Datasets:

maruuf
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CICIDS17_SHAP_DATASET

Flow Duration int64 -13 120M	Flow IAT Min int64 -14 120M	Flow IAT Mean float64 -13 120M	Flow IAT Max int64 -13 120M	Fwd IAT Mean float64 0 120M	Fwd Packets/s float64 0 3M	Fwd Header Length int64 -32,212,234,632 4.64M	Fwd IAT Min int64 -12 120M	Average Packet Size float64 0 3.89k	Packet Length Mean float64 0 3.34k	Fwd Packet Length Max int64 0 24.8k	Bwd Packet Length Mean float64 0 5.8k	Bwd Packet Length Std float64 0 8.19k	Flow Bytes/s float64 -261,000,000 2.07B	Total Length of Fwd Packets int64 0 12.9M	Total Length of Bwd Packets int64 0 655M	Bwd Packets/s float64 0 2M	Init_Win_bytes_forward int64 -1 65.5k	Init_Win_bytes_backward int64 -1 65.5k	Destination Port int64 0 65.5k	Label stringclasses 15 values
3	3	3	3	3	666,666.6667	40	3	9	6	6	0	0	4,000,000	12	0	0	33	-1	54,865	BENIGN
109	109	109	109	0	9,174.311927	20	0	9	6	6	6	0	110,091.7431	6	6	9,174.311927	29	256	55,054	BENIGN
52	52	52	52	0	19,230.76923	20	0	9	6	6	6	0	230,769.2308	6	6	19,230.76923	29	256	55,055	BENIGN
34	34	34	34	0	29,411.76471	20	0	9	6	6	6	0	352,941.1765	6	6	29,411.76471	31	329	46,236	BENIGN
3	3	3	3	3	666,666.6667	40	3	9	6	6	0	0	4,000,000	12	0	0	32	-1	54,863	BENIGN
1,022	1,022	1,022	1,022	1,022	1,956.947162	40	1,022	9	6	6	0	0	11,741.68297	12	0	0	32	-1	54,871	BENIGN
4	4	4	4	4	500,000	40	4	9	6	6	0	0	3,000,000	12	0	0	32	-1	54,925	BENIGN
42	42	42	42	0	23,809.52381	20	0	9	6	6	6	0	285,714.2857	6	6	23,809.52381	32	256	54,925	BENIGN
4	4	4	4	4	500,000	40	4	9	6	6	0	0	3,000,000	12	0	0	32	-1	9,282	BENIGN
4	4	4	4	4	500,000	40	4	34	22.666667	31	0	0	9,250,000	37	0	0	946	-1	55,153	BENIGN
3	3	3	3	3	666,666.6667	40	3	34	22.666667	31	0	0	12,300,000	37	0	0	980	-1	55,143	BENIGN
1	1	1	1	1	2,000,000	40	1	34	22.666667	31	0	0	37,000,000	37	0	0	980	-1	55,144	BENIGN
4	4	4	4	4	500,000	40	4	34	22.666667	31	0	0	9,250,000	37	0	0	980	-1	55,145	BENIGN
3	1	1.5	2	1.5	1,000,000	60	1	16.333333	12.25	31	0	0	14,300,000	43	0	0	946	-1	55,254	BENIGN
54	54	54	54	0	18,518.51852	32	0	0	0	0	0	0	0	0	0	18,518.51852	939	1,269	36,206	BENIGN
1	1	1	1	1	2,000,000	64	1	0	0	0	0	0	0	0	0	0	130	-1	53,524	BENIGN
154	154	154	154	0	6,493.506494	32	0	0	0	0	0	0	0	0	0	6,493.506494	130	65,535	53,524	BENIGN
1	1	1	1	1	2,000,000	64	1	0	0	0	0	0	0	0	0	0	130	-1	53,526	BENIGN
118	118	118	118	0	8,474.576271	32	0	0	0	0	0	0	0	0	0	8,474.576271	130	65,535	53,526	BENIGN
239	239	239	239	0	4,184.100418	32	0	0	0	0	0	0	0	0	0	4,184.100418	130	65,535	53,527	BENIGN
1	0	0.5	1	0.5	3,000,000	96	0	0	0	0	0	0	0	0	0	0	130	-1	53,528	BENIGN
1	1	1	1	1	2,000,000	64	1	0	0	0	0	0	0	0	0	0	130	-1	53,527	BENIGN
