Datasets:

skadewdl3
/

nsl-kdd

Dataset card Data Studio Files Files and versions Community

Split (2)

train · 15.3k rows

duration int64 0 42.7k	protocol_type stringclasses 3 values	service stringlengths 3 11	flag stringclasses 11 values	src_bytes int64 0 382M	dst_bytes int64 0 5.15M	wrong_fragment int64 0 3	hot int64 0 77	logged_in int64 0 1	num_compromised int64 0 558	root_shell int64 0 1	su_attempted int64 0 2	num_root int64 0 629	num_access_files int64 0 5	is_guest_login int64 0 1	count int64 1 511	srv_count int64 1 511	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	private	S0	0	0	0	0	0	0	0	0	0	0	0	102	18	1	1	0	0	0.18	0.06	0	255	8	0.03	0.06	0	0	1	1	0	0	anomaly
0	icmp	ecr_i	SF	1,032	0	0	0	0	0	0	0	0	0	0	510	510	0	0	0	0	1	0	0	255	149	0.58	0.03	0.58	0	0	0	0	0	anomaly
0	udp	private	SF	1	0	0	0	0	0	0	0	0	0	0	54	27	0	0	0	0	0.5	0.07	0	255	93	0.36	0.06	1	0	0	0	0	0	anomaly
0	tcp	http	REJ	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	1	1	0	0	26	107	1	0	0.04	0.27	0	0	1	1	normal
0	tcp	http	SF	193	1,069	0	0	1	0	0	0	0	0	0	2	2	0	0	0	0	1	0	0	22	255	1	0	0.05	0.04	0	0	0	0	normal
12,417	tcp	telnet	SF	866	148,111	0	0	1	371	1	2	417	3	0	1	1	0	0	0	0	1	0	0	72	6	0.08	0.08	0.01	0	0	0	0	0	normal
0	tcp	ftp_data	S0	0	0	0	0	0	0	0	0	0	0	0	26	5	1	1	0	0	0.19	0.15	0	255	58	0.23	0.03	0	0	1	1	0	0	anomaly
0	udp	other	SF	1	0	0	0	0	0	0	0	0	0	0	10	10	0	0	0	0	1	0	0	255	10	0.04	0.2	0.6	0	0	0	0.35	0	anomaly
0	icmp	eco_i	SF	8	0	0	0	0	0	0	0	0	0	0	1	31	0	0	0	0	1	0	1	2	61	1	0	1	0.26	0	0	0	0	anomaly
0	tcp	finger	S0	0	0	0	0	0	0	0	0	0	0	0	154	20	1	1	0	0	0.13	0.06	0	255	20	0.08	0.06	0	0	1	1	0	0	anomaly
0	tcp	ftp	S0	0	0	0	0	0	0	0	0	0	0	0	275	11	1	1	0	0	0.04	0.06	0	255	11	0.04	0.07	0	0	1	1	0	0	anomaly
0	udp	domain_u	SF	44	130	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	5	5	1	0	1	0	0	0	0	0	normal
0	udp	domain_u	SF	44	44	0	0	0	0	0	0	0	0	0	164	164	0	0	0	0	1	0	0	255	255	1	0	0	0	0	0	0	0	normal
0	udp	ntp_u	SF	48	48	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	4	2	0.5	0.5	0.5	0	0	0	0	0	normal
0	tcp	smtp	SF	1,173	330	0	0	1	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	34	32	0.94	0.06	0.03	0	0	0	0	0	normal
