Datasets:

maruuf
/

CICIDS2017-preprocessed-dataset

Flow Duration int64	Flow IAT Mean float64	Flow IAT Std float64	Flow IAT Max int64	Fwd IAT Std float64	Idle Mean float64	Active Std float64	Average Packet Size float64	Packet Length Mean float64	Packet Length Std float64	Max Packet Length int64	Fwd Packet Length Max int64	Fwd Packet Length Min int64	Bwd Packet Length Mean float64	Bwd Packet Length Std float64	Bwd Packet Length Max int64	Flow Bytes/s float64	Total Fwd Packets int64	Total Backward Packets int64	Total Length of Fwd Packets int64	Total Length of Bwd Packets int64	Bwd Packets/s float64	PSH Flag Count int64	SYN Flag Count int64	Init_Win_bytes_forward int64	Init_Win_bytes_backward int64	Destination Port int64	Label string
3	3	0	3	0	0	0	9	6	0	6	6	6	0	0	0	4,000,000	2	0	12	0	0	0	0	33	-1	54,865	BENIGN
109	109	0	109	0	0	0	9	6	0	6	6	6	6	0	6	110,091.7431	1	1	6	6	9,174.311927	0	0	29	256	55,054	BENIGN
52	52	0	52	0	0	0	9	6	0	6	6	6	6	0	6	230,769.2308	1	1	6	6	19,230.76923	0	0	29	256	55,055	BENIGN
34	34	0	34	0	0	0	9	6	0	6	6	6	6	0	6	352,941.1765	1	1	6	6	29,411.76471	0	0	31	329	46,236	BENIGN
3	3	0	3	0	0	0	9	6	0	6	6	6	0	0	0	4,000,000	2	0	12	0	0	0	0	32	-1	54,863	BENIGN
1,022	1,022	0	1,022	0	0	0	9	6	0	6	6	6	0	0	0	11,741.68297	2	0	12	0	0	0	0	32	-1	54,871	BENIGN
4	4	0	4	0	0	0	9	6	0	6	6	6	0	0	0	3,000,000	2	0	12	0	0	0	0	32	-1	54,925	BENIGN
42	42	0	42	0	0	0	9	6	0	6	6	6	6	0	6	285,714.2857	1	1	6	6	23,809.52381	0	0	32	256	54,925	BENIGN
4	4	0	4	0	0	0	9	6	0	6	6	6	0	0	0	3,000,000	2	0	12	0	0	0	0	32	-1	9,282	BENIGN
4	4	0	4	0	0	0	34	22.666667	14.433757	31	31	6	0	0	0	9,250,000	2	0	37	0	0	0	1	946	-1	55,153	BENIGN
3	3	0	3	0	0	0	34	22.666667	14.433757	31	31	6	0	0	0	12,300,000	2	0	37	0	0	0	1	980	-1	55,143	BENIGN
1	1	0	1	0	0	0	34	22.666667	14.433757	31	31	6	0	0	0	37,000,000	2	0	37	0	0	0	1	980	-1	55,144	BENIGN
4	4	0	4	0	0	0	34	22.666667	14.433757	31	31	6	0	0	0	9,250,000	2	0	37	0	0	0	1	980	-1	55,145	BENIGN
3	1.5	0.707107	2	0.707107	0	0	16.333333	12.25	12.5	31	31	6	0	0	0	14,300,000	3	0	43	0	0	0	0	946	-1	55,254	BENIGN
54	54	0	54	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	18,518.51852	0	0	939	1,269	36,206	BENIGN
1	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	2	0	0	0	0	0	0	130	-1	53,524	BENIGN
154	154	0	154	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	6,493.506494	0	0	130	65,535	53,524	BENIGN