4	4	4	4	4	500,000	40	4	232.5	155	217	0	0	62,000,000	248	0	0	237	-1	55,035	BENIGN
5	1	2.5	4	2.5	600,000	60	1	157	117.75	217	0	0	50,800,000	254	0	0	123	-1	55,275	BENIGN
4	4	4	4	4	500,000	40	4	9	6	6	0	0	3,000,000	12	0	0	35,095	-1	55,277	BENIGN
4	1	2	3	2	750,000	60	1	16.333333	12.25	31	0	0	10,800,000	43	0	0	65	-1	8,850	BENIGN
54	54	54	54	0	18,518.51852	32	0	0	0	0	0	0	0	0	0	18,518.51852	59	439	43,248	BENIGN
42	3	21	39	21	71,428.57143	60	3	16.333333	12.25	31	0	0	1,023,809.524	43	0	0	64	-1	8,678	BENIGN
4	4	4	4	4	500,000	40	4	34	22.666667	31	0	0	9,250,000	37	0	0	60	-1	55,063	BENIGN
3	3	3	3	3	666,666.6667	40	3	34	22.666667	31	0	0	12,300,000	37	0	0	60	-1	55,203	BENIGN
3	3	3	3	3	666,666.6667	40	3	34	22.666667	31	0	0	12,300,000	37	0	0	62	-1	55,140	BENIGN
737	149	368.5	588	737	2,713.704206	40	737	24.666667	18.5	31	6	0	58,344.64043	37	6	1,356.852103	62	0	55,180	BENIGN
3	3	3	3	3	666,666.6667	40	3	34	22.666667	31	0	0	12,300,000	37	0	0	62	-1	55,156	BENIGN
3	3	3	3	3	666,666.6667	40	3	34	22.666667	31	0	0	12,300,000	37	0	0	60	-1	55,096	BENIGN
3	3	3	3	3	666,666.6667	40	3	34	22.666667	31	0	0	12,300,000	37	0	0	62	-1	55,085	BENIGN
276	2	138	274	138	10,869.56522	60	2	16.333333	12.25	31	0	0	155,797.1014	43	0	0	62	-1	8,689	BENIGN
3	3	3	3	3	666,666.6667	40	3	9	6	6	0	0	4,000,000	12	0	0	40,905	-1	8,817	BENIGN
3	3	3	3	3	666,666.6667	40	3	9	6	6	0	0	4,000,000	12	0	0	40,905	-1	8,816	BENIGN
1	1	1	1	1	2,000,000	40	1	9	6	6	0	0	12,000,000	12	0	0	5,114	-1	8,886	BENIGN
105	105	105	105	0	9,523.809524	20	0	9	6	6	6	0	114,285.7143	6	6	9,523.809524	1,024	274	60,350	BENIGN
66	66	66	66	0	15,151.51515	20	0	9	6	6	6	0	181,818.1818	6	6	15,151.51515	1,024	274	60,346	BENIGN
68	68	68	68	0	14,705.88235	20	0	9	6	6	6	0	176,470.5882	6	6	14,705.88235	1,024	320	60,352	BENIGN
48	48	48	48	48	41,666.66667	40	48	9	6	6	0	0	250,000	12	0	0	23	-1	8,833	BENIGN
3	3	3	3	3	666,666.6667	40	3	9	6	6	0	0	4,000,000	12	0	0	360	-1	9,331	BENIGN
3	3	3	3	3	666,666.6667	40	3	9	6	6	0	0	4,000,000	12	0	0	385	-1	9,175	BENIGN
16	16	16	16	0	62,500	20	0	9	6	6	6	0	750,000	6	6	62,500	351	258	8,693	BENIGN
63	63	63	63	0	15,873.01587	20	0	9	6	6	6	0	190,476.1905	6	6	15,873.01587	360	255	8,695	BENIGN
17	17	17	17	0	58,823.52941	20	0	9	6	6	6	0	705,882.3529	6	6	58,823.52941	360	255	8,690	BENIGN
123	123	123	123	0	8,130.081301	20	0	9	6	6	6	0	97,560.97561	6	6	8,130.081301	360	255	8,694	BENIGN
4	4	4	4	4	500,000	40	4	9	6	6	0	0	3,000,000	12	0	0	360	-1	57,683	BENIGN
4	4	4	4	4	500,000	40	4	9	6	6	0	0	3,000,000	12	0	0	360	-1	57,662	BENIGN
49	49	49	49	49	40,816.32653	40	49	9	6	6	0	0	244,897.9592	12	0	0	351	-1	54,864	BENIGN
