Datasets:

wassim249
/

CICD

Modalities:

Formats:

Size:

Libraries:

Dataset card Data Studio Files Files and versions Community

Dataset Viewer

Auto-converted to Parquet

Split (3)

train · 2.8M 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	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_max int64	active_min int64	idle_mean float64	idle_std float64	idle_max int64	idle_min int64	label string	__index_level_0__ int64
80	97,526,676	8	6	349	11,595	349	0	43.625	123.390133	5,792	0	1,932.5	2,181.008184	122.469057	0.14355	7,502,052	27,000,000	97,500,000	1	97,500,000	13,900,000	36,900,000	97,500,000	1	9,442	1,888.4	2,747.271064	6,323	46	264	200	0.082029	0.061522	0	5,792	796.266667	1,621.342322	2,628,750.924	0	1	0	0	853.142857	43.625	1,932.5	264	8	349	6	11,595	274	235	1	32	1,993	1,993	97,500,000	0	97,500,000	97,500,000	DoS Hulk	269,487
5,087	46	1	1	0	6	0	0	0	0	6	6	6	0	130,434.7826	43,478.26087	46	0	46	46	0	0	0	0	0	0	0	0	0	0	40	20	21,739.13043	21,739.13043	0	6	2	3.464102	12	1	0	0	1	3	0	6	40	1	0	1	6	29,200	0	0	40	0	0	0	0	0	0	PortScan	190,118
53	190	2	2	100	356	50	50	50	0	178	178	178	0	2,400,000	21,052.63158	63.333333	104.500399	184	3	3	3	0	3	3	3	3	0	3	3	40	40	10,526.31579	10,526.31579	50	178	101.2	70.108487	4,915.2	0	0	0	1	126.5	50	178	40	2	100	2	356	-1	-1	1	20	0	0	0	0	0	0	BENIGN	127,486
53	217	2	2	76	172	38	38	38	0	86	86	86	0	1,142,857.143	18,433.17972	72.333333	41.283572	120	48	49	49	0	49	49	48	48	0	48	48	40	40	9,216.589862	9,216.589862	38	86	57.2	26.290683	691.2	0	0	0	1	71.5	38	86	40	2	76	2	172	-1	-1	1	20	0	0	0	0	0	0	BENIGN	393,911
53	30,599	1	1	77	159	77	77	77	0	159	159	159	0	7,712.670349	65.361613	30,599	0	30,599	30,599	0	0	0	0	0	0	0	0	0	0	32	32	32.680807	32.680807	77	159	104.333333	47.342722	2,241.333333	0	0	0	1	156.5	77	159	32	1	77	1	159	-1	-1	0	32	0	0	0	0	0	0	BENIGN	56,334
2,106	12	1	1	0	6	0	0	0	0	6	6	6	0	500,000	166,666.6667	12	0	12	12	0	0	0	0	0	0	0	0	0	0	40	20	83,333.33333	83,333.33333	0	6	2	3.464102	12	1	0	0	1	3	0	6	40	1	0	1	6	29,200	0	0	40	0	0	0	0	0	0	PortScan	212,961
53	966,581	2	2	58	268	29	29	29	0	134	134	134	0	337.271269	4.138298	322,193.6667	558,048.8723	966,573	4	4	4	0	4	4	4	4	0	4	4	40	40	2.069149	2.069149	29	134	71	57.510869	3,307.5	0	0	0	1	88.75	29	134	40	2	58	2	268	-1	-1	1	20	0	0	0	0	0	0	BENIGN	81,428
53	59,911	4	4	200	312	50	50	50	0	78	78	78	0	8,546.009915	133.531405	8,558.714286	18,884.974316	50,701	1	59,764	19,921.333333	34,499.565335	59,758	3	9,207	3,069	5,273.281047	9,158	1	128	104	66.765702	66.765702	50	78	62.444444	14.757296	217.777778	0	0	0	1	70.25	50	78	128	4	200	4	312	-1	-1	3	32	0	0	0	0	0	0	BENIGN	447,616
56,783	59	1	1	0	0	0	0	0	0	0	0	0	0	0	33,898.30508	59	0	59	59	0	0	0	0	0	0	0	0	0	0	32	32	16,949.15254	16,949.15254	0	0	0	0	0	0	1	1	1	0	0	0	32	1	0	1	0	122	33,304	0	32	0	0	0	0	0	0	BENIGN	156,075
80	9,951,972	6	4	1,159	2,074	597	0	193.166667	292.770502	1,034	0	518.5	595.253167	324.860239	1.004826	1,105,774.667	2,164,836.353	4,999,552	2	4,952,420	990,484	2,156,151.817	4,847,439	1,226	9,917,942	3,305,980.667	2,832,709.876	4,999,613	35,747	140	88	0.602896	0.40193	0	1,034	293.909091	429.021318	184,059.2909	1	0	0	0	323.3	193.166667	518.5	140	6	1,159	4	2,074	29,200	11	5	20	0	0	0	0	0	0	BENIGN	7,443
80	9,264,270	5	0	30	0	6	6	6	0	0	0	0	0	3.238248	0.539708	2,316,067.5	4,630,802.357	9,262,271	1	9,264,270	2,316,067.5	4,630,802.357	9,262,271	1	0	0	0	0	0	100	0	0.539708	0	6	6	6	0	0	0	1	0	0	7.2	6	0	100	5	30	0	0	256	-1	4	20	1,999	1,999	9,262,271	0	9,262,271	9,262,271	DDoS	191,346
88	1,117	9	6	3,150	3,152	1,575	0	350	694.509719	1,576	0	525.333333	813.8429	5,641,897.940913	13,428.827216	79.785714	211.437635	811	0	1,117	139.625	322.633776	935	1	1,069	213.8	335.065964	811	48	304	208	8,057.296329	5,371.530886	0	1,576	393.875	704.585067	496,440.116667	1	0	0	0	420.133333	350	525.333333	304	9	3,150	6	3,152	29,200	2,081	2	32	0	0	0	0	0	0	BENIGN	7,549
