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wassim249
/

VC-IDS

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train · 113k rows

duration int64 0 42.9k	protocol_type stringclasses 3 values	service stringclasses 70 values	flag stringclasses 11 values	src_bytes int64 0 1.38B	dst_bytes int64 0 1.31B	wrong_fragment int64 0 3	urgent int64 0 3	hot int64 0 77	num_failed_logins int64 0 5	logged_in int64 0 1	num_compromised int64 0 7.48k	root_shell int64 0 1	su_attempted int64 0 2	num_root int64 0 7.47k	num_file_creations int64 0 43	num_shells int64 0 2	num_access_files int64 0 9	is_guest_login int64 0 1	count int64 0 511	srv_count int64 0 511	serror_rate float64 0 1	srv_serror_rate float64 0 1	rerror_rate float64 0 1	srv_rerror_rate float64 0 1	same_srv_rate float64 0 1	diff_srv_rate float64 0 1	srv_diff_host_rate float64 0 1	dst_host_count int64 0 255	dst_host_srv_count int64 0 255	dst_host_same_srv_rate float64 0 1	dst_host_diff_srv_rate float64 0 1	dst_host_same_src_port_rate float64 0 1	dst_host_srv_diff_host_rate float64 0 1	dst_host_serror_rate float64 0 1	dst_host_srv_serror_rate float64 0 1	dst_host_rerror_rate float64 0 1	dst_host_srv_rerror_rate float64 0 1	label stringclasses 23 values	__index_level_0__ int64 0 126k
0	icmp	ecr_i	SF	1,032	0	0	0	0	0	0	0	0	0	0	0	0	0	0	186	186	0	0	0	0	1	0	0	255	186	0.73	0.01	0.73	0	0	0	0	0	smurf	59,784
0	udp	private	SF	105	147	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	209	207	0.99	0.01	0	0	0	0	0	0	normal	27,200
0	tcp	http	SF	235	2,239	0	0	0	0	1	0	0	0	0	0	0	0	0	3	3	0	0	0	0	1	0	0	255	250	0.98	0.01	0	0	0	0	0	0	normal	25,866
0	tcp	private	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	218	4	1	1	0	0	0.02	0.07	0	255	4	0.02	0.09	0	0	1	1	0	0	neptune	8,007
0	tcp	private	REJ	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	139	11	0	0	1	1	0.08	0.06	0	164	11	0.07	0.07	0.01	0	0	0	1	1	neptune	2,796
0	tcp	private	REJ	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	89	3	0	0	1	1	0.03	0.07	0	255	3	0.01	0.06	0	0	0	0	1	1	neptune	8,182
0	tcp	private	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	18	1	1	1	0	0	0.06	0.33	0	255	13	0.05	0.09	0	0	1	1	0	0	neptune	67,208
0	tcp	http	SF	207	3,018	0	0	0	0	1	0	0	0	0	0	0	0	0	2	2	0	0	0	0	1	0	0	2	255	1	0	0.5	0.05	0	0	0	0	normal	15,052
25	tcp	ftp	SF	335	1,063	0	0	6	0	1	0	0	0	0	0	0	0	1	1	1	0	0	0	0	1	0	0	79	6	0.06	0.9	0.01	0.33	0	0	0.82	0.33	normal	34,394
0	tcp	http	SF	225	1,362	0	0	0	0	1	0	0	0	0	0	0	0	0	9	9	0	0	0	0	1	0	0	255	255	1	0	0	0	0	0	0	0	normal	46,855
13,087	tcp	telnet	SF	120	14,731	0	0	0	0	1	2	0	0	2	0	0	0	0	1	1	0	0	0	0	1	0	0	43	6	0.14	0.09	0.02	0	0	0	0	0	normal	105,334
0	tcp	systat	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	120	6	1	1	0	0	0.05	0.07	0	255	6	0.02	0.07	0	0	1	1	0	0	neptune	70,719
