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dsatya6
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cstestdata

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Split (1)

train · 2.3M rows

Destination Port int64	Flow Duration int64	Total Fwd Packets int64	Total Backward Packets int64	Total Length of Fwd Packets int64	Total Length of Bwd Packets int64	Fwd Packet Length Max int64	Fwd Packet Length Min int64	Fwd Packet Length Mean float64	Fwd Packet Length Std float64	Bwd Packet Length Max int64	Bwd Packet Length Min int64	Bwd Packet Length Mean float64	Bwd Packet Length Std float64	Flow Bytes/s float64	Flow Packets/s float64	Flow IAT Mean float64	Flow IAT Std float64	Flow IAT Max int64	Flow IAT Min int64	Fwd IAT Total int64	Fwd IAT Mean float64	Fwd IAT Std float64	Fwd IAT Max int64	Fwd IAT Min int64	Bwd IAT Total int64	Bwd IAT Mean float64	Bwd IAT Std float64	Bwd IAT Max int64	Bwd IAT Min int64	Fwd Header Length int64	Bwd Header Length int64	Fwd Packets/s float64	Bwd Packets/s float64	Min Packet Length int64	Max Packet Length int64	Packet Length Mean float64	Packet Length Std float64	Packet Length Variance float64	FIN Flag Count int64	PSH Flag Count int64	ACK Flag Count int64	URG Flag Count int64	Down/Up Ratio int64	Average Packet Size float64	Avg Fwd Segment Size float64	Avg Bwd Segment Size float64	Fwd Header Length.1 int64	Subflow Fwd Packets int64	Subflow Fwd Bytes int64	Subflow Bwd Packets int64	Subflow Bwd Bytes int64	Init_Win_bytes_forward int64	Init_Win_bytes_backward int64	act_data_pkt_fwd int64	min_seg_size_forward int64	Active Mean float64	Active Std float64	Active Max int64	Active Min int64	Idle Mean float64	Idle Std float64	Idle Max int64	Idle Min int64	Label string
443	4,338	1	1	6	6	6	6	6	0	6	6	6	0	2,766.251729	461.041955	4,338	0	4,338	4,338	0	0	0	0	0	0	0	0	0	0	20	20	230.520977	230.520977	6	6	6	0	0	1	0	1	0	1	9	6	6	20	1	6	1	6	0	60	0	20	0	0	0	0	0	0	0	0	BENIGN
2,718	70	2	2	4	12	2	2	2	0	6	6	6	0	228,571.4286	57,142.85714	23.333333	3.21455	27	21	48	48	0	48	48	49	49	0	49	49	48	40	28,571.42857	28,571.42857	2	6	3.6	2.19089	4.8	0	1	0	0	1	4.5	2	6	48	2	4	2	12	1,024	0	1	24	0	0	0	0	0	0	0	0	BENIGN
443	25,909,887	25	19	9,461	8,834	799	0	378.44	371.245884	2,294	0	464.947368	597.79265	706.101111	1.698193	602,555.5116	2,113,397.443	10,000,000	50	25,900,000	1,079,578.625	2,780,873.089	10,100,000	4,707	24,600,000	1,368,385.167	3,205,559.955	10,100,000	50	512	416	0.964883	0.733311	0	2,294	406.555556	476.492991	227,045.5707	0	1	0	0	0	415.795455	378.44	464.947368	512	25	9,461	19	8,834	8,192	386	24	20	2,336,673.5	3,141,401.778	4,557,980	115,367	9,978,801.5	39,875.87271	10,000,000	9,950,605	BENIGN
80	118,373,615	13	6	1,675	11,595	335	0	128.846154	169.633844	5,792	0	1,932.5	2,181.008184	112.102684	0.160509	6,576,311.944	23,800,000	101,000,000	1	118,000,000	9,857,386.417	28,900,000	101,000,000	1	1,756,773	351,354.6	739,098.2434	1,671,870	14	432	200	0.109822	0.050687	0	5,792	663.5	1,413.241906	1,997,252.684	0	0	1	0	0	698.421053	128.846154	1,932.5	432	13	1,675	6	11,595	274	235	5	32	999	0	999	999	58,300,000	59,800,000	101,000,000	16,000,000	DoS Hulk