80	117,174,104	19	17	1,362	5,334	424	0	71.684211	156.743617	1,774	0	313.764706	696.763906	57.145732	0.307235	3,347,831.543	4,680,162.729	10,000,000	53	117,000,000	6,507,634.889	4,739,070.292	10,000,000	4,876	117,000,000	7,321,066.25	4,382,060.102	10,000,000	659	392	484	0.162152	0.145083	0	1,774	180.972973	493.552119	243,593.6937	1	0	0	0	186	71.684211	313.764706	392	19	1,362	17	5,334	8,192	1,013	18	20	696,527	36,669	9,669,528.667	1,154,434.207	10,000,000	6,003,733	BENIGN	150,808
443	61,054,280	16	13	940	3,210	597	0	58.75	155.809499	1,448	0	246.923077	534.949446	67.972303	0.474987	2,180,510	4,167,570.763	10,000,000	24	61,100,000	4,070,285.333	5,061,828.62	10,100,000	109	61,000,000	5,083,628.417	5,212,072.303	10,100,000	211	520	424	0.262062	0.212925	0	1,448	138.333333	374.716659	140,412.5747	1	0	0	0	143.103448	58.75	246.923077	520	16	940	13	3,210	29,200	114	3	32	250,024	50,584	10,000,000	27,722.38161	10,000,000	9,959,987	BENIGN	73,426
53	13,690,885	2	2	102	321	57	45	51	8.485281	185	136	160.5	34.648232	30.896469	0.292165	4,563,628.333	7,804,585.872	13,600,000	54,276	13,600,000	13,600,000	0	13,600,000	13,600,000	13,600,000	13,600,000	0	13,600,000	13,600,000	64	40	0.146083	0.146083	45	185	93.6	63.669459	4,053.8	0	0	0	1	117	51	160.5	64	2	102	2	321	-1	-1	1	32	54,276	54,276	13,600,000	0	13,600,000	13,600,000	BENIGN	22,055
443	61,148,048	17	15	1,103	5,432	399	0	64.882353	135.728075	1,448	0	362.133333	561.412742	106.871768	0.52332	1,972,517.677	4,006,387.482	10,000,000	5	61,100,000	3,821,753	4,990,422.065	10,100,000	107	61,100,000	4,364,096.786	5,131,458.666	10,100,000	49	552	488	0.278014	0.245306	0	1,448	198.030303	412.760485	170,371.2178	1	0	0	0	204.21875	64.882353	362.133333	552	17	1,103	15	5,432	29,200	126	4	32	303,505	50,377	10,000,000	27,816.95237	10,000,000	9,960,018	BENIGN	2,105
40,090	4	2	0	31	0	31	0	15.5	21.92031	0	0	0	0	7,750,000	500,000	4	0	4	4	4	4	0	4	4	0	0	0	0	0	64	0	500,000	0	0	31	20.666667	17.897858	320.333333	0	1	0	0	31	15.5	0	64	2	31	0	0	63	-1	0	32	0	0	0	0	0	0	BENIGN	139,976
80	4	2	0	0	0	0	0	0	0	0	0	0	0	0	500,000	4	0	4	4	4	4	0	4	4	0	0	0	0	0	64	0	500,000	0	0	0	0	0	0	0	1	0	0	0	0	0	64	2	0	0	0	251	-1	0	32	0	0	0	0	0	0	DoS Hulk	221,849
443	4,749,545	5	1	123	46	46	0	24.6	23.276598	46	46	46	0	35.582356	1.263279	949,909	2,073,064.713	4,658,186	3	4,749,545	1,187,386.25	2,314,064.572	4,658,186	3	0	0	0	0	0	100	20	1.052732	0.210546	0	46	30.714286	21.684974	470.238095	0	1	0	0	35.833333	24.6	46	100	5	123	1	46	252	127	2	20	0	0	0	0	0	0	BENIGN	27,052
443	116,662	5	5	1,091	528	803	0	218.2	340.128946	354	0	105.6	149.436609	13,877.697965	85.717714	12,962.444444	15,715.818751	32,670	3	82,771	20,692.75	15,587.894307	32,810	97	83,992	20,998	24,526.648541	49,924	3	112	108	42.858857	42.858857	0	803	147.181818	246.495768	60,760.163636	1	0	0	1	161.9	218.2	105.6	112	5	1,091	5	528	8,192	31,317	4	20	0	0	0	0	0	0	BENIGN	143,103
389	28,379,809	54	31	8,906	16,586	1,313	0	164.925926	270.035068	3,069	0	535.032258	629.869959	898.244241	2.995087	337,854.869	1,577,582.318	9,994,382	1	28,400,000	535,468.0943	1,965,859.897	9,994,382	1	28,300,000	944,675.5	2,563,459.923	10,000,000	3	1,744	1,008	1.902761	1.092326	0	3,069	296.418605	467.198924	218,274.8345	1	0	0	0	299.905882	164.925926	535.032258	1,744	54	8,906	31	16,586	29,200	2,078	28	32	3,451,634	37,002	8,126,254.333	2,436,013.254	9,994,382	5,371,000	BENIGN	46,931
80	3,001,416	2	2	12	11	6	6	6	0	11	0	5.5	7.778175	7.66305	1.332704	1,000,472	1,728,522.582	2,996,396	90	5,020	5,020	0	5,020	5,020	3,001,326	3,001,326	0	3,001,326	3,001,326	40	64	0.666352	0.666352	0	11	5.8	3.898718	15.2	0	0	0	1	7.25	6	5.5	40	2	12	2	11	0	235	1	20	0	0	0	0	0	0	DoS Hulk	169,031
5,903	49	2	0	4	0	2	2	2	0	0	0	0	0	81,632.65306	40,816.32653	49	0	49	49	49	49	0	49	49	0	0	0	0	0	48	0	40,816.32653	0	2	2	2	0	0	1	0	0	0	3	2	0	48	2	4	0	0	1,024	-1	1	24	0	0	0	0	0	0	BENIGN	205,666