1	tcp	private	RSTOS0	0	0	0	0	0	0	0	0	0	0	0	147	2	0.71	0.5	0.29	0.5	0.01	0.37	0	255	2	0.01	0.22	0.58	0	0.41	0.5	0.17	0.5	anomaly
0	tcp	http	SF	236	327	0	0	1	0	0	0	0	0	0	3	13	0	0	0	0	1	0	0.31	132	255	1	0	0.01	0.02	0	0	0	0	normal
0	icmp	ecr_i	SF	520	0	0	0	0	0	0	0	0	0	0	482	482	0	0	0	0	1	0	0	133	133	1	0	1	0	0	0	0	0	anomaly
0	icmp	eco_i	SF	18	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	2	86	1	0	1	0.26	0	0	0	0	anomaly
0	tcp	time	S0	0	0	0	0	0	0	0	0	0	0	0	210	23	1	1	0	0	0.11	0.05	0	255	23	0.09	0.05	0	0	1	1	0	0	anomaly
0	tcp	ftp	SF	1,223	2,451	0	28	1	0	0	0	0	0	1	1	1	0	0	0	0	1	0	0	205	33	0.16	0.02	0	0	0	0	0.01	0	anomaly
0	tcp	private	S0	0	0	0	0	0	0	0	0	0	0	0	126	5	0.99	1	0	0	0.04	0.07	0	255	5	0.02	0.05	0	0	1	1	0	0	anomaly
0	tcp	ftp_data	SF	2,881	0	0	0	1	0	0	0	0	0	0	5	5	0	0	0	0	1	0	0	16	57	0.69	0.19	0.69	0.04	0	0	0	0	normal
0	tcp	uucp_path	S0	0	0	0	0	0	0	0	0	0	0	0	275	14	1	1	0	0	0.05	0.06	0	255	7	0.03	0.07	0	0	1	1	0	0	anomaly
0	tcp	http	SF	381	693	0	0	1	0	0	0	0	0	0	19	20	0	0	0	0	1	0	0.1	255	255	1	0	0	0	0	0	0	0	normal
0	tcp	http	SF	172	2,760	0	0	1	0	0	0	0	0	0	3	3	0	0	0	0	1	0	0	214	255	1	0	0	0.02	0	0	0	0	normal
0	tcp	http	SF	209	5,260	0	0	1	0	0	0	0	0	0	16	16	0	0	0	0	1	0	0	255	255	1	0	0	0	0	0	0	0	normal
0	tcp	private	REJ	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	1	1	0	0	25	2	0.04	1	0.04	1	0	0	0.92	1	anomaly
0	tcp	http	SF	299	2,239	0	0	1	0	0	0	0	0	0	6	7	0	0	0	0.14	1	0	0.29	255	236	0.93	0.01	0	0	0	0	0	0	normal
0	udp	domain_u	SF	43	74	0	0	0	0	0	0	0	0	0	132	132	0	0	0	0	1	0	0	255	254	1	0.01	0	0	0	0	0	0	normal
0	tcp	name	REJ	0	0	0	0	0	0	0	0	0	0	0	246	16	0	0	1	1	0.07	0.07	0	255	29	0.11	0.07	0	0	0	0	1	1	anomaly
0	tcp	http	SF	213	2,369	0	0	1	0	0	0	0	0	0	14	14	0	0	0	0	1	0	0	30	255	1	0	0.03	0.04	0	0	0	0	normal
0	tcp	sunrpc	S0	0	0	0	0	0	0	0	0	0	0	0	133	4	1	1	0	0	0.03	0.06	0	255	4	0.02	0.06	0	0	1	1	0	0	anomaly
3	tcp	smtp	SF	802	331	0	0	1	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	113	120	0.9	0.03	0.01	0.02	0	0	0	0	normal
0	tcp	http	SF	354	2,085	0	0	1	0	0	0	0	0	0	7	10	0	0	0	0	1	0	0.3	139	255	1	0	0.01	0.05	0	0	0	0	normal
0	tcp	http	SF	300	349	0	0	1	0	0	0	0	0	0	16	19	0	0	0	0	1	0	0.16	80	254	1	0	0.01	0.02	0	0	0	0	normal