1	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	2	0	0	0	0	0	0	130	-1	53,526	BENIGN
118	118	0	118	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	8,474.576271	0	0	130	65,535	53,526	BENIGN
239	239	0	239	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	4,184.100418	0	0	130	65,535	53,527	BENIGN
1	0.5	0.707107	1	0.707107	0	0	0	0	0	0	0	0	0	0	0	0	3	0	0	0	0	0	0	130	-1	53,528	BENIGN
1	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	2	0	0	0	0	0	0	130	-1	53,527	BENIGN
4	4	0	4	0	0	0	232.5	155	107.38715	217	217	31	0	0	0	62,000,000	2	0	248	0	0	0	1	237	-1	55,035	BENIGN
5	2.5	2.12132	4	2.12132	0	0	157	117.75	115.057594	217	217	6	0	0	0	50,800,000	3	0	254	0	0	0	1	123	-1	55,275	BENIGN
4	4	0	4	0	0	0	9	6	0	6	6	6	0	0	0	3,000,000	2	0	12	0	0	0	0	35,095	-1	55,277	BENIGN
4	2	1.414214	3	1.414214	0	0	16.333333	12.25	12.5	31	31	6	0	0	0	10,800,000	3	0	43	0	0	0	0	65	-1	8,850	BENIGN
54	54	0	54	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	18,518.51852	0	0	59	439	43,248	BENIGN
42	21	25.455844	39	25.455844	0	0	16.333333	12.25	12.5	31	31	6	0	0	0	1,023,809.524	3	0	43	0	0	0	0	64	-1	8,678	BENIGN
4	4	0	4	0	0	0	34	22.666667	14.433757	31	31	6	0	0	0	9,250,000	2	0	37	0	0	0	1	60	-1	55,063	BENIGN
3	3	0	3	0	0	0	34	22.666667	14.433757	31	31	6	0	0	0	12,300,000	2	0	37	0	0	0	1	60	-1	55,203	BENIGN
3	3	0	3	0	0	0	34	22.666667	14.433757	31	31	6	0	0	0	12,300,000	2	0	37	0	0	0	1	62	-1	55,140	BENIGN
737	368.5	310.419877	588	0	0	0	24.666667	18.5	14.433757	31	31	6	6	0	6	58,344.64043	2	1	37	6	1,356.852103	0	1	62	0	55,180	BENIGN
3	3	0	3	0	0	0	34	22.666667	14.433757	31	31	6	0	0	0	12,300,000	2	0	37	0	0	0	1	62	-1	55,156	BENIGN
3	3	0	3	0	0	0	34	22.666667	14.433757	31	31	6	0	0	0	12,300,000	2	0	37	0	0	0	1	60	-1	55,096	BENIGN
3	3	0	3	0	0	0	34	22.666667	14.433757	31	31	6	0	0	0	12,300,000	2	0	37	0	0	0	1	62	-1	55,085	BENIGN
276	138	192.333045	274	192.333045	0	0	16.333333	12.25	12.5	31	31	6	0	0	0	155,797.1014	3	0	43	0	0	0	0	62	-1	8,689	BENIGN
3	3	0	3	0	0	0	9	6	0	6	6	6	0	0	0	4,000,000	2	0	12	0	0	0	0	40,905	-1	8,817	BENIGN
3	3	0	3	0	0	0	9	6	0	6	6	6	0	0	0	4,000,000	2	0	12	0	0	0	0	40,905	-1	8,816	BENIGN
1	1	0	1	0	0	0	9	6	0	6	6	6	0	0	0	12,000,000	2	0	12	0	0	0	0	5,114	-1	8,886	BENIGN
105	105	0	105	0	0	0	9	6	0	6	6	6	6	0	6	114,285.7143	1	1	6	6	9,523.809524	0	0	1,024	274	60,350	BENIGN
66	66	0	66	0	0	0	9	6	0	6	6	6	6	0	6	181,818.1818	1	1	6	6	15,151.51515	0	0	1,024	274	60,346	BENIGN