53	194	2	2	64	96	32	32	32	0	48	48	48	0	824,742.268	20,618.5567	64.666667	69.830748	141	4	49	49	0	49	49	4	4	0	4	4	40	40	10,309.27835	10,309.27835	32	48	38.4	8.763561	76.8	0	0	0	1	48	32	48	40	2	64	2	96	-1	-1	1	20	0	0	0	0	0	0	BENIGN	144,930
53,378	67	1	1	0	0	0	0	0	0	0	0	0	0	0	29,850.74627	67	0	67	67	0	0	0	0	0	0	0	0	0	0	32	32	14,925.37313	14,925.37313	0	0	0	0	0	0	1	1	1	0	0	0	32	1	0	1	0	120	338	0	32	0	0	0	0	0	0	BENIGN	39,969
53	304	2	2	56	120	28	28	28	0	60	60	60	0	578,947.3684	13,157.89474	101.333333	94.732958	192	3	3	3	0	3	3	192	192	0	192	192	40	40	6,578.947368	6,578.947368	28	60	40.8	17.527122	307.2	0	0	0	1	51	28	60	40	2	56	2	120	-1	-1	1	20	0	0	0	0	0	0	BENIGN	18,104
443	666,485	23	29	705	37,425	469	0	30.652174	100.49089	2,836	0	1,290.517241	580.484503	57,210.589886	78.021261	13,068.333333	64,657.970915	460,275	1	666,485	30,294.772727	97,483.672976	460,275	1	153,955	5,498.392857	12,569.308798	45,921	1	748	936	34.509404	43.511857	0	2,836	719.433962	766.41409	587,390.558055	1	0	0	1	733.269231	30.652174	1,290.517241	748	23	705	29	37,425	65,535	349	5	32	0	0	0	0	0	0	BENIGN	43,644
80	1,850,463	3	5	26	11,607	20	0	8.666667	10.263203	10,135	0	2,321.4	4,413.201989	6,286.534775	4.323242	264,351.8571	698,920.292	1,849,354	13	843	421.5	477.297077	759	84	1,850,418	462,604.5	924,499.7376	1,849,354	13	72	112	1.621216	2.702026	0	10,135	1,292.555556	3,350.634907	11,200,000	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	DDoS	161,924
80	20,465	2	0	0	0	0	0	0	0	0	0	0	0	0	97.727828	20,465	0	20,465	20,465	20,465	20,465	0	20,465	20,465	0	0	0	0	0	64	0	97.727828	0	0	0	0	0	0	0	1	0	0	0	0	0	64	2	0	0	0	242	-1	0	32	0	0	0	0	0	0	BENIGN	71,477
443	5,621,340	9	6	374	5,504	193	0	41.555556	69.541554	4,096	0	917.333333	1,592.990981	1,045.658153	2.668403	401,524.2857	1,408,719.284	5,292,551	4	5,621,340	702,667.5	1,856,226.089	5,292,551	48	305,577	61,115.4	94,328.86144	226,595	455	204	132	1.601042	1.067361	0	4,096	367.375	1,020.846177	1,042,126.917	1	0	0	0	391.866667	41.555556	917.333333	204	9	374	6	5,504	8,192	946	7	20	328,741	328,741	5,292,551	0	5,292,551	5,292,551	BENIGN	388,233
49,565	41	1	1	0	0	0	0	0	0	0	0	0	0	0	48,780.487805	41	0	41	41	0	0	0	0	0	0	0	0	0	0	32	32	24,390.243902	24,390.243902	0	0	0	0	0	0	1	1	1	0	0	0	32	1	0	1	0	350	32,832	0	32	0	0	0	0	0	0	BENIGN	477,493
443	3,911	4	0	29	0	29	0	7.25	14.5	0	0	0	0	7,414.98338	1,022.756328	1,303.666667	2,087.863102	3,712	4	3,911	1,303.666667	2,087.863102	3,712	4	0	0	0	0	0	128	0	1,022.756328	0	0	29	5.8	12.969194	168.2	0	1	0	0	7.25	7.25	0	128	4	29	0	0	33,061	-1	1	32	0	0	0	0	0	0	BENIGN	319,772
80	1,744,347	3	5	26	11,601	20	0	8.666667	10.263203	4,380	0	2,320.2	2,207.341206	6,665.531571	4.586243	249,192.4286	654,747.8531	1,734,002	77	9,359	4,679.5	6,383.052914	9,193	166	1,744,270	436,067.5	865,300.1214	1,734,002	165	72	112	1.719841	2.866402	0	4,380	1,291.888889	1,980.710254	3,923,213.111	1	0	0	1	1,453.375	8.666667	2,320.2	72	3	26	5	11,601	8,192	229	2	20	0	0	0	0	0	0	DDoS	49,221
53	30,463	2	2	94	350	47	47	47	0	175	175	175	0	14,575.058267	131.306831	10,154.333333	17,581.75908	30,456	3	3	3	0	3	3	4	4	0	4	4	40	40	65.653416	65.653416	47	175	98.2	70.108487	4,915.2	0	0	0	1	122.75	47	175	40	2	94	2	350	-1	-1	1	20	0	0	0	0	0	0	BENIGN	437,647
80	3,764,980	4	0	24	0	6	6	6	0	0	0	0	0	6.374536	1.062423	1,254,993.333	2,172,864.433	3,764,001	1	3,764,980	1,254,993.333	2,172,864.433	3,764,001	1	0	0	0	0	0	80	0	1.062423	0	6	6	6	0	0	0	1	0	0	7.5	6	0	80	4	24	0	0	256	-1	3	20	0	0	0	0	0	0	DDoS	24,923
53	31,445	2	2	58	148	29	29	29	0	74	74	74	0	6,551.121005	127.206233	10,481.66667	18,148.71704	31,438	3	4	4	0	4	4	3	3	0	3	3	64	64	63.603117	63.603117	29	74	47	24.647515	607.5	0	0	0	1	58.75	29	74	64	2	58	2	148	-1	-1	1	32	0	0	0	0	0	0	BENIGN	424,764