3	3	3	3	3	666,666.6667	40	3	9	6	6	0	0	4,000,000	12	0	0	377	-1	57,680	BENIGN
46	46	46	46	0	21,739.13043	32	0	0	0	0	0	0	0	0	0	21,739.13043	340	229	60,954	BENIGN
3	3	3	3	3	666,666.6667	40	3	9	6	6	0	0	4,000,000	12	0	0	424	-1	57,681	BENIGN
3	3	3	3	3	666,666.6667	40	3	9	6	6	0	0	4,000,000	12	0	0	360	-1	55,270	BENIGN
251,170	4	125,585	251,166	125,585	11.944102	60	4	8	6	6	0	0	71.66461	18	0	0	351	-1	55,271	BENIGN
49	49	49	49	49	40,816.32653	40	49	9	6	6	0	0	244,897.9592	12	0	0	360	-1	57,674	BENIGN
62	62	62	62	0	16,129.03226	32	0	0	0	0	0	0	0	0	0	16,129.03226	378	558	50,485	BENIGN
175	71	87.5	104	175	11,428.57143	40	175	8	6	6	6	0	102,857.1429	12	6	5,714.285714	360	255	57,686	BENIGN
37	37	37	37	0	27,027.02703	32	0	0	0	0	0	0	0	0	0	27,027.02703	340	586	33,666	BENIGN
3	3	3	3	3	666,666.6667	40	3	9	6	6	0	0	4,000,000	12	0	0	40,929	-1	8,883	BENIGN
3	3	3	3	3	666,666.6667	40	3	9	6	6	0	0	4,000,000	12	0	0	40,929	-1	8,884	BENIGN
96	96	96	96	0	10,416.66667	20	0	9	6	6	6	0	125,000	6	6	10,416.66667	16,384	256	55,245	BENIGN
1	1	1	1	1	2,000,000	40	1	9	6	6	0	0	12,000,000	12	0	0	5,574	-1	55,150	BENIGN
0	0	0	0	0	0	40	0	9	6	6	0	0	4,586.600756	12	0	0	4,737	-1	55,043	BENIGN
48	48	48	48	48	41,666.66667	40	48	9	6	6	0	0	250,000	12	0	0	4,737	-1	55,040	BENIGN
1	1	1	1	1	2,000,000	40	1	9	6	6	0	0	12,000,000	12	0	0	4,737	-1	55,039	BENIGN
999,588	999,588	999,588	999,588	999,588	2.000824	40	999,588	9	6	6	0	0	12.004946	12	0	0	4,737	-1	55,043	BENIGN
75	75	75	75	0	13,333.33333	20	0	9	6	6	6	0	160,000	6	6	13,333.33333	4,737	63,668	55,039	BENIGN
32	32	32	32	0	31,250	20	0	9	6	6	6	0	375,000	6	6	31,250	4,737	64,189	55,040	BENIGN
71,693	3	23,897.66667	71,643	47	27.896726	40	47	71.75	57.4	37	88	0	3,487.09079	74	176	27.896726	-1	-1	53	BENIGN
60,738	2	20,246	60,732	2	32.928315	40	2	77.75	62.2	37	100	0	4,511.179163	74	200	32.928315	-1	-1	53	BENIGN
126,188	1	2,867.909091	70,791	6,637.736842	158.493676	656	1	13.688889	13.391304	43	17.6	16.160652	4,881.605224	176	440	198.117095	29,200	227	21	BENIGN
8,003	1	400.15	6,454	571.642857	1,874.297139	496	2	947.476191	904.409091	2,896	0	0	2,486,192.678	19,897	0	749.718855	29,200	362	34,805	BENIGN
1	1	1	1	1	2,000,000	64	1	617	411.333333	617	0	0	617,000,000	617	0	0	229	-1	34,805	BENIGN
50	2	25	48	0	20,000	32	0	0	0	0	0	0	0	0	0	40,000	229	227	21	BENIGN
75	3	25	48	37.5	40,000	96	3	3	2.4	4	4	0	106,666.6667	4	4	13,333.33333	302	302	139	BENIGN
208	4	69.333333	114	69.333333	19,230.76923	128	4	11.5	9.2	46	0	0	221,153.8462	46	0	0	306	-1	443	BENIGN
514,004	2	171,334.6667	281,013	257,002	5.83653	96	2	1.5	1.2	0	6	0	11.673061	0	6	1.94551	1,444	0	443	BENIGN