0	tcp	private	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	129	19	1	1	0	0	0.15	0.05	0	255	11	0.04	0.07	0	0	1	1	0	0	neptune	121,150
0	tcp	http	SF	207	363	0	0	0	0	1	0	0	0	0	0	0	0	0	63	64	0	0	0	0	1	0	0.03	64	255	1	0	0.02	0.04	0	0	0	0	normal	18,583
0	tcp	bgp	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	131	23	1	1	0	0	0.18	0.05	0	255	23	0.09	0.05	0	0	1	1	0	0	neptune	115,569
0	tcp	http	SF	305	969	0	0	0	0	1	0	0	0	0	0	0	0	0	4	4	0	0	0	0	1	0	0	16	255	1	0	0.06	0.06	0	0	0	0	normal	75,561
0	tcp	mtp	REJ	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	232	11	0	0	1	1	0.05	0.07	0	255	11	0.04	0.07	0	0	0	0	1	1	neptune	15,850
0	tcp	mtp	REJ	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	247	18	0	0	1	1	0.07	0.06	0	255	18	0.07	0.07	0	0	0	0	1	1	neptune	55,841
0	tcp	private	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	159	4	1	1	0	0	0.03	0.06	0	255	14	0.05	0.08	0	0	1	1	0	0	neptune	75,049
0	tcp	private	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	209	12	1	1	0	0	0.06	0.06	0	255	19	0.07	0.06	0	0	1	1	0	0	neptune	109,525
0	tcp	http	SF	295	1,292	0	0	0	0	1	0	0	0	0	0	0	0	0	67	68	0	0	0	0	1	0	0.03	134	255	1	0	0.01	0.03	0	0	0	0	normal	41,833
0	tcp	http	SF	217	2,431	0	0	0	0	1	0	0	0	0	0	0	0	0	3	4	0	0	0	0	1	0	0.5	52	255	1	0	0.02	0.02	0	0	0.1	0.04	normal	51,423
0	udp	ntp_u	SF	48	48	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	35	10	0.29	0.06	0.29	0	0	0	0	0	normal	69,521
0	tcp	bgp	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	294	6	1	1	0	0	0.02	0.05	0	255	8	0.03	0.07	0	0	1	1	0	0	neptune	124
0	tcp	private	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	142	8	1	1	0	0	0.06	0.08	0	255	8	0.03	0.07	0	0	1	1	0	0	neptune	105,458
0	tcp	http	SF	228	1,260	0	0	0	0	1	0	0	0	0	0	0	0	0	6	6	0	0	0	0	1	0	0	57	255	1	0	0.02	0.04	0	0	0	0	normal	120,375
0	tcp	http	SF	184	15,646	0	0	0	0	1	0	0	0	0	0	0	0	0	9	9	0	0	0	0	1	0	0	255	253	0.99	0.01	0	0	0	0	0	0	normal	10,973
0	tcp	http	SF	213	170	0	0	0	0	1	0	0	0	0	0	0	0	0	4	7	0	0	0	0	1	0	0.29	98	255	1	0	0.01	0.03	0	0	0	0	normal	31,020
0	tcp	http	SF	217	1,850	0	0	0	0	1	0	0	0	0	0	0	0	0	9	9	0	0	0	0	1	0	0	19	255	1	0	0.05	0.06	0	0	0	0	normal	3,547
0	tcp	ftp_data	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	59	14	1	1	0	0	0.24	0.07	0	255	64	0.25	0.02	0	0	1	1	0	0	neptune	122,039
0	tcp	ftp_data	SF	12	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	255	49	0.19	0.03	0.19	0	0	0	0	0	normal	44,033
0	tcp	nnsp	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	149	19	1	1	0	0	0.13	0.06	0	255	7	0.03	0.07	0	0	1	1	0	0	neptune	47,002
0	tcp	http	SF	300	356	0	0	0	0	1	0	0	0	0	0	0	0	0	20	20	0	0	0	0	1	0	0	255	255	1	0	0	0	0	0	0	0	normal	17,065
0	tcp	http	SF	344	284	0	0	0	0	1	0	0	0	0	0	0	0	0	14	15	0	0	0	0	1	0	0.13	255	255	1	0	0	0	0	0	0	0	normal	88,279