80	208,158	3	4	674	407	668	0	224.666667	383.94965	395	0	101.75	195.520459	5,193.170572	33.628302	34,693	53,439.32571	103,761	4	104,173	52,086.5	73,101.40615	103,777	396	104,397	34,799	59,943.9705	104,016	4	72	92	14.412129	19.216172	0	668	135.125	255.31126	65,183.83929	1	0	0	1	154.428571	224.666667	101.75	72	3	674	4	407	8,192	239	2	20	0	0	0	0	0	0	BENIGN	208,915
53	569,698	1	1	46	101	46	46	46	0	101	101	101	0	258.031448	3.510632	569,698	0	569,698	569,698	0	0	0	0	0	0	0	0	0	0	20	32	1.755316	1.755316	46	101	64.333333	31.754265	1,008.333333	0	0	0	1	96.5	46	101	20	1	46	1	101	-1	-1	0	20	0	0	0	0	0	0	BENIGN	150,240
60,020	106	2	2	4	12	2	2	2	0	6	6	6	0	150,943.3962	37,735.84906	35.333333	28.219379	55	3	3	3	0	3	3	48	48	0	48	48	48	40	18,867.92453	18,867.92453	2	6	3.6	2.19089	4.8	1	0	0	1	4.5	2	6	48	2	4	2	12	1,024	0	1	24	0	0	0	0	0	0	BENIGN	222,539
80	98,357,816	8	6	347	11,595	347	0	43.375	122.683027	5,792	0	1,932.5	2,537.820147	121.413839	0.142337	7,565,985.846	27,300,000	98,400,000	1	98,400,000	14,100,000	37,200,000	98,400,000	1	3,532	706.4	1,292.001277	3,013	48	264	200	0.081336	0.061002	0	5,792	796.133333	1,797.279248	3,230,212.695	0	1	0	0	853	43.375	1,932.5	264	8	347	6	11,595	296	235	1	32	1,000	1,000	98,400,000	0	98,400,000	98,400,000	DoS Hulk	142,586
53	154	2	2	56	120	28	28	28	0	60	60	60	0	1,142,857.143	25,974.02597	51.333333	52.080067	105	1	48	48	0	48	48	1	1	0	1	1	40	40	12,987.01299	12,987.01299	28	60	40.8	17.527122	307.2	0	0	0	1	51	28	60	40	2	56	2	120	-1	-1	1	20	0	0	0	0	0	0	BENIGN	534,459
443	5,705,252	10	8	2,265	3,930	853	0	226.5	348.697338	1,460	0	491.25	540.302495	1,085.841607	3.154988	335,603.0588	1,197,256.439	4,974,475	3	730,774	81,197.11111	81,213.14879	274,102	679	5,653,697	807,671	1,852,692.63	4,999,388	3	212	172	1.752771	1.402217	0	1,460	326.052632	444.817999	197,863.0526	1	0	0	0	344.166667	226.5	491.25	212	10	2,265	8	3,930	8,192	20	9	20	0	0	0	0	0	0	BENIGN	34,711
53	170	2	2	72	174	36	36	36	0	87	87	87	0	1,447,058.823529	23,529.411765	56.666667	92.953393	164	3	3	3	0	3	3	3	3	0	3	3	40	40	11,764.705882	11,764.705882	36	87	56.4	27.93385	780.3	0	0	0	1	70.5	36	87	40	2	72	2	174	-1	-1	1	20	0	0	0	0	0	0	BENIGN	405,530
443	118,437,510	15	15	887	4,746	265	0	59.133333	83.047204	1,460	0	316.4	514.325606	47.560946	0.253298	4,084,052.069	15,100,000	58,900,000	1	118,000,000	8,459,822.143	21,200,000	58,900,000	199	118,000,000	8,454,262.5	21,300,000	59,000,000	1	312	312	0.126649	0.126649	0	1,460	181.709677	379.93431	144,350.0796	1	0	0	1	187.766667	59.133333	316.4	312	15	887	15	4,746	8,192	32	14	20	1,154,391	77,912	58,600,000	493,313.753	58,900,000	58,200,000	BENIGN	340,861
1,217	110	2	2	4	12	2	2	2	0	6	6	6	0	145,454.5455	36,363.63636	36.666667	22.233608	50	11	49	49	0	49	49	50	50	0	50	50	48	40	18,181.81818	18,181.81818	2	6	3.6	2.19089	4.8	1	0	0	1	4.5	2	6	48	2	4	2	12	1,024	0	1	24	0	0	0	0	0	0	BENIGN	149,460
80	113	2	0	12	0	6	6	6	0	0	0	0	0	106,194.6903	17,699.11504	113	0	113	113	113	113	0	113	113	0	0	0	0	0	40	0	17,699.11504	0	6	6	6	0	0	0	1	0	0	9	6	0	40	2	12	0	0	258	-1	1	20	0	0	0	0	0	0	BENIGN	442,629
80	40,200	3	6	26	11,601	20	0	8.666667	10.263203	2,920	0	1,933.5	1,495.722401	289,228.8557	223.880597	5,025	10,714.59829	30,496	30	30,734	15,367	21,496.04615	30,567	167	40,129	8,025.8	13,215.92497	30,743	30	72	132	74.626866	149.253731	0	2,920	1,162.7	1,494.366611	2,233,131.567	1	0	0	2	1,291.888889	8.666667	1,933.5	72	3	26	6	11,601	8,192	229	2	20	0	0	0	0	0	0	DDoS	47,675
80	4,441	6	0	0	0	0	0	0	0	0	0	0	0	0	1,351.047061	888.2	1,439.491473	3,463	212	4,441	888.2	1,439.491473	3,463	212	0	0	0	0	0	192	0	1,351.047061	0	0	0	0	0	0	0	1	0	0	0	0	0	192	6	0	0	0	251	-1	0	32	0	0	0	0	0	0	DoS Hulk	330,187
53	71,837	4	2	160	216	40	40	40	0	108	108	108	0	5,234.071579	83.522419	14,367.4	26,975.134815	62,021	3	62,028	20,676	35,805.820323	62,021	3	4	4	0	4	4	104	40	55.681613	27.840806	40	108	59.428571	33.180602	1,100.952381	0	0	0	0	69.333333	40	108	104	4	160	2	216	-1	-1	3	20	0	0	0	0	0	0	BENIGN	511,952
