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	hot int64 0 77	logged_in int64 0 1	num_compromised int64 0 558	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	ftp_data	SF	567	0	0	0	0	1	1	0	0	0	0	1	0	0	53	38	0.25	0.09	0.25	0.05	0	0	0	0	normal
0	tcp	hostnames	REJ	0	0	0	0	0	225	2	0	0	1	1	0.01	0.07	0	255	2	0.01	0.08	0	0	0	0	1	1	anomaly
0	tcp	telnet	S0	0	0	0	0	0	66	16	0.97	1	0.03	0	0.24	0.09	0	255	52	0.2	0.04	0	0	1	1	0	0	anomaly
5,043	tcp	ftp_data	SF	5,131,424	0	4	1	0	1	7	0	0.14	0	0	1	0	0.29	7	42	1	0	1	0.14	0	0.02	0	0	anomaly
0	tcp	http	SF	320	420	0	1	0	7	7	0	0	0	0	1	0	0	255	255	1	0	0.01	0	0	0	0	0	normal
0	icmp	eco_i	SF	8	0	0	0	0	1	35	0	0	0	0	1	0	1	1	61	1	0	1	0.51	0	0	0	0	anomaly
0	tcp	smtp	S0	0	0	0	0	0	2	2	0.5	0.5	0	0	1	0	0	160	101	0.4	0.05	0.01	0.02	0.01	0.02	0	0	normal
0	tcp	http	SF	204	1,229	0	1	0	4	4	0	0	0	0	1	0	0	54	255	1	0	0.02	0.04	0	0	0	0	normal
0	tcp	time	RSTR	0	0	0	0	0	1	1	0	0	1	1	1	0	0	255	1	0	0.16	0.15	0	0	0	0.15	1	anomaly
0	tcp	ftp_data	SF	10,389	0	0	1	0	1	1	0	0	0	0	1	0	0	255	81	0.32	0.02	0.31	0	0	0	0	0	normal
0	tcp	uucp	S0	0	0	0	0	0	139	13	1	1	0	0	0.09	0.06	0	255	13	0.05	0.07	0	0	1	1	0	0	anomaly
0	tcp	http	SF	344	573	0	1	0	28	60	0.04	0.03	0	0	1	0	0.08	255	255	1	0	0	0	0	0	0	0	normal
0	tcp	exec	RSTO	0	0	0	0	0	144	16	0	0	1	1	0.11	0.06	0	255	9	0.04	0.06	0	0	0	0	1	1	anomaly
0	tcp	netbios_dgm	S0	0	0	0	0	0	241	19	1	1	0	0	0.08	0.05	0	255	19	0.07	0.07	0	0	1	1	0	0	anomaly
0	tcp	http	SF	243	821	0	1	0	15	19	0	0	0	0	1	0	0.11	107	255	1	0	0.01	0.01	0	0	0	0	normal
0	icmp	ecr_i	SF	1,032	0	0	0	0	213	213	0	0	0	0	1	0	0	255	255	1	0	1	0	0	0	0	0	anomaly
0	icmp	eco_i	SF	8	0	0	0	0	1	45	0	0	0	0	1	0	1	1	11	1	0	1	0.55	0	0	0	0	anomaly
0	tcp	private	REJ	0	0	0	0	0	36	1	0.17	0	0.83	1	0.03	1	0	255	1	0	0.47	0	0	0.02	0	0.13	1	anomaly
0	udp	private	SF	105	146	0	0	0	3	2	0	0	0	0	0.67	0.67	0	255	239	0.94	0.01	0.01	0	0	0	0	0	normal
0	tcp	private	S0	0	0	0	0	0	254	17	1	1	0	0	0.07	0.05	0	255	17	0.07	0.06	0	0	1	1	0	0	anomaly
1	tcp	smtp	SF	1,080	327	0	1	0	1	2	0	0	0	0	1	0	1	202	154	0.58	0.02	0	0.01	0	0	0	0	normal
0	tcp	telnet	S0	0	0	0	0	0	295	7	1	1	0	0	0.02	0.05	0	255	7	0.03	0.05	0	0	1	1	0	0	anomaly
0	tcp	private	S0	0	0	0	0	0	171	3	1	1	0	0	0.02	0.07	0	255	14	0.05	0.07	0	0	1	1	0	0	anomaly