0	tcp	finger	SF	6	358	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	123	10	0.02	0.02	0.01	0.2	0	0.2	0	0	normal
0	tcp	http	SF	236	1,902	0	0	1	0	0	0	0	0	0	6	6	0	0	0	0	1	0	0	55	255	1	0	0.02	0.02	0	0	0	0	normal
0	udp	domain_u	SF	44	72	0	0	0	0	0	0	0	0	0	66	146	0	0	0	0	1	0	0.01	255	217	0.85	0.01	0	0	0	0	0	0	normal
0	tcp	iso_tsap	S0	0	0	0	0	0	0	0	0	0	0	0	245	10	1	1	0	0	0.04	0.06	0	255	10	0.04	0.06	0	0	1	1	0	0	anomaly
0	tcp	mtp	S0	0	0	0	0	0	0	0	0	0	0	0	266	2	1	1	0	0	0.01	0.06	0	255	13	0.05	0.07	0	0	1	1	0	0	anomaly
0	udp	other	SF	113	0	0	0	0	0	0	0	0	0	0	34	33	0	0	0	0	0.97	0.06	0	255	33	0.13	0.52	0.13	0	0	0	0	0	normal
0	tcp	netbios_dgm	S0	0	0	0	0	0	0	0	0	0	0	0	215	5	1	1	0	0	0.02	0.06	0	255	16	0.06	0.07	0	0	1	1	0	0	anomaly
9,838	udp	other	SF	147	105	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	255	3	0.01	0.37	0.77	0	0	0	0	0	normal
0	tcp	http	SF	329	2,126	0	0	1	0	0	0	0	0	0	5	5	0	0	0	0	1	0	0	183	255	1	0	0.01	0.02	0.01	0	0	0	normal
0	udp	domain_u	SF	44	69	0	0	0	0	0	0	0	0	0	194	194	0	0	0	0	1	0	0	255	255	1	0	0	0	0	0	0	0	normal
0	tcp	http	SF	296	1,182	0	0	1	0	0	0	0	0	0	9	9	0	0	0	0	1	0	0	9	255	1	0	0.11	0.05	0	0	0	0	normal
0	tcp	http	SF	359	2,282	0	0	1	0	0	0	0	0	0	4	4	0	0	0	0	1	0	0	133	255	1	0	0.01	0.09	0	0	0.15	0.48	normal
0	tcp	uucp_path	S0	0	0	0	0	0	0	0	0	0	0	0	254	3	1	1	0	0	0.01	0.06	0	255	14	0.05	0.07	0	0	1	1	0	0	anomaly
0	tcp	http	SF	314	4,046	0	0	1	0	0	0	0	0	0	47	47	0	0	0	0	1	0	0	177	255	1	0	0.01	0.02	0	0	0	0	normal
0	udp	private	SF	105	0	0	0	0	0	0	0	0	0	0	2	2	0	0	0	0	1	0	0	255	90	0.35	0.01	0.01	0	0	0	0	0	normal
0	tcp	ftp_data	SF	9,311	0	0	0	0	0	0	0	0	0	0	8	8	0	0	0	0	1	0	0	136	55	0.4	0.02	0.4	0	0	0	0	0	normal
0	tcp	http	SF	323	1,651	0	0	1	0	0	0	0	0	0	2	17	0	0	0	0	1	0	0.12	6	255	1	0	0.17	0.05	0	0	0	0	normal
0	tcp	http	REJ	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	1	1	0	0	1	255	1	0	1	0.15	0	0	1	0.83	normal
0	tcp	http	SF	208	103	0	0	1	0	0	0	0	0	0	3	4	0	0	0	0	1	0	0.5	3	255	1	0	0.33	0.05	0	0	0	0	normal
0	tcp	private	S0	0	0	0	0	0	0	0	0	0	0	0	90	9	1	1	0	0	0.1	0.07	0	255	1	0	0.08	0	0	1	1	0	0	anomaly
0	tcp	smtp	SF	1,103	365	0	0	1	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	223	155	0.57	0.07	0	0.01	0	0	0	0	normal
