966.233333	Normal
32	6	166.4	131.01018	0.1	0	0	0.4	1	0	0	10	0	1	0	1	0	909	66	156	90.9	34.856691	90.9	0.008137	10	1,214.988889	Normal
32	6	80.8	294.83783	0	0	0	0.4	1	0	0	10	0	0	0	1	0	843	66	156	84.3	30.869078	84.3	0.00469	10	952.9	Normal
32	6	132	640.654966	0	0	0	0.2	1	0	0	10	0	0	0	1	0	11,328	66	2,962	1,132.8	1,007.290513	1,132.8	0.001612	10	1,014,634.177778	Normal
20	6	64	57,104.206943	0	0	0	0	0	0	0	0	0	0	0	1	0	6,000	60	60	60	0	60	0.000018	100	0	TCP_Flood
8	17	64	9,855.963906	0	0	0	0	0	0	0	0	0	0	0	0	1	6,000	60	60	60	0	60	0.000101	100	0	UDP_Flood
32	6	81.7	5,467.740842	0	0	0	0	1	0	0	10	0	0	0	1	0	20,204	66	2,858	2,020.4	1,348.664129	2,020.4	0.000199	10	1,818,894.933333	Normal
32	6	64	1,962.339291	0	0	0	0.1	1	0	0	10	0	0	0	1	0	19,969	1,514	4,410	1,996.9	965.333615	1,996.9	0.000518	10	931,868.988889	Normal
32	6	64	7,402.583833	0	0	0	0.2	1	0	0	10	0	0	0	1	0	23,350	1,514	4,410	2,335	966.492398	2,335	0.000137	10	934,107.555556	Normal
32	6	63.2	162.316382	0	0	0	0.2	1	0	0	10	0	0	0	1	0	25,772	66	10,202	2,577.2	3,041.403689	2,577.2	0.008049	10	9,250,136.4	Normal
11.2	6	64	2,686.520971	0	0	0.13	0	0.43	0	0	43	0	0	13	0.56	0	82,338	60	1,514	823.38	611.095304	823.38	0.000372	100	373,437.470303	ACK_Fragmentation
20	6	64	17,533.982693	0	0	0	1	1	0	0	100	0	0	0	1	0	6,000	60	60	60	0	60	0.000057	100	0	PSHACK_Flood
32	6	196.8	94.164513	0	0	0	0.1	1	0	0	10	0	0	0	1	0	750	66	156	75	28.460499	75	0.011701	10	810	Normal
20	6	64	57,174.263904	0	0	0	0	0	0	0	0	0	0	0	1	0	6,000	60	60	60	0	60	0.000017	100	0	TCP_Flood
20	6	64	30,797.444746	0	1	0	0	0	0	0	0	100	0	0	1	0	6,000	60	60	60	0	60	0.000032	100	0	SYN_Flood
22.56	6	64	14,989.828812	0	1	0	0	0.64	0	0	64	100	0	0	1	0	6,000	60	60	60	0	60	0.000067	100	0	SYN_Flood
19.76	6	65.91	34,014.305409	0	0	0	0	0	0	0	0	0	0	0	0.98	0.02	6,068	60	105	60.68	5.032982	60.68	0.000029	100	25.330909	TCP_Flood
38	6	99.4	14,227.625509	0	0	0	0.4	1	0	0	10	0	0	0	1	0	13,284	66	2,858	1,328.4	1,215.503115	1,328.4	0.0001	10	1,477,447.822222	Normal
32	6	232	687.05019	0	0	0	0	1	0	0	10	0	0	0	1	0	660	66	66	66	0	66	0.001502	10	0	Normal

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