80	704,482	4	4	303	24	291	0	75.75	143.527872	6	6	6	0	464.170838	11.355861	100,640.2857	171,975.645	365,081	1	365,264	121,754.6667	210,790.0123	365,154	3	339,401	113,133.6667	195,951.5267	339,399	1	100	80	5.677931	5.677931	0	291	36.333333	95.535334	9,127	1	0	0	1	40.875	75.75	6	100	4	303	4	24	29,200	4,019	3	20	0	0	0	0	0	0	BENIGN	138,614
54,100	740	1	1	0	0	0	0	0	0	0	0	0	0	0	2,702.702703	740	0	740	740	0	0	0	0	0	0	0	0	0	0	32	32	1,351.351351	1,351.351351	0	0	0	0	0	0	1	1	1	0	0	0	32	1	0	1	0	227	229	0	32	0	0	0	0	0	0	BENIGN	245,927
1,309	48	2	0	4	0	2	2	2	0	0	0	0	0	83,333.33333	41,666.66667	48	0	48	48	48	48	0	48	48	0	0	0	0	0	48	0	41,666.66667	0	2	2	2	0	0	1	0	0	0	3	2	0	48	2	4	0	0	1,024	-1	1	24	0	0	0	0	0	0	BENIGN	155,571
80	11,313,750	13	21	14,446	15,530	6,146	0	1,111.230769	2,074.04111	3,815	0	739.52381	1,074.041369	2,649.51939	3.005193	342,840.9091	1,729,882.573	9,950,558	1	1,363,192	113,599.3333	208,887.8458	649,010	46	11,300,000	564,084.9	2,228,720.175	9,999,947	1	272	432	1.149044	1.856148	0	6,146	856.457143	1,500.544418	2,251,633.55	1	0	0	1	881.647059	1,111.230769	739.52381	272	13	14,446	21	15,530	8,192	121	4	20	0	0	0	0	0	0	BENIGN	46,197
53	645,072	4	4	172	320	45	41	43	2.309401	83	77	80	3.464102	762.705558	12.401716	92,153.14286	150,100.3962	370,079	3	607,229	202,409.6667	350,578.6305	607,223	3	407,928	135,976	235,512.1445	407,922	3	128	144	6.200858	6.200858	41	83	59.222222	19.885785	395.444444	0	0	0	1	66.625	43	80	128	4	172	4	320	-1	-1	3	32	0	0	0	0	0	0	BENIGN	437,067
53	31,474	2	2	62	94	31	31	31	0	47	47	47	0	4,956.472009	127.089026	10,491.33333	18,166.32622	31,468	3	3	3	0	3	3	3	3	0	3	3	64	64	63.544513	63.544513	31	47	37.4	8.763561	76.8	0	0	0	1	46.75	31	47	64	2	62	2	94	-1	-1	1	32	0	0	0	0	0	0	BENIGN	587,849
80	186,375	5	0	30	0	6	6	6	0	0	0	0	0	160.965795	26.827632	46,593.75	92,226.98882	184,933	43	186,375	46,593.75	92,226.98882	184,933	43	0	0	0	0	0	100	0	26.827632	0	6	6	6	0	0	0	1	0	0	7.2	6	0	100	5	30	0	0	256	-1	4	20	0	0	0	0	0	0	DDoS	71,758
1,075	49	1	1	2	6	2	2	2	0	6	6	6	0	163,265.3061	40,816.32653	49	0	49	49	0	0	0	0	0	0	0	0	0	0	24	20	20,408.16327	20,408.16327	2	6	3.333333	2.309401	5.333333	1	0	0	1	5	2	6	24	1	2	1	6	1,024	0	0	24	0	0	0	0	0	0	PortScan	91,987
443	117,806,275	39	34	1,544	38,236	601	0	39.589744	123.934558	1,460	0	1,124.588235	575.411006	337.673014	0.619661	1,636,198.264	9,730,165.061	58,800,000	1	118,000,000	3,100,165.132	13,300,000	58,800,000	1	118,000,000	3,569,426.727	14,200,000	58,800,000	2	800	692	0.331052	0.288609	0	1,460	537.567568	674.245841	454,607.4543	1	0	0	0	544.931507	39.589744	1,124.588235	800	39	1,544	34	38,236	29,200	31	38	20	176,759	15,289	58,800,000	25,238.05523	58,800,000	58,800,000	BENIGN	178,802
51,345	227,000	2	0	0	0	0	0	0	0	0	0	0	0	0	8.810573	227,000	0	227,000	227,000	227,000	227,000	0	227,000	227,000	0	0	0	0	0	40	0	8.810573	0	0	0	0	0	0	0	1	0	0	0	0	0	40	2	0	0	0	127	-1	0	20	0	0	0	0	0	0	BENIGN	87,375
443	61,112,638	14	14	867	5,845	539	0	61.928571	149.748232	1,460	0	417.5	595.745138	109.829983	0.45817	2,263,431.037	4,203,069.975	10,000,000	37	61,100,000	4,700,972.154	5,169,043.458	10,100,000	1,452	61,000,000	4,692,979.385	5,177,630.654	10,100,000	48	292	352	0.229085	0.229085	0	1,460	231.448276	456.925954	208,781.3276	1	0	0	1	239.714286	61.928571	417.5	292	14	867	14	5,845	8,192	123	8	20	726,841	102,682	9,978,439.667	55,764.90952	10,000,000	9,864,627	BENIGN	25,282
53	90,758	1	1	40	102	40	40	40	0	102	102	102	0	1,564.600366	22.036625	90,758	0	90,758	90,758	0	0	0	0	0	0	0	0	0	0	20	20	11.018312	11.018312	40	102	60.666667	35.795717	1,281.333333	0	0	0	1	91	40	102	20	1	40	1	102	-1	-1	0	20	0	0	0	0	0	0	BENIGN	239,683
54,792	218	1	3	6	18	6	6	6	0	6	6	6	0	110,091.7431	18,348.62385	72.666667	62.067168	109	1	0	0	0	0	0	110	55	76.367532	109	1	20	60	4,587.155963	13,761.46789	6	6	6	0	0	0	1	1	3	7.5	6	6	20	1	6	3	18	256	256	0	20	0	0	0	0	0	0	BENIGN	80,743