26,699	1,274,396	5	3	11,601	26	5,840	0	2,320.2	2,436.833027	20	0	8.666667	10.263203	9,123.537739	6.277484	182,056.5714	477,618.2981	1,265,170	3	1,274,396	318,599	631,060.5258	1,265,170	187	8,812	4,406	5,794.032965	8,503	309	112	72	3.923427	2.354056	0	5,840	1,291.888889	2,110.95076	4,456,113.111	0	1	1	0	0	1,453.375	2,320.2	8.666667	112	5	11,601	3	26	29,200	256	4	20	0	0	0	0	0	0	0	0	BENIGN
53	179	2	2	174	270	87	87	87	0	135	135	135	0	2,480,446.927	22,346.36872	59.666667	97.284805	172	3	3	3	0	3	3	4	4	0	4	4	64	40	11,173.18436	11,173.18436	87	135	106.2	26.290683	691.2	0	0	0	0	1	132.75	87	135	64	2	174	2	270	-1	-1	1	32	0	0	0	0	0	0	0	0	BENIGN
53	50,522	2	2	60	266	30	30	30	0	133	133	133	0	6,452.634496	79.173429	16,840.66667	29,164.56021	50,517	1	1	1	0	1	1	4	4	0	4	4	40	40	39.586715	39.586715	30	133	71.2	56.415423	3,182.7	0	0	0	0	1	89	30	133	40	2	60	2	266	-1	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
53	79,059	1	1	47	115	47	47	47	0	115	115	115	0	2,049.102569	25.297563	79,059	0	79,059	79,059	0	0	0	0	0	0	0	0	0	0	32	40	12.648781	12.648781	47	115	69.666667	39.259818	1,541.333333	0	0	0	0	1	104.5	47	115	32	1	47	1	115	-1	-1	0	32	0	0	0	0	0	0	0	0	BENIGN
443	117,979,508	40	54	1,689	91,801	517	0	42.225	94.58126	4,380	0	1,700.018519	1,107.39866	792.425749	0.796749	1,268,596.86	8,571,144.002	58,900,000	0	118,000,000	3,025,115.59	13,100,000	58,900,000	29	118,000,000	2,224,638.396	11,300,000	59,000,000	3	812	1,092	0.339042	0.457707	0	4,380	984.105263	1,173.624958	1,377,395.542	0	1	0	0	1	994.574468	42.225	1,700.018519	812	40	1,689	54	91,801	8,192	1,047	39	20	180,771.5	152,775.3698	288,800	72,743	58,800,000	241,880.7237	58,900,000	58,600,000	BENIGN
443	366,822	10	6	1,152	1,119	901	0	115.2	280.342965	981	0	186.5	393.118684	6,191.013625	43.617886	24,454.8	35,921.935088	87,852	47	366,822	40,758	63,915.46121	179,070	47	271,675	54,335	36,431.568975	88,135	379	332	200	27.261178	16.356707	0	981	133.588235	308.024565	94,879.132353	0	1	0	0	0	141.9375	115.2	186.5	332	10	1,152	6	1,119	65,535	117	5	32	0	0	0	0	0	0	0	0	BENIGN
80	100,668,800	8	6	56	11,607	20	0	7	5.656854	4,380	0	1,934.5	2,177.344966	115.855161	0.13907	7,743,753.846	25,400,000	92,200,000	1	98,800,000	14,100,000	34,500,000	92,200,000	1	1,854,484	370,896.8	828,856.9166	1,853,601	2	172	132	0.079469	0.059601	0	4,380	777.933333	1,627.46176	2,648,631.781	0	0	1	0	0	833.5	7	1,934.5	172	8	56	6	11,607	256	229	6	20	1,998	0	1,998	1,998	49,400,000	60,500,000	92,200,000	6,637,822	DDoS
53,435	535	3	1	38	0	38	0	12.666667	21.93931	0	0	0	0	71,028.03738	7,476.635514	178.333333	76.696371	228	90	535	267.5	55.861436	307	228	0	0	0	0	0	60	20	5,607.476636	1,869.158879	0	38	7.6	16.994117	288.8	0	0	1	0	0	9.5	12.666667	0	60	3	38	1	0	351	0	1	20	0	0	0	0	0	0	0	0	BENIGN
53	60,620	1	1	49	114	49	49	49	0	114	114	114	0	2,688.881557	32.992412	60,620	0	60,620	60,620	0	0	0	0	0	0	0	0	0	0	32	32	16.496206	16.496206	49	114	70.666667	37.527768	1,408.333333	0	0	0	0	1	106	49	114	32	1	49	1	114	-1	-1	0	32	0	0	0	0	0	0	0	0	BENIGN