68	68	0	68	0	0	0	9	6	0	6	6	6	6	0	6	176,470.5882	1	1	6	6	14,705.88235	0	0	1,024	320	60,352	BENIGN
48	48	0	48	0	0	0	9	6	0	6	6	6	0	0	0	250,000	2	0	12	0	0	0	0	23	-1	8,833	BENIGN
3	3	0	3	0	0	0	9	6	0	6	6	6	0	0	0	4,000,000	2	0	12	0	0	0	0	360	-1	9,331	BENIGN
3	3	0	3	0	0	0	9	6	0	6	6	6	0	0	0	4,000,000	2	0	12	0	0	0	0	385	-1	9,175	BENIGN
16	16	0	16	0	0	0	9	6	0	6	6	6	6	0	6	750,000	1	1	6	6	62,500	0	0	351	258	8,693	BENIGN
63	63	0	63	0	0	0	9	6	0	6	6	6	6	0	6	190,476.1905	1	1	6	6	15,873.01587	0	0	360	255	8,695	BENIGN
17	17	0	17	0	0	0	9	6	0	6	6	6	6	0	6	705,882.3529	1	1	6	6	58,823.52941	0	0	360	255	8,690	BENIGN
123	123	0	123	0	0	0	9	6	0	6	6	6	6	0	6	97,560.97561	1	1	6	6	8,130.081301	0	0	360	255	8,694	BENIGN
4	4	0	4	0	0	0	9	6	0	6	6	6	0	0	0	3,000,000	2	0	12	0	0	0	0	360	-1	57,683	BENIGN
4	4	0	4	0	0	0	9	6	0	6	6	6	0	0	0	3,000,000	2	0	12	0	0	0	0	360	-1	57,662	BENIGN
49	49	0	49	0	0	0	9	6	0	6	6	6	0	0	0	244,897.9592	2	0	12	0	0	0	0	351	-1	54,864	BENIGN
3	3	0	3	0	0	0	9	6	0	6	6	6	0	0	0	4,000,000	2	0	12	0	0	0	0	377	-1	57,680	BENIGN
46	46	0	46	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	21,739.13043	0	0	340	229	60,954	BENIGN
3	3	0	3	0	0	0	9	6	0	6	6	6	0	0	0	4,000,000	2	0	12	0	0	0	0	424	-1	57,681	BENIGN
3	3	0	3	0	0	0	9	6	0	6	6	6	0	0	0	4,000,000	2	0	12	0	0	0	0	360	-1	55,270	BENIGN
251,170	125,585	177,598.3534	251,166	177,598.3534	0	0	8	6	0	6	6	6	0	0	0	71.66461	3	0	18	0	0	0	0	351	-1	55,271	BENIGN
49	49	0	49	0	0	0	9	6	0	6	6	6	0	0	0	244,897.9592	2	0	12	0	0	0	0	360	-1	57,674	BENIGN
62	62	0	62	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	16,129.03226	0	0	378	558	50,485	BENIGN
175	87.5	23.334524	104	0	0	0	8	6	0	6	6	6	6	0	6	102,857.1429	2	1	12	6	5,714.285714	0	0	360	255	57,686	BENIGN
37	37	0	37	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	27,027.02703	0	0	340	586	33,666	BENIGN
3	3	0	3	0	0	0	9	6	0	6	6	6	0	0	0	4,000,000	2	0	12	0	0	0	0	40,929	-1	8,883	BENIGN
3	3	0	3	0	0	0	9	6	0	6	6	6	0	0	0	4,000,000	2	0	12	0	0	0	0	40,929	-1	8,884	BENIGN
96	96	0	96	0	0	0	9	6	0	6	6	6	6	0	6	125,000	1	1	6	6	10,416.66667	0	0	16,384	256	55,245	BENIGN
1	1	0	1	0	0	0	9	6	0	6	6	6	0	0	0	12,000,000	2	0	12	0	0	0	0	5,574	-1	55,150	BENIGN
0	0	0	0	0	0	0	9	6	0	6	6	6	0	0	0	4,586.600756	2	0	12	0	0	0	0	4,737	-1	55,043	BENIGN
48	48	0	48	0	0	0	9	6	0	6	6	6	0	0	0	250,000	2	0	12	0	0	0	0	4,737	-1	55,040	BENIGN