0	tcp	http	SF	319	8,591	0	0	0	0	1	0	0	0	0	0	0	0	0	11	11	0	0	0	0	1	0	0	41	255	1	0	0.02	0.07	0	0	0	0	normal	75,276
0	tcp	http	SF	298	4,903	0	0	0	0	1	0	0	0	0	0	0	0	0	8	8	0	0	0	0	1	0	0	29	255	1	0	0.03	0.04	0	0	0	0	normal	13,682
0	tcp	Z39_50	REJ	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	260	10	0	0	1	1	0.04	0.07	0	255	10	0.04	0.07	0	0	0	0	1	1	neptune	43,903
0	tcp	http	SF	303	1,312	0	0	0	0	1	0	0	0	0	0	0	0	0	4	5	0	0	0	0	1	0	0.4	255	255	1	0	0	0	0	0	0	0	normal	104,037
0	tcp	systat	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	251	21	1	1	0	0	0.08	0.05	0	255	21	0.08	0.05	0	0	1	1	0	0	neptune	99,985
0	tcp	http	SF	230	584	0	0	0	0	1	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	50	255	1	0	0.02	0.04	0	0	0	0	normal	40,952
0	tcp	name	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	139	19	1	1	0	0	0.14	0.05	0	255	1	0	0.08	0	0	1	1	0	0	neptune	67,756
0	tcp	private	REJ	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	258	12	0	0	1	1	0.05	0.05	0	255	12	0.05	0.06	0	0	0	0	1	1	neptune	99,847
0	tcp	http	SF	339	286	0	0	0	0	1	0	0	0	0	0	0	0	0	2	3	0	0	0	0.33	1	0	0.67	255	237	0.93	0.02	0	0	0	0	0	0	normal	80,261
0	icmp	eco_i	SF	18	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	1	44	1	0	1	1	0	0	0	0	ipsweep	64,323
0	tcp	private	RSTR	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	1	1	0	0	255	1	0	0.59	1	0	0	0	1	1	portsweep	115,655
0	tcp	private	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	270	12	1	1	0	0	0.04	0.06	0	255	1	0	0.07	0	0	1	1	0	0	neptune	60,689
0	tcp	private	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	113	1	1	1	0	0	0.01	0.06	0	255	1	0	0.09	0	0	1	1	0	0	neptune	6,268
0	tcp	http	SF	226	1,025	0	0	0	0	1	0	0	0	0	0	0	0	0	1	4	0	0	0	0	1	0	0.5	16	255	1	0	0.06	0.02	0	0	0	0	normal	38,094
0	tcp	http	SF	167	2,688	0	0	0	0	1	0	0	0	0	0	0	0	0	15	15	0	0	0	0	1	0	0	41	255	1	0	0.02	0.05	0	0	0	0	normal	93,189
0	tcp	systat	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	262	19	1	1	0	0	0.07	0.06	0	255	19	0.07	0.06	0	0	1	1	0	0	neptune	51,511
0	udp	domain_u	SF	44	118	0	0	0	0	0	0	0	0	0	0	0	0	0	111	112	0	0	0	0	1	0	0.02	255	254	1	0.01	0	0	0	0	0	0	normal	53,521
0	tcp	http	SF	297	2,156	0	0	0	0	1	0	0	0	0	0	0	0	0	15	23	0	0	0	0	1	0	0.09	22	158	1	0	0.05	0.08	0	0.01	0	0	normal	29,785
0	tcp	sunrpc	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	274	18	1	1	0	0	0.07	0.06	0	255	8	0.03	0.06	0	0	1	1	0	0	neptune	110,250
0	tcp	http	SF	145	25,213	0	0	0	0	1	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	22	255	1	0	0.05	0.04	0	0	0	0	normal	58,016
0	tcp	http	SF	201	1,390	0	0	0	0	1	0	0	0	0	0	0	0	0	3	5	0	0	0	0	1	0	0.6	98	255	1	0	0.01	0.02	0	0	0	0	normal	112,741
0	tcp	private	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	141	12	1	1	0	0	0.09	0.06	0	255	10	0.04	0.06	0.01	0	1	1	0	0	neptune	80,504