53	233	2	2	94	196	47	47	47	0	98	98	98	0	1,244,635.193	17,167.38197	77.666667	51.393904	137	47	47	47	0	47	47	49	49	0	49	49	64	64	8,583.690987	8,583.690987	47	98	67.4	27.93385	780.3	0	0	0	0	1	84.25	47	98	64	2	94	2	196	-1	-1	1	32	0	0	0	0	0	0	0	0	BENIGN
53	31,357	1	1	53	197	53	53	53	0	197	197	197	0	7,972.70147	63.781612	31,357	0	31,357	31,357	0	0	0	0	0	0	0	0	0	0	20	40	31.890806	31.890806	53	197	101	83.138439	6,912	0	0	0	0	1	151.5	53	197	20	1	53	1	197	-1	-1	0	20	0	0	0	0	0	0	0	0	BENIGN
53	46,938	1	1	46	127	46	46	46	0	127	127	127	0	3,685.713068	42.6094	46,938	0	46,938	46,938	0	0	0	0	0	0	0	0	0	0	20	32	21.3047	21.3047	46	127	73	46.765372	2,187	0	0	0	0	1	109.5	46	127	20	1	46	1	127	-1	-1	0	20	0	0	0	0	0	0	0	0	BENIGN
443	5,204,514	9	6	377	3,903	184	0	41.888889	75.22374	1,448	0	650.5	677.981637	822.363049	2.882113	371,751	1,330,693.972	4,994,652	7	5,204,514	650,564.25	1,755,483.45	4,994,652	48	134,194	26,838.8	36,447.56487	83,462	48	296	200	1.729268	1.152845	0	1,448	267.5	500.223817	250,223.8667	0	1	0	0	0	285.333333	41.888889	650.5	296	9	377	6	3,903	29,200	972	3	32	0	0	0	0	0	0	0	0	BENIGN
443	6,299,922	7	4	356	2,776	206	0	50.857143	82.006968	2,719	0	694	1,350.191838	497.149012	1.746053	629,992.2	1,926,237.120194	6,111,804	33	6,299,922	1,049,987	2,479,942.356451	6,111,804	129	116,189	38,729.666667	26,858.618362	57,577	7,976	152	92	1.111125	0.634928	0	2,719	261	776.741562	603,327.454545	0	1	0	0	0	284.727273	50.857143	694	152	7	356	4	2,776	8,192	110	6	20	0	0	0	0	0	0	0	0	BENIGN
443	15,804	2	0	12	0	6	6	6	0	0	0	0	0	759.301443	126.55024	15,804	0	15,804	15,804	15,804	15,804	0	15,804	15,804	0	0	0	0	0	40	0	126.55024	0	6	6	6	0	0	0	0	1	0	0	9	6	0	40	2	12	0	0	256	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
80	320,385	3	5	26	11,607	20	0	8.666667	10.263203	7,215	0	2,321.4	3,327.769794	36,309.4402	24.969958	45,769.28571	120,613.2422	319,294	5	781	390.5	403.757972	676	105	320,338	80,084.5	159,473.4018	319,294	5	72	112	9.363734	15.606224	0	7,215	1,292.555556	2,650.585648	7,025,604.278	0	1	0	0	1	1,454.125	8.666667	2,321.4	72	3	26	5	11,607	8,192	229	2	20	0	0	0	0	0	0	0	0	DDoS
53	536	1	1	62	112	62	62	62	0	112	112	112	0	324,626.8657	3,731.343284	536	0	536	536	0	0	0	0	0	0	0	0	0	0	32	32	1,865.671642	1,865.671642	62	112	78.666667	28.867513	833.333333	0	0	0	0	1	118	62	112	32	1	62	1	112	-1	-1	0	32	0	0	0	0	0	0	0	0	BENIGN
443	5,165,633	9	5	458	5,487	223	0	50.888889	88.285679	2,516	0	1,097.4	1,061.585512	1,150.875411	2.71022	397,356.3846	1,366,925.887	4,946,142	4	5,165,633	645,704.125	1,737,951.533	4,946,142	4	128,765	32,191.25	38,207.83752	76,153	168	296	168	1.742284	0.967936	0	2,516	396.333333	768.056422	589,910.6667	0	1	0	0	0	424.642857	50.888889	1,097.4	296	9	458	5	5,487	29,200	514	3	32	0	0	0	0	0	0	0	0	BENIGN
53	31,142	2	2	90	164	45	45	45	0	82	82	82	0	8,156.187785	128.443902	10,380.66667	17,972.91388	31,134	4	4	4	0	4	4	4	4	0	4	4	64	40	64.221951	64.221951	45	82	59.8	20.265735	410.7	0	0	0	0	1	74.75	45	82	64	2	90	2	164	-1	-1	1	32	0	0	0	0	0	0	0	0	BENIGN
