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_root int64 0 7.47k	num_file_creations int64 0 43	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	class stringclasses 2 values
0	tcp	http	SF	0	354	0	0	0	0	0	0	32	32	0.03	0.03	0	0	1	0	0	255	255	1	0	0	0	0	0	0	0	normal
0	tcp	http	SF	309	306	0	0	1	0	0	0	1	1	0	0	0	0	1	0	0	66	255	1	0	0.02	0.02	0	0	0	0	normal
0	tcp	http	REJ	0	0	0	0	0	0	0	0	1	2	0	0	1	1	1	0	1	1	247	1	0	1	0.15	0	0	1	0.68	normal
0	tcp	http	SF	278	7,227	0	0	1	0	0	0	3	3	0	0	0	0	1	0	0	153	255	1	0	0.01	0.05	0	0	0	0	normal
0	udp	private	SF	28	0	3	0	0	0	0	0	82	82	0	0	0	0	1	0	0	255	182	0.71	0.29	0.71	0	0.09	0	0.2	0	anomaly
0	tcp	http	SF	313	761	0	0	1	0	0	0	1	1	0	0	0	0	1	0	0	43	255	1	0	0.02	0.03	0	0	0	0	normal
0	tcp	http	SF	219	1,212	0	0	1	0	0	0	15	15	0	0	0	0	1	0	0	242	255	1	0	0	0.01	0	0	0	0	normal
0	tcp	http	SF	245	9,165	0	0	1	0	0	0	2	3	0	0	0	0	1	0	0.67	10	255	1	0	0.1	0.05	0	0	0	0	normal
0	tcp	http	SF	328	2,243	0	0	1	0	0	0	21	21	0	0	0	0	1	0	0	21	255	1	0	0.05	0.04	0	0	0	0	normal
0	tcp	http	REJ	0	0	0	0	0	0	0	0	1	1	0	0	1	1	1	0	0	23	249	1	0	0.04	0.1	0	0	1	0.96	normal
0	tcp	http	SF	251	301	0	0	1	0	0	0	3	7	0	0	0	0	1	0	0.29	255	252	0.99	0.01	0	0	0	0	0	0	normal
0	tcp	smtp	SF	2,089	335	0	0	1	0	0	0	2	2	0	0	0	0	0.5	1	1	255	152	0.6	0.03	0	0	0.01	0.02	0	0.01	normal
0	tcp	http	REJ	0	0	0	0	0	0	0	0	1	1	0	0	1	1	1	0	0	6	255	1	0	0.17	0.21	0	0	1	0.88	normal
0	tcp	http	SF	237	511	0	0	1	0	0	0	1	1	0	0	0	0	1	0	0	3	255	1	0	0.33	0.01	0	0	0	0	normal
0	tcp	http	SF	324	431	0	0	1	0	0	0	4	5	0	0	0	0	1	0	0.4	107	255	1	0	0.01	0.02	0	0	0	0	normal
25,950	tcp	private	RSTR	1	0	0	0	0	0	0	0	2	2	0	0	1	1	1	0	0	255	2	0.01	0.69	1	0	0	0	1	1	anomaly
0	tcp	Z39_50	REJ	0	0	0	0	0	0	0	0	110	17	0	0	1	1	0.15	0.05	0	255	17	0.07	0.07	0	0	0	0	1	1	anomaly
0	udp	private	SF	105	145	0	0	0	0	0	0	4	1	0	0	0	0	0.25	0.5	0	255	239	0.94	0.01	0	0	0	0	0	0	normal
0	tcp	http	SF	218	974	0	0	1	0	0	0	6	6	0	0	0	0	1	0	0	6	255	1	0	0.17	0.02	0	0.01	0	0	normal
0	tcp	http	SF	325	2,649	0	0	1	0	0	0	7	7	0	0	0	0	1	0	0	107	255	1	0	0.01	0.01	0	0	0	0	normal
0	tcp	uucp_path	REJ	0	0	0	0	0	0	0	0	246	20	0	0	1	1	0.08	0.07	0	255	20	0.08	0.07	0	0	0	0	1	1	anomaly
0	tcp	bgp	REJ	0	0	0	0	0	0	0	0	272	19	0	0	1	1	0.07	0.07	0	255	19	0.07	0.08	0	0	0	0	1	1	anomaly
0	tcp	csnet_ns	S0	0	0	0	0	0	0	0	0	259	8	1	1	0	0	0.03	0.07	0	255	8	0.03	0.08	0	0	1	1	0	0	anomaly
240	tcp	http	SF	328	275	0	0	1	0	0	0	9	10	0	0	0	0.1	1	0	0.2	255	250	0.98	0.01	0	0	0	0	0	0	normal