0	icmp	urp_i	SF	78	0	0	0	0	0	0	0	0	0	0	12	1	0	0	0	0	0.08	0.17	0	255	4	0.02	0.01	0.02	0	0	0	0	0	normal
0	udp	domain_u	SF	44	110	0	0	0	0	0	0	0	0	0	75	153	0	0	0	0	1	0	0.01	255	255	1	0	0	0	0	0	0	0	normal
0	icmp	eco_i	SF	18	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	4	92	1	0	1	0.25	0	0	0	0	anomaly
0	tcp	http	SF	203	277	0	0	1	0	0	0	0	0	0	13	13	0	0	0	0	1	0	0	173	255	1	0	0.01	0.04	0	0	0	0	normal
0	tcp	efs	S0	0	0	0	0	0	0	0	0	0	0	0	128	1	1	1	0	0	0.01	0.07	0	255	1	0	0.07	0	0	1	1	0	0	anomaly
0	tcp	http	SF	347	298	0	0	1	0	0	0	0	0	0	12	33	0	0	0	0	1	0	0.06	255	255	1	0	0	0	0	0	0	0	normal
0	tcp	other	SF	59	0	0	0	0	0	0	0	0	0	0	22	1	0.05	0	0	0	0.05	0.77	0	255	1	0	0.07	0.46	0	0	0	0	0	normal
0	tcp	iso_tsap	S0	0	0	0	0	0	0	0	0	0	0	0	259	8	1	1	0	0	0.03	0.06	0	255	8	0.03	0.07	0	0	1	1	0	0	anomaly
0	tcp	http	SF	313	25,429	0	0	1	0	0	0	0	0	0	8	8	0	0	0	0	1	0	0	36	255	1	0	0.03	0.05	0	0	0	0	normal
42,658	tcp	systat	RSTR	1	0	0	0	0	0	0	0	0	0	0	2	2	0	0	1	1	1	0	0	142	2	0.01	0.1	0.15	0	0	0	0.15	1	anomaly
0	tcp	private	S0	0	0	0	0	0	0	0	0	0	0	0	81	2	1	1	0	0	0.02	0.06	0	255	20	0.08	0.07	0	0	1	1	0	0	anomaly
0	tcp	private	REJ	0	0	0	0	0	0	0	0	0	0	0	41	17	0	0	1	1	0.41	0.07	0	255	14	0.05	0.07	0	0	0	0	1	1	anomaly
0	tcp	hostnames	S0	0	0	0	0	0	0	0	0	0	0	0	282	18	1	1	0	0	0.06	0.05	0	255	18	0.07	0.07	0	0	1	1	0	0	anomaly
0	tcp	vmnet	REJ	0	0	0	0	0	0	0	0	0	0	0	129	1	0	0	1	1	0.01	0.07	0	255	1	0	0.08	0	0	0	0	1	1	anomaly
0	icmp	eco_i	SF	30	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	188	188	1	0	1	0	0	0	0	0	normal
0	tcp	auth	S0	0	0	0	0	0	0	0	0	0	0	0	110	10	1	1	0	0	0.09	0.05	0	255	10	0.04	0.04	0	0	1	1	0	0	anomaly
0	udp	domain_u	SF	44	130	0	0	0	0	0	0	0	0	0	151	151	0	0	0	0	1	0	0	255	254	1	0.01	0	0	0	0	0	0	normal
0	tcp	uucp_path	S0	0	0	0	0	0	0	0	0	0	0	0	121	3	1	1	0	0	0.02	0.07	0	255	3	0.01	0.06	0	0	1	1	0	0	anomaly
0	tcp	ftp	S0	0	0	0	0	0	0	0	0	0	0	0	194	15	1	1	0	0	0.08	0.07	0	255	15	0.06	0.09	0	0	1	1	0	0	anomaly
0	udp	domain_u	SF	45	133	0	0	0	0	0	0	0	0	0	64	144	0	0	0	0	1	0	0.01	255	253	0.99	0.01	0	0	0	0	0	0	normal
0	tcp	private	S0	0	0	0	0	0	0	0	0	0	0	0	201	13	1	1	0	0	0.06	0.07	0	255	13	0.05	0.06	0	0	1	1	0	0	anomaly
0	tcp	supdup	S0	0	0	0	0	0	0	0	0	0	0	0	138	20	1	1	0	0	0.14	0.07	0	255	20	0.08	0.07	0	0	1	1	0	0	anomaly