0	tcp	http	SF	294	313	0	0	0	0	1	0	0	0	0	0	0	0	0	28	28	0	0	0	0	1	0	0	255	255	1	0	0	0	0	0	0	0	normal	74,398
0	tcp	http	SF	262	270	0	0	0	0	1	0	0	0	0	0	0	0	0	6	6	0	0	0	0	1	0	0	255	229	0.9	0.01	0	0	0	0	0	0	normal	49,273
0	tcp	private	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	126	15	1	1	0	0	0.12	0.06	0	255	5	0.02	0.07	0	0	1	1	0	0	neptune	125,840
0	tcp	http	SF	297	3,073	0	0	0	0	1	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	255	255	1	0	0	0	0	0	0	0	normal	12,379
0	tcp	ftp_data	SF	8,325	0	0	0	0	0	0	0	0	0	0	0	0	0	0	16	16	0	0	0	0	1	0	0	187	68	0.36	0.03	0.36	0	0	0	0	0	normal	62,412
0	tcp	auth	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	280	11	1	1	0	0	0.04	0.06	0	255	11	0.04	0.06	0	0	1	1	0	0	neptune	82,052
0	tcp	time	RSTO	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	120	5	0	0	1	1	0.04	0.07	0	255	5	0.02	0.07	0	0	0	0	1	1	neptune	104,325
0	tcp	http	SF	193	759	0	0	0	0	1	0	0	0	0	0	0	0	0	1	3	0	0	0	0	1	0	0.67	123	255	1	0	0.01	0.02	0.01	0.01	0	0	normal	49,559
0	tcp	http	SF	157	443	0	0	0	0	1	0	0	0	0	0	0	0	0	5	20	0	0	0	0	1	0	0.15	33	36	1	0	0.03	0.06	0	0	0	0	normal	36,071
0	tcp	http	SF	323	8,919	0	0	0	0	1	0	0	0	0	0	0	0	0	4	4	0	0	0	0	1	0	0	14	255	1	0	0.07	0.02	0	0	0	0	normal	75,462
0	udp	domain_u	SF	45	130	0	0	0	0	0	0	0	0	0	0	0	0	0	56	206	0	0	0	0	1	0	0.02	196	196	0.8	0.02	0.71	0.01	0	0	0.07	0	normal	94,688
0	tcp	imap4	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	231	13	1	1	0	0	0.06	0.06	0	255	12	0.05	0.08	0	0	1	1	0	0	neptune	30,959
0	udp	private	SF	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	11	11	0	0	0	0	1	0	0	255	11	0.04	0.51	0.54	0	0.03	0	0.44	0	satan	34,918
0	udp	ntp_u	SF	48	48	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	99	46	0.46	0.03	0.46	0	0	0	0	0	normal	122,450
0	tcp	ftp_data	SF	61,298	0	0	0	0	0	0	0	0	0	0	0	0	0	0	7	7	0	0	0	0	1	0	0	234	53	0.18	0.02	0.18	0.04	0	0	0.06	0	normal	35,775
0	tcp	http	SF	239	3,817	0	0	0	0	1	0	0	0	0	0	0	0	0	12	12	0	0	0	0	1	0	0	57	255	1	0	0.02	0.01	0	0	0	0	normal	76,272
0	tcp	private	REJ	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	230	1	0.11	0	0.88	1	0	1	0	255	1	0	0.96	0	0	0.1	0	0.81	1	satan	31,614
0	tcp	ftp_data	SF	334	0	0	0	0	0	1	0	0	0	0	0	0	0	0	2	2	0	0	0	0	1	0	0	8	28	1	0	1	0.11	0	0	0	0	warezclient	28,800
0	icmp	urp_i	SF	183	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	1	0	0	0	0	0.5	1	0	255	37	0.15	0.01	0.16	0	0	0	0	0	normal	96,451
0	icmp	eco_i	SF	18	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	3	131	1	0	1	0.25	0	0	0	0	ipsweep	109,354
0	udp	domain_u	SF	44	136	0	0	0	0	0	0	0	0	0	0	0	0	0	72	153	0	0	0	0	1	0	0.01	255	216	0.85	0.02	0	0	0	0	0	0	normal	81,477
0	tcp	http	SF	251	4,482	0	0	0	0	1	0	0	0	0	0	0	0	0	12	12	0	0	0	0	1	0	0	68	255	1	0	0.01	0.05	0	0	0	0	normal	115,658