3,081	48	2	0	12	0	6	6	6	0	0	0	0	0	250,000	41,666.66667	48	0	48	48	48	48	0	48	48	0	0	0	0	0	40	0	41,666.66667	0	6	6	6	0	0	0	1	0	0	9	6	0	40	2	12	0	0	10,227	-1	1	20	0	0	0	0	0	0	BENIGN	210,778
56,030	105	1	1	6	6	6	6	6	0	6	6	6	0	114,285.7143	19,047.61905	105	0	105	105	0	0	0	0	0	0	0	0	0	0	20	20	9,523.809524	9,523.809524	6	6	6	0	0	0	1	1	1	9	6	6	20	1	6	1	6	292	253	0	20	0	0	0	0	0	0	BENIGN	599,775
443	5,462,112	5	1	123	46	46	0	24.6	23.276598	46	46	46	0	30.940413	1.098476	1,092,422.4	2,425,255.948	5,430,794	63	5,462,112	1,365,528	2,710,211.318	5,430,794	63	0	0	0	0	0	160	32	0.915397	0.183079	0	46	30.714286	21.684974	470.238095	0	1	0	0	35.833333	24.6	46	160	5	123	1	46	1,648	187	2	32	29,612	29,612	5,430,794	0	5,430,794	5,430,794	BENIGN	228,325
443	101,242,503	26	20	1,428	3,474	821	0	54.923077	173.919274	2,499	0	173.7	571.302307	48.4184	0.454355	2,249,833.4	4,171,659.745	9,987,828	3	101,000,000	4,049,700.12	4,972,432.609	10,100,000	4	91,100,000	4,797,280.316	5,129,724.137	10,100,000	2,023	532	412	0.256809	0.197545	0	2,499	104.297872	393.648868	154,959.4311	1	0	0	0	106.565217	54.923077	173.7	532	26	1,428	20	3,474	8,192	1,026	14	20	626,828	105,417	9,966,489.9	61,694.68277	9,987,828	9,791,470	BENIGN	175,916
443	60,986,978	17	14	2,286	4,754	1,186	0	134.470588	321.559115	1,849	0	339.571429	611.26687	115.434479	0.508305	2,032,899.267	4,050,158.524	10,000,000	115	61,000,000	3,811,686.125	4,981,877.596	10,100,000	235	60,900,000	4,687,407.077	5,168,678.151	10,100,000	213	352	352	0.278748	0.229557	0	1,849	220	471.262546	222,088.3871	1	0	0	0	227.096774	134.470588	339.571429	352	17	2,286	14	4,754	8,192	124	16	20	703,166	50,405	9,996,640.333	10,492.49036	10,000,000	9,976,458	BENIGN	325,423
443	5,800,236	8	5	698	3,275	517	0	87.25	178.633504	1,551	0	655	784.008291	684.972129	2.241288	483,353	1,584,133.008	5,512,879	3	5,800,236	828,605.1429	2,065,787.406	5,512,879	3	208,413	52,103.25	58,725.03653	113,083	207	172	112	1.379254	0.862034	0	1,551	283.785714	537.844012	289,276.1813	1	0	0	0	305.615385	87.25	655	172	8	698	5	3,275	8,192	123	7	20	287,354	287,354	5,512,879	0	5,512,879	5,512,879	BENIGN	16,083
53	89,346	1	1	68	132	68	68	68	0	132	132	132	0	2,238.488573	22.384886	89,346	0	89,346	89,346	0	0	0	0	0	0	0	0	0	0	20	20	11.192443	11.192443	68	132	89.333333	36.950417	1,365.333333	0	0	0	1	134	68	132	20	1	68	1	132	-1	-1	0	20	0	0	0	0	0	0	BENIGN	248,599
30,000	10	1	1	0	6	0	0	0	0	6	6	6	0	600,000	200,000	10	0	10	10	0	0	0	0	0	0	0	0	0	0	40	20	100,000	100,000	0	6	2	3.464102	12	1	0	0	1	3	0	6	40	1	0	1	6	29,200	0	0	40	0	0	0	0	0	0	PortScan	194,881
53	70,849	1	1	47	180	47	47	47	0	180	180	180	0	3,203.997234	28.229051	70,849	0	70,849	70,849	0	0	0	0	0	0	0	0	0	0	32	32	14.114525	14.114525	47	180	91.333333	76.787586	5,896.333333	0	0	0	1	137	47	180	32	1	47	1	180	-1	-1	0	32	0	0	0	0	0	0	BENIGN	25,853
5,925	35	1	1	2	6	2	2	2	0	6	6	6	0	228,571.4286	57,142.85714	35	0	35	35	0	0	0	0	0	0	0	0	0	0	24	20	28,571.42857	28,571.42857	2	6	3.333333	2.309401	5.333333	1	0	0	1	5	2	6	24	1	2	1	6	1,024	0	0	24	0	0	0	0	0	0	PortScan	241,379
53	31,074	2	2	94	268	47	47	47	0	134	134	134	0	11,649.61061	128.724979	10,358	17,857.44385	30,978	47	47	47	0	47	47	49	49	0	49	49	40	40	64.36249	64.36249	47	134	81.8	47.651863	2,270.7	0	0	0	1	102.25	47	134	40	2	94	2	268	-1	-1	1	20	0	0	0	0	0	0	BENIGN	5,912
80	82,867,352	6	7	357	11,595	339	0	59.5	136.958023	5,792	0	1,656.428571	2,120.732252	144.230505	0.156877	6,905,612.667	23,900,000	82,700,000	4	82,700,000	16,500,000	37,000,000	82,700,000	4	82,900,000	13,800,000	33,800,000	82,700,000	47	164	232	0.072405	0.084472	0	5,792	854.142857	1,666.238179	2,776,349.67	0	0	0	1	919.846154	59.5	1,656.428571	164	6	357	7	11,595	0	235	3	20	13,975	13,975	82,700,000	0	82,700,000	82,700,000	DoS Hulk	131,373