1	1	0	1	0	0	0	9	6	0	6	6	6	0	0	0	12,000,000	2	0	12	0	0	0	0	4,737	-1	55,039	BENIGN
999,588	999,588	0	999,588	0	0	0	9	6	0	6	6	6	0	0	0	12.004946	2	0	12	0	0	0	0	4,737	-1	55,043	BENIGN
75	75	0	75	0	0	0	9	6	0	6	6	6	6	0	6	160,000	1	1	6	6	13,333.33333	0	0	4,737	63,668	55,039	BENIGN
32	32	0	32	0	0	0	9	6	0	6	6	6	6	0	6	375,000	1	1	6	6	31,250	0	0	4,737	64,189	55,040	BENIGN
71,693	23,897.66667	41,348.67743	71,643	0	0	0	71.75	57.4	27.93385	88	37	37	88	0	88	3,487.09079	2	2	74	176	27.896726	0	0	-1	-1	53	BENIGN
60,738	20,246	35,061.90451	60,732	0	0	0	77.75	62.2	34.506521	100	37	37	100	0	100	4,511.179163	2	2	74	200	32.928315	0	0	-1	-1	53	BENIGN
126,188	2,867.909091	12,377.64297	70,791	26,122.26872	0	0	13.688889	13.391304	15.178169	52	43	0	17.6	16.160652	52	4,881.605224	20	25	176	440	198.117095	1	0	29,200	227	21	BENIGN
8,003	400.15	1,445.918039	6,454	1,718.054875	0	0	947.476191	904.409091	1,122.979992	2,896	2,896	0	0	0	0	2,486,192.678	15	6	19,897	0	749.718855	1	0	29,200	362	34,805	BENIGN
1	1	0	1	0	0	0	617	411.333333	356.225116	617	617	0	0	0	0	617,000,000	2	0	617	0	0	0	1	229	-1	34,805	BENIGN
50	25	32.526912	48	0	0	0	0	0	0	0	0	0	0	0	0	0	1	2	0	0	40,000	0	0	229	227	21	BENIGN
75	25	22.516661	48	48.790368	0	0	3	2.4	2.19089	4	4	0	4	0	4	106,666.6667	3	1	4	4	13,333.33333	0	1	302	302	139	BENIGN
208	69.333333	57.838857	114	57.838857	0	0	11.5	9.2	20.571825	46	46	0	0	0	0	221,153.8462	4	0	46	0	0	0	0	306	-1	443	BENIGN
514,004	171,334.6667	150,308.8093	281,013	363,452.8855	0	0	1.5	1.2	2.683282	6	0	0	6	0	6	11.673061	3	1	0	6	1.94551	0	0	1,444	0	443	BENIGN
60,130,920	8,590,131.429	22,700,000	60,100,000	30,000,000	0	0	218.625	194.333333	503.883419	1,527	198	0	511	879.886925	1,527	29.086533	5	3	216	1,533	0.049891	1	0	8,192	946	80	BENIGN
60,130,912	8,590,130.286	22,700,000	60,100,000	30,000,000	0	0	229	203.555556	532.332629	1,613	195	0	539.666667	929.538775	1,613	30.466859	5	3	213	1,619	0.049891	1	0	8,192	946	80	BENIGN
3,895,966	779,193.2	1,688,277.785	3,798,981	1,883,824.068	0	0	37.833333	32.428571	18.8667	46	46	6	46	0	46	46.458311	5	1	135	46	0.256676	0	1	258	360	443	BENIGN
3,895,242	779,048.4	1,688,348.684	3,798,955	1,883,931.983	0	0	37.833333	32.428571	18.8667	46	46	6	46	0	46	46.466946	5	1	135	46	0.256723	0	1	258	360	443	BENIGN
3,896,308	779,261.6	1,688,253.409	3,799,007	1,883,783.63	0	0	37.833333	32.428571	18.8667	46	46	6	46	0	46	46.454233	5	1	135	46	0.256653	0	1	257	424	443	BENIGN