0	tcp	Z39_50	S0	0	0	0	0	0	179	2	1	1	0	0	0.01	0.06	0	255	5	0.02	0.07	0	0	1	1	0	0	anomaly
0	tcp	smtp	SF	657	326	0	1	0	2	1	0	0	0	0	0.5	1	0	255	11	0.04	0.6	0	0	0	0.09	0	0	normal
0	tcp	http_443	S0	0	0	0	0	0	101	7	1	1	0	0	0.07	0.06	0	255	3	0.01	0.07	0	0	1	1	0	0	anomaly
0	tcp	http	SF	284	765	0	1	0	9	9	0	0	0	0	1	0	0	255	255	1	0	0.01	0	0	0	0	0	normal
0	tcp	http	SF	261	15,455	0	1	0	22	22	0	0	0	0	1	0	0	255	255	1	0	0	0	0	0	0	0	normal
0	tcp	http	SF	317	315	0	1	0	1	2	0	0	0	0	1	0	1	255	255	1	0	0	0	0	0	0	0	normal
0	udp	domain_u	SF	33	0	0	0	0	8	8	0	0	0	0	1	0	0	255	36	0.14	0.03	0.14	0	0	0	0	0	normal
0	tcp	private	REJ	0	0	0	0	0	2	1	0	0	1	1	0.5	1	0	255	1	0	0.6	0.56	0	0.01	0	0.57	1	anomaly
0	tcp	private	RSTR	0	0	0	0	0	1	1	0	0	1	1	1	0	0	255	1	0	0.64	0.64	0	0	0	0.64	1	anomaly
0	udp	domain_u	SF	44	70	0	0	0	195	197	0	0	0	0	1	0	0.01	255	234	0.92	0.01	0.01	0	0	0	0	0	normal
0	tcp	http	SF	215	584	0	1	0	4	9	0	0	0	0	1	0	0.56	255	255	1	0	0	0	0	0	0	0	normal
0	tcp	private	S0	0	0	0	0	0	260	9	1	1	0	0	0.03	0.07	0	255	7	0.03	0.07	0	0	1	1	0	0	anomaly
0	tcp	http	SF	332	2,844	0	1	0	14	14	0	0	0	0	1	0	0	142	255	1	0	0.01	0.03	0	0	0	0	normal
1	tcp	smtp	SF	978	334	0	1	0	1	3	0	0	0	0	1	0	1	128	164	0.75	0.03	0.01	0.02	0	0	0	0	normal
0	tcp	http	SF	296	5,670	0	1	0	10	10	0	0	0	0	1	0	0	69	255	1	0	0.01	0.02	0	0	0	0	normal
0	tcp	telnet	S0	0	0	0	0	0	125	13	1	1	0	0	0.1	0.06	0	255	8	0.03	0.07	0	0	1	1	0	0	anomaly
0	tcp	private	REJ	0	0	0	0	0	139	10	0	0	1	1	0.07	0.06	0	255	6	0.02	0.09	0	0	0	0	1	1	anomaly
0	tcp	http	SF	214	9,986	0	1	0	10	11	0	0	0	0	1	0	0.18	66	255	1	0	0.02	0.02	0	0	0	0	normal
0	tcp	private	S0	0	0	0	0	0	251	7	1	1	0	0	0.03	0.07	0	255	2	0.01	0.07	0	0	1	1	0	0	anomaly
0	udp	ntp_u	SF	48	48	0	0	0	1	1	0	0	0	0	1	0	0	42	23	0.55	0.05	0.55	0	0	0	0	0	normal
0	tcp	http	SF	226	1,301	0	1	0	5	5	0	0	0	0	1	0	0	14	255	1	0	0.07	0.03	0	0	0	0	normal
0	tcp	bgp	S0	0	0	0	0	0	211	17	1	1	0	0	0.08	0.07	0	255	12	0.05	0.08	0	0	1	1	0	0	anomaly
0	icmp	urp_i	SF	78	0	0	0	0	20	8	0	0	0	0	0.4	0.1	0	255	16	0.06	0.01	0.06	0	0	0	0	0	normal
0	tcp	private	S0	0	0	0	0	0	208	2	1	1	0	0	0.01	0.07	0	255	5	0.02	0.07	0	0	1	1	0	0	anomaly
0	tcp	http	REJ	0	0	0	0	0	1	1	0	0	1	1	1	0	0	8	38	1	0	0.12	0.18	0	0	1	1	normal
0	tcp	discard	S0	0	0	0	0	0	268	19	1	1	0	0	0.07	0.06	0	255	19	0.07	0.07	0	0	1	1	0	0	anomaly