443	4	2	0	0	0	0	0	0	0	0	0	0	0	0	500,000	4	0	4	4	4	4	0	4	4	0	0	0	0	0	64	0	500,000	0	0	0	0	0	0	0	1	0	0	0	0	0	64	2	0	0	0	65,535	-1	0	32	0	0	0	0	0	0	BENIGN	103,777
53	181	2	2	68	182	34	34	34	0	91	91	91	0	1,381,215.47	22,099.44751	60.333333	63.406099	129	4	4	4	0	4	4	48	48	0	48	48	40	40	11,049.72376	11,049.72376	34	91	56.8	31.220186	974.7	0	0	0	1	71	34	91	40	2	68	2	182	-1	-1	1	20	0	0	0	0	0	0	BENIGN	659,025
443	5,729,770	5	1	135	46	46	6	27	20.124612	46	46	46	0	31.589401	1.047162	1,145,954	2,439,503.732	5,507,203	49	5,729,770	1,432,442.5	2,718,412.997	5,507,203	49	0	0	0	0	0	100	20	0.872635	0.174527	6	46	32.428571	18.8667	355.952381	0	1	0	0	37.833333	27	46	100	5	135	1	46	256	64	4	20	218,104	218,104	5,507,203	0	5,507,203	5,507,203	BENIGN	350,924
443	28,957	2	1	0	0	0	0	0	0	0	0	0	0	0	103.601893	14,478.5	20,475.69106	28,957	0	0	0	0	0	0	0	0	0	0	0	64	44	69.067928	34.533964	0	0	0	0	0	0	1	1	0	0	0	0	64	2	0	1	0	33,304	123	0	32	0	0	0	0	0	0	BENIGN	529,445
53	151	2	2	82	114	41	41	41	0	57	57	57	0	1,298,013.245033	26,490.066225	50.333333	81.119254	144	3	3	3	0	3	3	4	4	0	4	4	40	40	13,245.033113	13,245.033113	41	57	47.4	8.763561	76.8	0	0	0	1	59.25	41	57	40	2	82	2	114	-1	-1	1	20	0	0	0	0	0	0	BENIGN	189,913
57,281	187,004	2	3	0	0	0	0	0	0	0	0	0	0	0	26.737396	46,751	93,459.33735	186,940	0	187,004	187,004	0	187,004	187,004	4	2	2.828427	4	0	64	60	10.694958	16.042438	0	0	0	0	0	0	1	0	1	0	0	0	64	2	0	3	0	124	0	0	32	0	0	0	0	0	0	BENIGN	163,436
55,546	205	2	1	31	0	31	0	15.5	21.92031	0	0	0	0	151,219.5122	14,634.14634	102.5	43.133514	133	72	205	205	0	205	205	0	0	0	0	0	64	20	9,756.097561	4,878.04878	0	31	15.5	17.897858	320.333333	0	1	0	0	20.666667	15.5	0	64	2	31	1	0	61	0	0	32	0	0	0	0	0	0	BENIGN	277,158
443	55,607,505	13	7	2,025	1,929	965	0	155.769231	330.970329	1,045	0	275.571429	378.549361	71.10551	0.359664	2,926,710.789474	12,477,140.399938	54,443,670	3	55,607,505	4,633,958.75	15,688,120.642158	54,443,670	3	1,127,419	187,903.166667	385,708.451315	972,747	241	428	232	0.233781	0.125882	0	1,045	188.285714	337.403489	113,841.114286	1	0	0	0	197.7	155.769231	275.571429	428	13	2,025	7	1,929	65,535	377	6	32	1,163,786	1,163,786	54,443,670	0	54,443,670	54,443,670	BENIGN	73,965
53	322	2	2	66	98	33	33	33	0	49	49	49	0	509,316.7702	12,422.36025	107.333333	145.383401	273	1	48	48	0	48	48	1	1	0	1	1	40	40	6,211.180124	6,211.180124	33	49	39.4	8.763561	76.8	0	0	0	1	49.25	33	49	40	2	66	2	98	-1	-1	1	20	0	0	0	0	0	0	BENIGN	31,287
21	244	2	1	14	0	14	0	7	9.899495	0	0	0	0	57,377.04918	12,295.08197	122	94.752309	189	55	244	244	0	244	244	0	0	0	0	0	64	20	8,196.721311	4,098.360656	0	14	7	8.082904	65.333333	0	1	0	0	9.333333	7	0	64	2	14	1	0	229	0	0	32	0	0	0	0	0	0	FTP-Patator	39,670
57,518	3	1	1	6	6	6	6	6	0	6	6	6	0	4,000,000	666,666.6667	3	0	3	3	0	0	0	0	0	0	0	0	0	0	20	20	333,333.3333	333,333.3333	6	6	6	0	0	0	1	1	1	9	6	6	20	1	6	1	6	356	254	0	20	0	0	0	0	0	0	BENIGN	35,806
80	1,068,049	3	5	26	11,601	20	0	8.666667	10.263203	5,840	0	2,320.2	2,436.833027	10,886.20466	7.490293	152,578.4286	399,925.9654	1,059,503	23	7,740	3,870	5,417.852157	7,701	39	1,068,026	267,006.5	528,342.5678	1,059,503	191	72	112	2.80886	4.681433	0	5,840	1,291.888889	2,110.95076	4,456,113.111	1	0	0	1	1,453.375	8.666667	2,320.2	72	3	26	5	11,601	8,192	229	2	20	0	0	0	0	0	0	DDoS	89,169
53	39,195	2	2	82	194	41	41	41	0	97	97	97	0	7,041.714504	102.053833	13,065	22,586.82078	39,146	1	1	1	0	1	1	48	48	0	48	48	40	40	51.026917	51.026917	41	97	63.4	30.672463	940.8	0	0	0	1	79.25	41	97	40	2	82	2	194	-1	-1	1	20	0	0	0	0	0	0	BENIGN	288,390
443	59,427,848	13	10	2,105	637	1,501	0	161.923077	426.90855	469	0	63.7	151.880106	46.139985	0.387024	2,701,265.818	4,481,402.726	10,000,000	1	59,400,000	4,952,320.667	5,148,263.702	10,100,000	267	50,300,000	5,592,558.444	5,281,113.644	10,100,000	131	424	328	0.218753	0.168271	0	1,501	114.25	327.226188	107,076.9783	1	0	0	0	119.217391	161.923077	63.7	424	13	2,105	10	637	29,200	383	3	32	176,977	36,272	10,000,000	23,573.97418	10,000,000	9,960,007	BENIGN	140,643