53	201	2	2	60	264	30	30	30	0	132	132	132	0	1,611,940.299	19,900.49751	67	109.119201	193	4	4	4	0	4	4	4	4	0	4	4	40	40	9,950.248756	9,950.248756	30	132	70.8	55.867701	3,121.2	0	0	0	0	1	88.5	30	132	40	2	60	2	264	-1	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
80	730,325	3	0	0	0	0	0	0	0	0	0	0	0	0	4.10776	365,162.5	462,250.5521	692,023	38,302	730,325	365,162.5	462,250.5521	692,023	38,302	0	0	0	0	0	96	0	4.10776	0	0	0	0	0	0	0	0	1	0	0	0	0	0	96	3	0	0	0	237	-1	0	32	0	0	0	0	0	0	0	0	BENIGN
443	5,572,353	8	5	357	3,429	200	0	44.625	76.444074	1,867	0	685.8	904.279105	679.425729	2.332946	464,362.75	1,488,759.287	5,187,455	3	5,572,353	796,050.4286	1,938,609.746	5,187,455	3	348,804	87,201	99,522.55984	230,153	221	184	112	1.435659	0.897287	0	1,867	270.428571	598.42649	358,114.2637	0	1	0	0	0	291.230769	44.625	685.8	184	8	357	5	3,429	8,192	60	3	20	384,895	0	384,895	384,895	5,187,455	0	5,187,455	5,187,455	BENIGN
35,103	21	1	1	0	0	0	0	0	0	0	0	0	0	0	95,238.09524	21	0	21	21	0	0	0	0	0	0	0	0	0	0	32	32	47,619.04762	47,619.04762	0	0	0	0	0	0	0	1	1	1	0	0	0	32	1	0	1	0	378	603	0	32	0	0	0	0	0	0	0	0	BENIGN
443	277,898	9	6	534	4,415	206	0	59.333333	81.321891	2,592	0	735.833333	1,060.243447	17,808.6924	53.976639	19,849.85714	20,098.91119	60,061	4	277,898	34,737.25	17,758.04023	60,061	4	155,003	31,000.6	36,288.81327	72,927	50	192	132	32.385983	21.590656	0	2,592	309.3125	703.471745	494,872.4958	0	1	0	0	0	329.933333	59.333333	735.833333	192	9	534	6	4,415	8,192	343	8	20	0	0	0	0	0	0	0	0	BENIGN
41,272	98,689,782	8	5	11,595	327	5,792	0	1,449.375	2,046.673464	315	0	65.4	139.562889	120.80278	0.131726	8,224,148.5	28,500,000	98,600,000	1	98,700,000	14,100,000	37,300,000	98,700,000	48	98,700,000	24,700,000	49,300,000	98,600,000	1	264	144	0.081062	0.050664	0	5,792	851.571429	1,665.820921	2,774,959.341	0	0	1	0	0	917.076923	1,449.375	65.4	264	8	11,595	5	327	235	229	5	32	13,859	0	13,859	13,859	98,600,000	0	98,600,000	98,600,000	BENIGN
443	90,956,783	63	77	1,041	135,313	373	0	16.52381	68.018939	4,344	0	1,757.311688	1,081.112442	1,499.107549	1.539193	654,365.3453	2,445,353.694	10,000,000	1	81,700,000	1,318,490.516	3,398,095.806	10,100,000	1	90,900,000	1,195,781.987	3,242,764.315	10,100,000	1	2,024	2,472	0.692637	0.846556	0	4,344	967.049645	1,180.372794	1,393,279.933	0	1	0	0	1	973.957143	16.52381	1,757.311688	2,024	63	1,041	77	135,313	29,200	1,039	4	32	198,255.7778	362,537.3486	1,165,022	77,291	9,908,053.111	290,822.6482	10,000,000	9,132,848	BENIGN
443	1,241,813	3	3	0	0	0	0	0	0	0	0	0	0	0	4.831645	248,362.6	224,578.3167	495,741	84,222	1,157,591	578,795.5	1,738.775575	580,025	577,566	1,157,253	578,626.5	1,890.096426	579,963	577,290	92	60	2.415823	2.415823	0	0	0	0	0	0	1	0	0	1	0	0	0	92	3	0	3	0	8,192	0	0	28	0	0	0	0	0	0	0	0	BENIGN
53	71,509	2	2	78	330	39	39	39	0	165	165	165	0	5,705.575522	55.937015	23,836.33333	41,278.8122	71,501	4	4	4	0	4	4	4	4	0	4	4	64	64	27.968507	27.968507	39	165	89.4	69.013042	4,762.8	0	0	0	0	1	111.75	39	165	64	2	78	2	330	-1	-1	1	32	0	0	0	0	0	0	0	0	BENIGN
4,306	2,167	2	0	0	0	0	0	0	0	0	0	0	0	0	922.934933	2,167	0	2,167	2,167	2,167	2,167	0	2,167	2,167	0	0	0	0	0	40	0	922.934933	0	0	0	0	0	0	0	0	1	0	0	0	0	0	40	2	0	0	0	32	-1	0	20	0	0	0	0	0	0	0	0	BENIGN