0	tcp	private	REJ	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	101	1	0	0	1	1	0.01	0.07	0	225	1	0	0.06	0	0	0	0	1	1	neptune	97,815
0	tcp	http	SF	225	7,355	0	0	0	0	1	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	255	255	1	0	0	0	0	0	0	0	normal	33,460
0	udp	domain_u	SF	45	130	0	0	0	0	0	0	0	0	0	0	0	0	0	173	173	0	0	0	0	1	0	0	98	59	0.6	0.03	0.01	0	0	0	0	0	normal	35,067
0	tcp	http	SF	270	10,702	0	0	0	0	1	0	0	0	0	0	0	0	0	4	4	0	0	0	0	1	0	0	189	255	1	0	0.01	0.02	0	0	0	0	normal	72,602
0	icmp	eco_i	SF	30	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	1	0	0	0	0	0.5	1	0	255	15	0.06	0.01	0.28	0	0	0	0	0	normal	98,741
5	udp	private	SF	105	147	0	0	0	0	0	0	0	0	0	0	0	0	0	2	2	0	0	0	0	1	0	0	2	2	1	0	0.5	0	0	0	0	0	normal	78,701
0	tcp	http	SF	253	960	0	0	0	0	1	0	0	0	0	0	0	0	0	35	45	0	0	0	0	1	0	0.09	255	255	1	0	0	0	0	0	0	0	normal	55,646
0	tcp	http	SF	212	7,703	0	0	0	0	1	0	0	0	0	0	0	0	0	9	9	0	0	0	0	1	0	0	43	255	1	0	0.02	0.05	0	0	0	0	normal	21,982
0	tcp	http	SF	298	2,833	0	0	0	0	1	0	0	0	0	0	0	0	0	3	3	0	0	0	0	1	0	0	255	255	1	0	0	0	0	0	0	0	normal	84,060
0	tcp	http	SF	231	2,137	0	0	0	0	1	0	0	0	0	0	0	0	0	2	20	0	0.05	0	0.05	1	0	0.35	142	255	1	0	0.01	0.02	0	0	0	0	normal	52,176
0	tcp	ftp_data	SF	491	0	0	0	0	0	1	0	0	0	5	0	0	0	0	2	2	0	0	0	0	1	0	0	60	95	0.5	0.05	0.5	0.02	0	0	0.03	0	normal	71,104
0	tcp	auth	REJ	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	267	4	0	0	1	1	0.01	0.06	0	255	4	0.02	0.07	0	0	0	0	1	1	neptune	121,879
0	tcp	http	SF	243	17,313	0	0	0	0	1	0	0	0	0	0	0	0	0	9	9	0	0	0	0	1	0	0	23	255	1	0	0.04	0.03	0	0	0	0	normal	124,596
0	udp	domain_u	SF	44	110	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	233	224	0.96	0.01	0	0	0	0	0	0	normal	48,268
0	tcp	auth	SF	10	36	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	251	14	0.06	0.02	0	0	0	0	0.05	0	normal	38,789
0	udp	domain_u	SF	45	116	0	0	0	0	0	0	0	0	0	0	0	0	0	20	20	0	0	0	0	1	0	0	255	254	1	0.01	0	0	0	0	0	0	normal	73,360
0	tcp	http	SF	313	4,544	0	0	0	0	1	0	0	0	0	0	0	0	0	4	5	0	0	0	0	1	0	0.4	56	255	1	0	0.02	0.02	0	0	0	0	normal	60,674
0	tcp	courier	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	24	9	1	1	0	0	0.38	0.12	0	255	9	0.04	0.07	0	0	1	1	0	0	neptune	101,642
0	icmp	ecr_i	SF	1,032	0	0	0	0	0	0	0	0	0	0	0	0	0	0	511	511	0	0	0	0	1	0	0	166	72	0.43	0.04	0.43	0	0.01	0	0.38	0	smurf	87,999
0	udp	domain_u	SF	46	139	0	0	0	0	0	0	0	0	0	0	0	0	0	314	314	0	0	0	0	1	0	0	255	251	0.98	0.01	0	0	0	0	0	0	normal	51,120
0	udp	domain_u	SF	46	46	0	0	0	0	0	0	0	0	0	0	0	0	0	132	212	0	0	0	0	1	0	0.01	255	255	1	0	0.01	0	0	0	0	0	normal	86,661
1	tcp	smtp	SF	740	328	0	0	0	0	1	0	0	0	0	0	0	0	0	1	3	0	0	0	0	1	0	1	163	191	0.77	0.02	0.01	0.01	0	0	0	0	normal	33,624

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