0	tcp	private	REJ	0	0	0	0	0	1	1	0	0	1	1	1	0	0	37	2	0.03	1	0.03	1	0	0	0.86	1	anomaly
0	tcp	private	REJ	0	0	0	0	0	2	1	0	0	1	1	0.5	1	0	255	1	0	0.53	0.51	0	0	0	0.51	1	anomaly
0	tcp	http	SF	294	3,327	0	1	0	1	19	0	0	0	0	1	0	0.16	57	255	1	0	0.02	0.04	0	0	0	0	normal
0	tcp	supdup	S0	0	0	0	0	0	286	3	1	1	0	0	0.01	0.05	0	255	3	0.01	0.05	0	0	1	1	0	0	anomaly
0	tcp	http	SF	220	1,249	0	1	0	7	7	0	0	0	0	1	0	0	159	255	1	0	0.01	0.03	0	0	0	0	normal
0	tcp	other	REJ	0	0	0	0	0	425	1	0.08	0	0.91	1	0	1	0	255	1	0	1	0	0	0.08	0	0.92	1	anomaly
0	tcp	http	SF	196	3,282	0	1	0	8	9	0	0	0	0	1	0	0.22	255	255	1	0	0	0	0	0	0	0	normal
0	tcp	http	S0	0	0	0	0	0	272	30	1	0.43	0	0	0.05	0.06	0.1	255	13	0.05	0.08	0	0	1	1	0	0	anomaly
0	tcp	http	SF	327	4,482	0	1	0	4	8	0	0	0	0	1	0	0.25	58	255	1	0	0.02	0.02	0	0	0	0	normal
0	tcp	uucp_path	REJ	0	0	0	0	0	241	3	0	0	1	1	0.01	0.07	0	255	3	0.01	0.07	0	0	0	0	1	1	anomaly
0	tcp	ftp_data	SF	319	0	0	0	0	2	2	0	0	0	0	1	0	0	6	2	0.33	0.5	0.33	0	0	0	0	0	normal
0	tcp	smtp	SF	1,087	302	0	1	0	1	1	0	0	0	0	1	0	0	246	64	0.24	0.29	0	0.03	0	0	0.26	0	normal
0	tcp	http	SF	210	3,754	0	1	0	18	18	0	0	0	0	1	0	0	62	255	1	0	0.02	0.02	0	0.01	0	0	normal
0	tcp	sql_net	S0	0	0	0	0	0	125	19	1	1	0	0	0.15	0.06	0	255	18	0.07	0.07	0	0	1	1	0	0	anomaly
0	tcp	http	REJ	0	0	0	0	0	1	1	0	0	1	1	1	0	0	12	255	1	0	0.08	0.15	0	0	1	0.79	normal
0	tcp	http	SF	234	6,282	0	1	0	6	6	0	0	0	0	1	0	0	106	255	1	0	0.01	0.03	0	0	0	0	normal
0	icmp	eco_i	SF	8	0	0	0	0	1	18	0	0	0	0	1	0	1	2	255	1	0	1	0.5	0	0	0	0	anomaly
0	tcp	http	SF	54,540	8,314	2	1	1	1	1	0	0	0	0	1	0	0	251	251	1	0	0	0	0	0	0.02	0.02	anomaly
0	tcp	http	SF	237	1,461	0	1	0	3	3	0	0	0	0	1	0	0	59	255	1	0	0.02	0.02	0	0	0	0	normal
0	tcp	ftp_data	S0	0	0	0	0	0	42	10	1	1	0	0	0.24	0.1	0	124	62	0.24	0.03	0.01	0.03	0.98	0.48	0	0	anomaly
0	tcp	private	S0	0	0	0	0	0	274	10	1	1	0	0	0.04	0.06	0	255	10	0.04	0.07	0	0	1	1	0	0	anomaly
0	tcp	http	SF	200	955	0	1	0	3	3	0	0	0	0	1	0	0	250	255	1	0	0	0.01	0	0	0	0	normal
0	tcp	http	SF	219	657	0	1	0	7	9	0	0	0	0	1	0	0.33	28	255	1	0	0.04	0.01	0	0	0	0	normal
0	tcp	http	SF	284	5,921	0	1	0	1	1	0	0	0	0	1	0	0	49	255	1	0	0.02	0.07	0	0	0	0	normal
0	tcp	nntp	S0	0	0	0	0	0	196	12	1	1	0	0	0.06	0.07	0	255	12	0.05	0.08	0	0	1	1	0	0	anomaly
0	tcp	http	SF	325	426	0	1	0	5	5	0	0	0	0	1	0	0	187	255	1	0	0.01	0.01	0	0	0	0	normal
0	tcp	courier	S0	0	0	0	0	0	111	6	1	1	0	0	0.05	0.07	0	255	6	0.02	0.07	0	0	1	1	0	0	anomaly
0	icmp	eco_i	SF	30	0	0	0	0	1	1	0	0	0	0	1	0	0	247	247	1	0	1	0	0	0	0	0	normal
0	tcp	http	SF	335	7,902	0	1	0	1	8	0	0	0	0	1	0	0.88	1	255	1	0	1	0.04	0	0	0	0	normal
0	udp	domain_u	SF	36	0	0	0	0	2	4	0	0	0	0	1	0	0.75	67	171	1	0	1	0.01	0	0	0	0	normal
0	tcp	private	S0	0	0	0	0	0	168	3	1	1	0	0	0.02	0.08	0	255	3	0.01	0.08	0	0	1	1	0	0	anomaly
0	udp	domain_u	SF	43	43	0	0	0	122	188	0	0	0	0	1	0	0.01	255	255	1	0	0.01	0	0	0	0	0	normal
0	tcp	courier	S0	0	0	0	0	0	108	8	1	1	0	0	0.07	0.06	0	255	8	0.03	0.07	0	0	1	1	0	0	anomaly
0	tcp	http	REJ	0	0	0	0	0	1	1	0	0	1	1	1	0	0	6	55	1	0	0.17	0.24	0	0	1	1	normal
0	tcp	private	S0	0	0	0	0	0	36	12	1	1	0	0	0.33	0.14	0	255	12	0.05	0.1	0	0	1	1	0	0	anomaly
0	tcp	private	S0	0	0	0	0	0	143	19	1	1	0	0	0.13	0.06	0	255	4	0.02	0.06	0	0	1	1	0	0	anomaly
0	tcp	http	SF	216	1,956	0	1	0	1	21	0	0	0	0	1	0	0.1	12	255	1	0	0.08	0.05	0	0	0	0	normal
0	tcp	uucp	S0	0	0	0	0	0	132	8	1	1	0	0	0.06	0.05	0	255	8	0.03	0.05	0	0	1	1	0	0	anomaly
0	udp	domain_u	SF	44	78	0	0	0	139	139	0	0	0	0	1	0	0	255	166	0.65	0.01	0	0	0	0	0	0	normal
0	tcp	http	SF	347	8,113	0	1	0	7	7	0	0	0	0	1	0	0	255	255	1	0	0	0	0.01	0.01	0.02	0.02	normal
1	tcp	smtp	SF	570	280	0	1	0	1	1	0	0	0	0	1	0	0	126	104	0.44	0.05	0.01	0.02	0.01	0.01	0.01	0	normal
0	tcp	http	SF	219	17,540	0	1	0	8	8	0	0	0	0	1	0	0	36	255	1	0	0.03	0.05	0	0	0	0	normal
0	udp	other	SF	146	0	0	0	0	3	1	0	0	0	0	0.33	1	0	255	1	0	0.53	0.88	0	0	0	0	0	normal
0	tcp	ftp	S0	0	0	0	0	0	222	1	1	1	0	0	0	0.06	0	255	1	0	0.06	0	0	1	1	0	0	anomaly
0	tcp	private	S0	0	0	0	0	0	260	8	1	1	0	0	0.03	0.05	0	120	8	0.07	0.08	0.01	0	0.98	1	0	0	anomaly
0	tcp	private	S0	0	0	0	0	0	237	15	1	1	0	0	0.06	0.07	0	255	1	0	0.08	0	0	1	1	0	0	anomaly
0	tcp	private	S0	0	0	0	0	0	132	15	1	1	0	0	0.11	0.06	0	255	16	0.06	0.05	0	0	1	1	0	0	anomaly
31,401	tcp	private	RSTR	1	0	0	0	0	2	2	0	0	1	1	1	0	0	255	2	0.01	0.82	1	0	0	0	1	1	anomaly
0	tcp	private	S0	0	0	0	0	0	57	11	1	1	0	0	0.19	0.11	0	255	11	0.04	0.07	0	0	1	1	0	0	anomaly
0	icmp	eco_i	SF	18	0	0	0	0	1	1	0	0	0	0	1	0	0	4	200	1	0	1	0.25	0	0	0	0	anomaly
0	tcp	time	SF	0	4	0	0	0	1	1	0	0	0	0	1	0	0	25	25	1	0	0.04	0	0.08	0.08	0.04	0.04	normal

Subsets and Splits