3,895,052	779,010.4	1,688,400.959	3,799,016	1,884,005.155	0	0	37.833333	32.428571	18.8667	46	46	6	46	0	46	46.469213	5	1	135	46	0.256736	0	1	255	360	443	BENIGN
3,896,461	779,292.2	1,696,821.776	3,814,476	1,893,913.016	0	0	37.833333	32.428571	18.8667	46	46	6	46	0	46	46.452409	5	1	135	46	0.256643	0	1	255	360	443	BENIGN
31,020,664	2,820,060.364	9,317,725.506	30,900,000	11,700,000	30,900,000	0	73	67.384615	40.860614	157	52	41	113	50.806824	157	26.562939	8	4	372	452	0.128946	0	0	-1	-1	53	BENIGN
83,718	16,743.6	25,063.96121	56,230	15,839.02732	0	0	88.333333	75.714286	50.746804	150	46	46	150	0	150	5,781.313457	4	2	184	300	23.889725	0	0	-1	-1	53	BENIGN
10,706,606	205,896.2692	1,092,307.606	7,114,425	1,477,741.199	7,114,425	0	233.245283	228.925926	492.907808	3,072	3,072	0	175.833333	153.274879	420	1,154.614263	29	24	8,142	4,220	2.241607	1	0	8,192	2,050	445	BENIGN
60,166,984	6,685,220.444	20,000,000	60,000,000	26,800,000	0	0	483	439.090909	960.730395	2,920	213	0	1,148.25	1,417.910758	2,920	80.276585	6	4	237	4,593	0.066482	1	0	8,192	946	80	BENIGN
24,027	8,009	13,865.06671	24,019	0	0	0	50.5	40.4	8.763561	50	34	34	50	0	50	6,992.133849	2	2	68	100	83.239689	0	0	-1	-1	53	BENIGN
1,029,807	205,961.4	281,152.7211	515,080	1,630.588237	0	0	3	2.571429	3.207135	6	0	0	6	0	6	17.479003	3	3	0	18	2.913167	1	0	8,192	0	8,080	BENIGN
2,979,847	1,489,923.5	2,085,777.621	2,964,791	0	0	0	0	0	0	0	0	0	0	0	0	0	2	1	0	0	0.335588	0	0	437	63	80	BENIGN
28,315	28,315	0	28,315	0	0	0	9	6	0	6	6	6	6	0	6	423.803638	1	1	6	6	35.31697	0	0	274	1,024	80	BENIGN
28,466	28,466	0	28,466	0	0	0	9	6	0	6	6	6	6	0	6	421.55554	1	1	6	6	35.129628	0	0	274	1,024	80	BENIGN
101,027,175	4,041,087	13,900,000	58,500,000	18,900,000	49,400,000	1,296,391.188	79.461538	76.518519	136.739047	460	460	0	82.583333	132.108398	456	19.99462	14	12	1,029	991	0.11878	0	1	428	407	443	BENIGN
330	110	187.928178	327	0	0	0	77.25	61.8	33.958799	99	37	37	99	0	99	824,242.4242	2	2	74	198	6,060.606061	0	0	-1	-1	53	BENIGN
221	73.666667	87.11678	171	0	0	0	54.25	43.4	8.763561	53	37	37	53	0	53	814,479.638	2	2	74	106	9,049.773756	0	0	-1	-1	53	BENIGN
302	100.666667	133.061389	252	0	0	0	141.25	113	106.805899	230	35	35	230	0	230	1,754,966.887	2	2	70	460	6,622.516556	0	0	-1	-1	53	BENIGN

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