0	icmp	ecr_i	SF	1,480	0	1	0	0	0	0	0	0	0	0	2	4	0	0	0	0	1	0	0.5	4	151	1	0	1	0.07	0	0	0	0	anomaly
0	tcp	private	REJ	0	0	0	0	0	0	0	0	0	0	0	408	1	0.09	0	0.91	1	0	1	0	255	1	0	1	0	0	0.11	0	0.89	1	anomaly
0	tcp	telnet	S0	0	0	0	0	0	0	0	0	0	0	0	237	19	1	1	0	0	0.08	0.05	0	255	19	0.07	0.06	0	0	1	1	0	0	anomaly
1	tcp	smtp	SF	3,080	498	0	0	1	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	255	32	0.13	0.01	0	0	0	0	0.87	0	normal
0	tcp	http	SF	291	3,985	0	0	1	0	0	0	0	0	0	8	8	0	0	0	0	1	0	0	46	255	1	0	0.02	0.01	0	0	0	0	normal
0	tcp	http	REJ	0	0	0	0	0	0	0	0	0	0	0	289	16	0	0	1	1	0.06	0.06	0	255	16	0.06	0.06	0	0	0	0	1	1	anomaly
0	tcp	http	SF	297	9,317	0	0	1	0	0	0	0	0	0	2	32	0	0	0	0	1	0	0.06	124	255	1	0	0.01	0.02	0	0	0	0	normal
0	tcp	http	SF	210	1,978	0	0	1	0	0	0	0	0	0	34	35	0	0	0	0	1	0	0.06	39	255	1	0	0.03	0.02	0	0	0	0	normal
0	tcp	nntp	S0	0	0	0	0	0	0	0	0	0	0	0	108	8	1	1	0	0	0.07	0.05	0	255	8	0.03	0.04	0	0	1	1	0	0	anomaly
0	tcp	http	SF	312	382	0	0	1	0	0	0	0	0	0	24	24	0	0	0	0	1	0	0	255	255	1	0	0	0	0	0	0	0	normal
0	icmp	ecr_i	SF	520	0	0	0	0	0	0	0	0	0	0	457	457	0	0	0	0	1	0	0	223	223	1	0	1	0	0	0	0	0	anomaly
0	tcp	ftp_data	SF	11	0	0	0	1	0	0	0	0	0	0	2	2	0	0	0	0	1	0	0	147	119	0.4	0.48	0.39	0.02	0	0	0.46	0.01	normal
4	tcp	http	SF	54,540	8,314	0	2	1	1	0	0	0	0	0	4	4	0	0	0	0	1	0	0	32	32	1	0	0.03	0	0	0	0.34	0.34	anomaly
0	tcp	http_443	S0	0	0	0	0	0	0	0	0	0	0	0	142	12	1	1	0	0	0.08	0.06	0	255	11	0.04	0.06	0	0	1	1	0	0	anomaly
192	udp	other	SF	146	105	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	255	2	0.01	0.61	0.92	0	0	0	0	0	normal
0	tcp	ftp	S0	0	0	0	0	0	0	0	0	0	0	0	254	4	1	1	0	0	0.02	0.06	0	255	4	0.02	0.05	0	0	1	1	0	0	anomaly
0	tcp	http	SF	254	1,628	0	0	1	0	0	0	0	0	0	7	7	0	0	0	0	1	0	0	255	238	0.93	0.02	0	0	0	0	0	0	normal
0	tcp	vmnet	S0	0	0	0	0	0	0	0	0	0	0	0	295	16	1	1	0	0	0.05	0.05	0	255	19	0.07	0.08	0	0	1	1	0	0	anomaly
0	tcp	http	SF	291	594	0	0	1	0	0	0	0	0	0	6	15	0	0	0	0	1	0	0.27	28	255	1	0	0.04	0.05	0	0	0	0	normal
0	tcp	http	REJ	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	1	1	0	0	2	254	1	0	0.5	0.09	0	0	1	1	normal
0	tcp	other	REJ	0	0	0	0	0	0	0	0	0	0	0	510	1	0.2	0	0.8	1	0	1	0	255	1	0	1	0	0	0.12	0	0.88	1	anomaly

Subsets and Splits