60,130,920	28	8,590,131.429	60,100,000	15,000,000	0.083152	112	29	218.625	194.333333	198	511	879.886925	29.086533	216	1,533	0.049891	8,192	946	80	BENIGN
60,130,912	35	8,590,130.286	60,100,000	15,000,000	0.083152	112	35	229	203.555556	195	539.666667	929.538775	30.466859	213	1,619	0.049891	8,192	946	80	BENIGN
3,895,966	4	779,193.2	3,798,981	973,991.5	1.283379	100	4	37.833333	32.428571	46	46	0	46.458311	135	46	0.256676	258	360	443	BENIGN
3,895,242	3	779,048.4	3,798,955	973,810.5	1.283617	100	3	37.833333	32.428571	46	46	0	46.466946	135	46	0.256723	258	360	443	BENIGN
3,896,308	3	779,261.6	3,799,007	974,077	1.283266	100	3	37.833333	32.428571	46	46	0	46.454233	135	46	0.256653	257	424	443	BENIGN
3,895,052	3	779,010.4	3,799,016	973,763	1.28368	100	3	37.833333	32.428571	46	46	0	46.469213	135	46	0.256736	255	360	443	BENIGN
3,896,461	49	779,292.2	3,814,476	974,115.25	1.283216	100	49	37.833333	32.428571	46	46	0	46.452409	135	46	0.256643	255	360	443	BENIGN
31,020,664	1	2,820,060.364	30,900,000	4,431,065.714	0.257893	184	1	73	67.384615	52	113	50.806824	26.562939	372	452	0.128946	-1	-1	53	BENIGN
83,718	1	16,743.6	56,230	9,146.666667	47.77945	80	1	88.333333	75.714286	46	150	0	5,781.313457	184	300	23.889725	-1	-1	53	BENIGN
10,706,606	0	205,896.2692	7,114,425	382,378.7857	2.708608	604	0	233.245283	228.925926	3,072	175.833333	153.274879	1,154.614263	8,142	4,220	2.241607	8,192	2,050	445	BENIGN
60,166,984	23	6,685,220.444	60,000,000	12,000,000	0.099722	132	23	483	439.090909	213	1,148.25	1,417.910758	80.276585	237	4,593	0.066482	8,192	946	80	BENIGN
24,027	4	8,009	24,019	4	83.239689	64	4	50.5	40.4	34	50	0	6,992.133849	68	100	83.239689	-1	-1	53	BENIGN
1,029,807	524	205,961.4	515,080	514,492	2.913167	92	513,339	3	2.571429	0	6	0	17.479003	0	18	2.913167	8,192	0	8,080	BENIGN
2,979,847	15,056	1,489,923.5	2,964,791	2,979,847	0.671175	64	2,979,847	0	0	0	0	0	0	0	0	0.335588	437	63	80	BENIGN
28,315	28,315	28,315	28,315	0	35.31697	20	0	9	6	6	6	0	423.803638	6	6	35.31697	274	1,024	80	BENIGN
28,466	28,466	28,466	28,466	0	35.129628	20	0	9	6	6	6	0	421.55554	6	6	35.129628	274	1,024	80	BENIGN
101,027,175	1	4,041,087	58,500,000	7,771,321.154	0.138577	448	1	79.461538	76.518519	460	82.583333	132.108398	19.99462	1,029	991	0.11878	428	407	443	BENIGN
330	1	110	327	1	6,060.606061	40	1	77.25	61.8	37	99	0	824,242.4242	74	198	6,060.606061	-1	-1	53	BENIGN
221	3	73.666667	171	47	9,049.773756	40	47	54.25	43.4	37	53	0	814,479.638	74	106	9,049.773756	-1	-1	53	BENIGN
302	2	100.666667	252	2	6,622.516556	64	2	141.25	113	35	230	0	1,754,966.887	70	460	6,622.516556	-1	-1	53	BENIGN

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