80	189,696	3	2	886	301	880	0	295.333333	506.345073	301	0	150.5	212.839141	6,257.380229	26.357962	47,424	58,088.13194	132,147	0	160,744	80,372	73,220.90719	132,147	28,597	161,099	161,099	0	161,099	161,099	72	52	15.814777	10.543185	0	880	197.833333	355.023614	126,041.7667	1	0	0	0	237.4	295.333333	150.5	72	3	886	2	301	8,192	256	2	20	0	0	0	0	0	0	BENIGN	22,942
61,927	1,205	1	1	0	0	0	0	0	0	0	0	0	0	0	1,659.751037	1,205	0	1,205	1,205	0	0	0	0	0	0	0	0	0	0	32	32	829.875519	829.875519	0	0	0	0	0	0	1	0	1	0	0	0	32	1	0	1	0	122	33,304	0	32	0	0	0	0	0	0	BENIGN	308,655
80	5,520,755	3	1	0	0	0	0	0	0	0	0	0	0	0	0.724539	1,840,251.666667	3,174,299.73301	5,505,607	57	5,520,755	2,760,377.5	3,882,340.790727	5,505,607	15,148	0	0	0	0	0	104	40	0.543404	0.181135	0	0	0	0	0	1	0	0	0	0	0	0	104	3	0	1	0	29,200	28,960	0	32	0	0	0	0	0	0	BENIGN	271,792
80	48,788	3	5	26	11,601	20	0	8.666667	10.263203	5,840	0	2,320.2	2,436.833027	238,316.7992	163.974748	6,969.714286	15,031.4901	40,569	49	7,630	3,815	4,689.532173	7,131	499	48,689	12,172.25	19,242.34983	40,569	190	72	112	61.49053	102.484217	0	5,840	1,291.888889	2,110.95076	4,456,113.111	1	0	0	1	1,453.375	8.666667	2,320.2	72	3	26	5	11,601	8,192	229	2	20	0	0	0	0	0	0	DDoS	23,423
5,100	46	1	1	2	6	2	2	2	0	6	6	6	0	173,913.0435	43,478.26087	46	0	46	46	0	0	0	0	0	0	0	0	0	0	24	20	21,739.13043	21,739.13043	2	6	3.333333	2.309401	5.333333	1	0	0	1	5	2	6	24	1	2	1	6	1,024	0	0	24	0	0	0	0	0	0	PortScan	146,816
53	30,825	1	1	50	66	50	50	50	0	66	66	66	0	3,763.179238	64.882401	30,825	0	30,825	30,825	0	0	0	0	0	0	0	0	0	0	32	32	32.4412	32.4412	50	66	55.333333	9.237604	85.333333	0	0	0	1	83	50	66	32	1	50	1	66	-1	-1	0	32	0	0	0	0	0	0	BENIGN	183,029
80	10,898,125	5	4	419	3,525	419	0	83.8	187.382497	3,525	0	881.25	1,762.5	361.897115	0.82583	1,362,265.625	2,532,605.546	5,892,770	75	5,896,122	1,474,030.5	2,947,263.669	5,894,926	291	10,900,000	3,632,683.333	3,176,454.305	5,892,770	867	168	136	0.458795	0.367036	0	3,525	394.4	1,107.834344	1,227,296.933	1	0	0	0	438.222222	83.8	881.25	168	5	419	4	3,525	29,200	235	1	32	942	942	5,892,770	0	5,892,770	5,892,770	DoS GoldenEye	603,729
53	168	2	2	102	224	51	51	51	0	112	112	112	0	1,940,476.19	23,809.52381	56	90.934042	161	3	3	3	0	3	3	4	4	0	4	4	40	40	11,904.7619	11,904.7619	51	112	75.4	33.411076	1,116.3	0	0	0	1	94.25	51	112	40	2	102	2	224	-1	-1	1	20	0	0	0	0	0	0	BENIGN	139,797
443	73,291,275	8	7	650	6,118	289	0	81.25	114.17374	2,047	0	874	812.367528	92.34387	0.204663	5,235,091.071	19,500,000	73,200,000	37	73,300,000	10,500,000	27,600,000	73,200,000	318	107,474	17,912.33333	18,755.30741	36,428	48	172	152	0.109154	0.095509	0	2,047	423	662.720454	439,198.4	1	0	0	0	451.2	81.25	874	172	8	650	7	6,118	8,192	980	7	20	0	0	0	0	0	0	BENIGN	10,049
22	11,171,188	20	33	2,008	2,745	640	0	100.4	141.914133	976	0	83.181818	217.285736	425.46952	4.744348	214,830.5385	586,283.7131	2,290,296	30	9,273,814	488,095.4737	849,054.6434	2,333,932	244	11,200,000	349,097.4375	719,169.5053	2,290,296	48	648	1,064	1.79032	2.954028	0	976	88.018519	189.590272	35,944.47135	1	0	0	1	89.679245	100.4	83.181818	648	20	2,008	33	2,745	29,200	247	16	32	0	0	0	0	0	0	SSH-Patator	196,069
443	136	2	0	0	0	0	0	0	0	0	0	0	0	0	14,705.88235	136	0	136	136	136	136	0	136	136	0	0	0	0	0	64	0	14,705.88235	0	0	0	0	0	0	0	1	0	0	0	0	0	64	2	0	0	0	489	-1	0	32	0	0	0	0	0	0	BENIGN	55,177
53	46,571	2	2	72	176	36	36	36	0	88	88	88	0	5,325.202379	85.890361	15,523.66667	26,880.85118	46,563	4	4	4	0	4	4	4	4	0	4	4	40	40	42.94518	42.94518	36	88	56.8	28.481573	811.2	0	0	0	1	71	36	88	40	2	72	2	176	-1	-1	1	20	0	0	0	0	0	0	BENIGN	60,045

End of preview. Expand in Data Studio

README.md exists but content is empty.

Downloads last month: 39

Size of downloaded dataset files:

Size of the auto-converted Parquet files:

Number of rows: