Datasets:

Mireu-Lab
/

NSL-KDD

Dataset card Data Studio Files Files and versions Community

Split (2)

train · 151k 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	hot int64 0 77	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_access_files int64 0 9	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	class stringclasses 2 values
0	tcp	http	SF	233	493	0	0	1	0	0	0	0	0	3	3	0	0	0	0	1	0	0	20	255	1	0	0.05	0.06	0	0	0	0	normal
4,081	tcp	other	RSTR	1	0	0	0	0	0	0	0	0	0	2	2	0	0	1	1	1	0	0	255	2	0.01	0.71	1	0	0	0	1	1	anomaly
0	tcp	http	SF	155	389	0	0	1	0	0	0	0	0	4	4	0	0	0	0	1	0	0	132	255	1	0	0.01	0.02	0.01	0	0	0	normal
0	icmp	eco_i	SF	8	0	0	0	0	0	0	0	0	0	1	22	0	0	0	0	1	0	1	1	145	1	0	1	0.5	0	0	0	0	anomaly
0	udp	domain_u	SF	45	134	0	0	0	0	0	0	0	0	72	152	0	0	0	0	1	0	0.01	255	239	0.94	0.01	0	0	0	0	0	0	normal
5,430	tcp	other	RSTR	1	0	0	0	0	0	0	0	0	0	2	2	0	0	1	1	1	0	0	255	2	0.01	0.74	1	0	0	0	1	1	anomaly
0	tcp	daytime	S0	0	0	0	0	0	0	0	0	0	0	231	1	1	1	0	0	0	0.07	0	255	1	0	0.08	0	0	1	1	0	0	anomaly
0	tcp	http	SF	211	9,295	0	0	1	0	0	0	0	0	5	5	0	0	0	0	1	0	0	163	255	1	0	0.01	0.04	0.01	0	0	0	normal
0	tcp	efs	S0	0	0	0	0	0	0	0	0	0	0	148	20	1	1	0	0	0.14	0.05	0	255	20	0.08	0.05	0	0	1	1	0	0	anomaly
0	tcp	private	S0	0	0	0	0	0	0	0	0	0	0	31	8	1	1	0	0	0.26	0.16	0	255	8	0.03	0.09	0	0	1	1	0	0	anomaly
5	tcp	smtp	SF	1,950	481	0	0	1	0	0	0	0	0	1	1	0	0	0	0	1	0	0	203	83	0.16	0.01	0	0.02	0	0	0.84	0	normal
0	tcp	http	SF	238	1,695	0	0	1	0	0	0	0	0	9	9	0	0	0	0	1	0	0	61	255	1	0	0.02	0.04	0	0	0	0	normal
0	tcp	private	S0	0	0	0	0	0	0	0	0	0	0	40	4	1	1	0	0	0.1	0.12	0	255	4	0.02	0.07	0	0	1	1	0	0	anomaly
0	tcp	http	SF	54,540	8,314	0	2	1	1	0	0	0	0	3	3	0	0	0	0	1	0	0	62	62	1	0	0.02	0	0	0	0.02	0.02	anomaly
0	tcp	private	REJ	0	0	0	0	0	0	0	0	0	0	12	1	0	0	0.83	1	0.08	1	0	255	1	0	0.09	0	0	0	0	0.05	1	anomaly
2	tcp	smtp	SF	794	331	0	0	1	0	0	0	0	0	1	1	0	0	0	0	1	0	0	7	172	0.86	0.29	0.14	0.02	0	0	0	0	normal
0	tcp	http	SF	245	2,229	0	0	1	0	0	0	0	0	2	20	0.5	0.05	0	0	1	0	0.15	42	255	1	0	0.02	0.03	0.07	0.01	0	0	normal
0	icmp	eco_i	SF	8	0	0	0	0	0	0	0	0	0	1	5	0	0	0	0	1	0	1	3	55	1	0	1	0.25	0	0	0	0	anomaly
0	tcp	http	S1	282	1,828	0	0	1	0	0	0	0	0	7	25	0.29	0.08	0	0	1	0	0.12	102	255	1	0	0.01	0.02	0.02	0.01	0	0	normal
0	tcp	ftp_data	SF	7,280	0	0	0	1	0	0	0	0	0	13	15	0	0	0	0	1	0	0.13	255	101	0.4	0.02	0.4	0	0	0	0.02	0	normal
43	tcp	http	SF	227	189	0	0	1	0	0	0	0	0	25	25	0	0	0	0	1	0	0	255	255	1	0	0	0	0	0	0	0	normal
0	udp	private	SF	100	0	0	0	0	0	0	0	0	0	2	2	0	0	0	0	1	0	0	224	34	0.15	0.01	0.15	0	0	0	0	0	anomaly
0	tcp	link	REJ	0	0	0	0	0	0	0	0	0	0	284	14	0	0	1	1	0.05	0.06	0	255	14	0.05	0.07	0	0	0	0	1	1	anomaly
0	tcp	netstat	S0	0	0	0	0	0	0	0	0	0	0	278	4	1	1	0	0	0.01	0.06	0	255	4	0.02	0.07	0	0	1	1	0	0	anomaly
0	tcp	nnsp	REJ	0	0	0	0	0	0	0	0	0	0	78	11	0	0	1	1	0.14	0.08	0	255	11	0.04	0.07	0	0	0	0	1	1	anomaly
0	udp	private	SF	1	0	0	0	0	0	0	0	0	0	25	1	0	0	0	0	0.04	0.28	0	255	1	0	0.48	0.59	0	0.03	0	0.38	0	anomaly
0	tcp	http	SF	216	337	0	0	1	0	0	0	0	0	16	16	0	0	0	0	1	0	0	147	255	1	0	0.01	0.01	0	0	0	0	normal
0	tcp	http	SF	378	336	0	0	1	0	0	0	0	0	7	9	0	0	0	0	1	0	0.22	164	255	1	0	0.01	0.02	0	0	0	0	normal
0	tcp	http	SF	54,540	8,314	0	2	1	1	0	0	0	0	2	2	0	0	0	0	1	0	0	37	37	1	0	0.03	0	0	0	0	0	anomaly
0	tcp	efs	S0	0	0	0	0	0	0	0	0	0	0	143	20	1	1	0	0	0.14	0.06	0	255	5	0.02	0.06	0	0	1	1	0	0	anomaly
0	tcp	http	SF	290	930	0	0	1	0	0	0	0	0	4	4	0.25	0.25	0	0	1	0	0	255	255	1	0	0	0	0	0	0	0	normal
0	tcp	private	RSTR	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	1	1	0	0	255	1	0	0.52	0.52	0	0	0	0.52	1	anomaly
0	tcp	http	SF	264	6,956	0	0	1	0	0	0	0	0	3	4	0	0	0	0	1	0	0.5	255	255	1	0	0	0	0	0	0	0	normal
0	tcp	ftp_data	S0	0	0	0	0	0	0	0	0	0	0	69	15	1	1	0	0	0.22	0.06	0	255	75	0.29	0.02	0	0	1	1	0	0	anomaly
0	icmp	ecr_i	SF	1,032	0	0	0	0	0	0	0	0	0	299	299	0	0	0	0	1	0	0	255	255	1	0	1	0	0	0	0	0	anomaly
0	udp	private	SF	1	0	0	0	0	0	0	0	0	0	2	2	0	0	0	0	1	0	0	255	5	0.02	0.98	0.02	0	0.03	0	0.95	0	anomaly
0	tcp	finger	S0	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	1	0	0	241	63	0.25	0.02	0	0.03	1	0.97	0	0	anomaly
0	tcp	http	SF	254	4,173	0	0	1	0	0	0	0	0	4	4	0	0	0	0	1	0	0	255	255	1	0	0	0	0	0	0	0	normal
0	icmp	eco_i	SF	8	0	0	0	0	0	0	0	0	0	1	42	0	0	0	0	1	0	1	3	147	1	0	1	0.25	0	0	0	0	anomaly
25	udp	domain_u	SF	102	45	0	0	0	0	0	0	0	0	3	4	0	0	0	0	1	0	0.5	69	52	0.75	0.03	0.75	0	0	0	0	0	normal
0	tcp	bgp	S0	0	0	0	0	0	0	0	0	0	0	217	2	1	1	0	0	0.01	0.07	0	255	2	0.01	0.07	0	0	1	1	0	0	anomaly
0	udp	domain_u	SF	45	125	0	0	0	0	0	0	0	0	142	141	0	0	0	0	0.99	0.01	0	255	254	1	0.01	0	0	0	0	0	0	normal
0	tcp	ftp_data	SF	1,690	0	0	0	0	0	0	0	0	0	4	6	0	0	0	0	1	0	0.33	217	35	0.16	0.02	0.16	0	0	0	0	0	normal
0	tcp	http	SF	226	53,306	0	0	1	0	0	0	0	0	12	13	0	0	0	0	1	0	0.15	55	255	1	0	0.02	0.03	0.02	0	0	0	normal
0	udp	domain_u	SF	33	88	0	0	0	0	0	0	0	0	4	4	0	0	0	0	1	0	0	255	253	0.99	0.01	0	0	0	0	0	0	normal
0	tcp	ftp_data	SF	1,470	0	0	0	1	0	0	0	0	0	9	9	0	0	0	0	1	0	0	73	113	0.29	0.05	0.29	0.02	0	0.01	0	0	normal
0	tcp	http	SF	330	9,241	0	0	1	0	0	0	0	0	5	5	0	0	0	0	1	0	0	32	255	1	0	0.03	0.03	0	0	0	0	normal
0	tcp	http	SF	290	761	0	0	1	0	0	0	0	0	19	23	0	0	0	0	1	0	0.17	255	255	1	0	0	0	0	0	0	0	normal
11,680	tcp	telnet	SF	738	103,904	0	0	1	375	1	2	425	1	1	1	0	0	0	0	1	0	0	43	11	0.26	0.07	0.02	0	0	0	0	0	normal
0	tcp	echo	S0	0	0	0	0	0	0	0	0	0	0	236	3	1	1	0	0	0.01	0.06	0	255	3	0.01	0.07	0	0	1	1	0	0	anomaly
0	tcp	private	REJ	0	0	0	0	0	0	0	0	0	0	117	2	0	0	1	1	0.02	0.09	0	255	2	0.01	0.09	0	0	0	0	1	1	anomaly
0	udp	domain_u	SF	43	43	0	0	0	0	0	0	0	0	220	220	0	0	0	0	1	0.01	0.01	255	254	1	0.01	0	0	0	0	0	0	normal
0	icmp	eco_i	SF	8	0	0	0	0	0	0	0	0	0	1	38	0	0	0	0	1	0	1	2	129	1	0	1	0.5	0	0	0	0	anomaly
0	tcp	http	SF	207	273	0	0	1	0	0	0	0	0	12	16	0	0	0	0	1	0	0.25	25	255	1	0	0.04	0.04	0	0	0	0	normal
0	tcp	courier	S0	0	0	0	0	0	0	0	0	0	0	103	3	1	1	0	0	0.03	0.07	0	255	3	0.01	0.07	0	0	1	1	0	0	anomaly
0	tcp	http	SF	236	1,187	0	0	1	0	0	0	0	0	17	21	0	0	0	0	1	0	0.19	255	255	1	0	0	0	0	0	0	0	normal
0	tcp	courier	S0	0	0	0	0	0	0	0	0	0	0	131	19	1	1	0	0	0.15	0.06	0	255	19	0.07	0.07	0	0	1	1	0	0	anomaly
0	tcp	http	SF	312	321	0	0	1	0	0	0	0	0	6	6	0	0	0	0	1	0	0	192	255	1	0	0.01	0.02	0	0	0	0	normal
0	tcp	http	SF	201	2,441	0	0	1	0	0	0	0	0	9	9	0	0	0.11	0.11	1	0	0	9	255	1	0	0.11	0.04	0	0.01	0.11	0	normal
0	tcp	time	S0	0	0	0	0	0	0	0	0	0	0	194	9	1	1	0	0	0.05	0.07	0	255	9	0.04	0.07	0	0	1	1	0	0	anomaly
0	tcp	ftp_data	SF	567	0	0	0	1	0	0	0	6	0	1	1	0	0	0	0	1	0	0	1	73	1	0	1	0.03	0	0	0	0	normal
0	tcp	http	SF	191	9,001	0	0	1	0	0	0	0	0	2	14	0	0	0	0	1	0	0.29	12	54	1	0	0.08	0.11	0	0	0	0	normal
1	tcp	smtp	SF	1,009	333	0	0	1	0	0	0	0	1	1	2	0	0	0	0	1	0	1	99	185	0.71	0.06	0.01	0.01	0	0	0	0	normal
0	tcp	private	REJ	0	0	0	0	0	0	0	0	0	0	202	1	0.09	0	0.9	1	0	1	0	255	1	0	0.9	0	0	0.07	0	0.72	1	anomaly
0	tcp	http	SF	245	23,436	0	0	1	0	0	0	0	0	5	11	0	0	0	0	1	0	0.18	63	255	1	0	0.02	0.04	0	0	0	0	normal
0	tcp	private	RSTR	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	1	1	0	0	231	1	0	0.58	0.58	0	0	0	0.57	1	anomaly
0	icmp	eco_i	SF	8	0	0	0	0	0	0	0	0	0	1	15	0	0	0	0	1	0	1	4	88	1	0	1	0.25	0	0	0	0	anomaly
0	tcp	private	S0	0	0	0	0	0	0	0	0	0	0	29	1	1	1	0	0	0.03	0.17	0	255	15	0.06	0.08	0	0	1	1	0	0	anomaly
0	tcp	http	SF	292	1,323	0	0	1	0	0	0	0	0	1	1	0	0	0	0	1	0	0	52	255	1	0	0.02	0.04	0	0	0	0	normal
0	tcp	http	S0	0	0	0	0	0	0	0	0	0	0	2	2	0.5	0.5	0	0	1	0	0	50	255	1	0	0.04	0.01	0.02	0	0	0	normal
0	tcp	ftp_data	S0	0	0	0	0	0	0	0	0	0	0	145	9	1	1	0	0	0.06	0.06	0	255	9	0.04	0.07	0	0	1	1	0	0	anomaly
0	tcp	gopher	REJ	0	0	0	0	0	0	0	0	0	0	273	18	0	0	1	1	0.07	0.07	0	255	18	0.07	0.07	0	0	0	0	1	1	anomaly
0	icmp	ecr_i	SF	1,032	0	0	0	0	0	0	0	0	0	511	511	0	0	0	0	1	0	0	155	61	0.39	0.05	0.39	0	0.01	0	0.41	0	anomaly
0	tcp	http	SF	324	5,331	0	0	1	0	0	0	0	0	11	14	0	0	0	0	1	0	0.21	148	255	1	0	0.01	0.04	0	0	0	0	normal
0	tcp	http_443	S0	0	0	0	0	0	0	0	0	0	0	12	5	1	1	0	0	0.42	0.25	0	255	5	0.02	0.08	0	0	1	1	0	0	anomaly
0	tcp	http	SF	332	1,194	0	0	1	0	0	0	0	0	8	8	0	0	0	0	1	0	0	36	255	1	0	0.03	0.02	0	0	0	0	normal
0	tcp	http	SF	341	1,100	0	0	1	0	0	0	0	0	2	2	0	0	0	0	1	0	0	255	255	1	0	0	0	0	0	0	0	normal
0	tcp	http	SF	218	438	0	0	1	0	0	0	0	0	15	15	0	0	0	0	1	0	0	255	255	1	0	0	0	0	0	0	0	normal
0	udp	domain_u	SF	46	112	0	0	0	0	0	0	0	0	75	155	0	0	0	0	1	0	0.01	255	241	0.95	0.01	0	0	0	0	0	0	normal
0	tcp	ftp_data	S0	0	0	0	0	0	0	0	0	0	0	50	12	1	1	0	0	0.24	0.08	0	255	67	0.26	0.02	0.01	0	1	1	0	0	anomaly
0	tcp	http_443	S0	0	0	0	0	0	0	0	0	0	0	228	9	1	1	0	0	0.04	0.05	0	255	9	0.04	0.06	0	0	1	1	0	0	anomaly
0	tcp	http	SF	258	741	0	0	1	0	0	0	0	0	4	4	0	0	0	0	1	0	0	99	255	1	0	0.01	0.01	0	0	0	0	normal
0	tcp	name	S0	0	0	0	0	0	0	0	0	0	0	203	17	1	1	0	0	0.08	0.06	0	255	17	0.07	0.07	0	0	1	1	0	0	anomaly
0	tcp	private	REJ	0	0	0	0	0	0	0	0	0	0	47	3	0	0	1	1	0.06	0.09	0	255	3	0.01	0.07	0	0	0	0	1	1	anomaly
0	tcp	http	SF	480	6,001	0	0	1	0	0	0	0	0	4	4	0	0	0	0	1	0	0	220	255	1	0	0	0.02	0.01	0.01	0.08	0.08	normal
0	tcp	http	SF	222	623	0	0	1	0	0	0	0	0	5	6	0	0	0	0	1	0	0.33	5	255	1	0	0.2	0.04	0	0	0	0	normal
0	tcp	http	SF	301	711	0	0	1	0	0	0	0	0	37	37	0	0	0	0	1	0	0	112	255	1	0	0.01	0.02	0	0	0	0	normal
0	tcp	http	SF	237	294	0	0	1	0	0	0	0	0	26	26	0	0	0	0	1	0	0	255	255	1	0	0	0	0	0	0	0	normal
0	tcp	hostnames	S0	0	0	0	0	0	0	0	0	0	0	246	17	1	1	0	0	0.07	0.07	0	255	17	0.07	0.07	0	0	1	1	0	0	anomaly
0	tcp	http	S0	0	0	0	0	0	0	0	0	0	0	283	11	1	1	0	0	0.04	0.06	0	255	10	0.04	0.05	0	0	1	1	0	0	anomaly
0	udp	private	SF	28	0	3	0	0	0	0	0	0	0	190	90	0.53	0	0	0	0.47	0.04	0	255	90	0.35	0.65	0.35	0	0.09	0	0.56	0	anomaly
0	tcp	supdup	S0	0	0	0	0	0	0	0	0	0	0	297	20	1	1	0	0	0.07	0.05	0	255	20	0.08	0.06	0	0	1	1	0	0	anomaly
0	tcp	private	S0	0	0	0	0	0	0	0	0	0	0	289	15	1	1	0	0	0.05	0.06	0	255	16	0.06	0.07	0	0	1	1	0	0	anomaly
0	tcp	private	S0	0	0	0	0	0	0	0	0	0	0	170	12	1	1	0	0	0.07	0.06	0	255	2	0.01	0.07	0	0	1	1	0	0	anomaly
0	tcp	http	SF	163	20,180	0	0	1	0	0	0	0	0	1	1	0	0	0	0	1	0	0	70	255	1	0	0.01	0.03	0	0	0	0	normal
0	tcp	name	S0	0	0	0	0	0	0	0	0	0	0	192	12	1	1	0	0	0.06	0.07	0	255	12	0.05	0.07	0	0	1	1	0	0	anomaly
0	tcp	ftp_data	SF	259	0	0	0	1	0	0	0	1	0	2	2	0	0	0	0	1	0	0	193	72	0.26	0.37	0.26	0.03	0	0	0.34	0.01	normal
0	udp	domain_u	SF	43	80	0	0	0	0	0	0	0	0	112	112	0	0	0	0	1	0	0	255	254	1	0.01	0	0	0	0	0	0	normal
0	tcp	http	SF	350	261	0	0	1	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
679	tcp	telnet	SF	449	2,261	0	0	1	11	0	0	0	0	1	1	0	0	0	0	1	0	0	255	9	0.04	0.09	0	0	0.82	0.33	0.01	0.22	normal

Subsets and Splits