0	tcp	bgp	S0	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	anomaly
0	tcp	finger	SF	9	138	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	195	10	0.03	0.03	0.01	0.2	0.01	0	0.01	0	normal
0	udp	domain_u	SF	46	46	0	0	0	0	0	0	96	178	0	0	0	0	1	0	0.02	255	254	1	0.01	0.01	0	0	0	0	0	normal
1	tcp	smtp	SF	1,079	334	0	0	1	0	1	0	1	1	0	0	0	0	1	0	0	138	167	0.57	0.03	0.01	0.01	0	0	0	0	normal
0	udp	domain_u	SF	45	139	0	0	0	0	0	0	79	159	0	0	0	0	1	0	0.01	255	254	1	0.01	0	0	0	0	0	0	normal
26	tcp	ftp	SF	273	903	0	5	1	0	0	1	1	1	0	0	0	0	1	0	0	176	49	0.28	0.02	0.01	0	0.01	0.02	0	0	normal
0	tcp	private	S0	0	0	0	0	0	0	0	0	190	20	1	1	0	0	0.11	0.06	0	255	20	0.08	0.08	0	0	1	1	0	0	anomaly
0	tcp	ldap	REJ	0	0	0	0	0	0	0	0	135	5	0	0	1	1	0.04	0.06	0	255	1	0	0.07	0	0	0	0	1	1	anomaly
0	tcp	http	SF	237	138	0	0	1	0	0	0	2	2	0	0	0	0	1	0	0	2	2	1	0	0.5	0	0	0	0	0	normal
0	tcp	http	SF	225	1,357	0	0	1	0	0	0	1	1	0	0	0	0	1	0	0	5	255	1	0	0.2	0.02	0	0	0	0	normal
0	tcp	private	S0	0	0	0	0	0	0	0	0	123	7	1	1	0	0	0.06	0.06	0	255	7	0.03	0.08	0	0	1	1	0	0	anomaly
0	tcp	supdup	S0	0	0	0	0	0	0	0	0	245	20	1	1	0	0	0.08	0.06	0	255	7	0.03	0.07	0	0	1	1	0	0	anomaly
0	udp	other	SF	147	0	0	0	0	0	0	0	3	1	0	0	0	0	0.33	0.67	0	255	1	0	0.61	0.97	0	0	0	0	0	normal
0	tcp	http	SF	262	1,011	0	0	1	0	0	0	3	4	0	0	0	0	1	0	0.5	94	255	1	0	0.02	0.01	0	0	0	0	normal
0	icmp	ecr_i	SF	1,032	0	0	0	0	0	0	0	263	263	0	0	0	0	1	0	0	255	255	1	0	1	0	0	0	0	0	anomaly
0	tcp	private	S0	0	0	0	0	0	0	0	0	109	13	1	1	0	0	0.12	0.06	0	255	7	0.03	0.06	0	0	1	1	0	0	anomaly
0	tcp	http	SF	261	8,412	0	0	1	0	0	0	9	9	0	0	0	0	1	0	0	255	255	1	0	0	0	0	0	0	0	normal
0	tcp	bgp	REJ	0	0	0	0	0	0	0	0	145	8	0	0	1	1	0.06	0.08	0	255	8	0.03	0.09	0	0	0	0	1	1	anomaly
0	tcp	netbios_dgm	REJ	0	0	0	0	0	0	0	0	250	2	0	0	1	1	0.01	0.07	0	255	2	0.01	0.07	0	0	0	0	1	1	anomaly
0	tcp	http	SF	294	1,719	0	0	1	0	0	0	8	8	0	0	0	0	1	0	0	108	255	1	0	0.01	0.01	0	0	0	0	normal
0	tcp	http	SF	221	981	0	0	1	0	0	0	2	3	0	0	0	0	1	0	0.67	50	82	1	0	0.02	0.04	0	0	0	0	normal
0	tcp	http	SF	284	10,352	0	0	1	0	0	0	2	2	0	0	0	0	1	0	0	11	255	1	0	0.09	0.07	0	0	0	0	normal
0	tcp	gopher	SH	0	0	0	0	0	0	0	0	1	1	1	1	0	0	1	0	0	255	1	0	1	1	0	1	1	0	0	anomaly
0	tcp	http	SF	309	16,096	0	0	1	0	0	0	3	3	0	0	0	0	1	0	0	31	129	1	0	0.03	0.02	0	0	0	0	normal
0	tcp	ftp_data	SF	334	0	0	0	1	0	0	0	2	2	0	0	0	0	1	0	0	6	26	1	0	1	0.19	0	0	0	0	anomaly
0	tcp	telnet	S0	0	0	0	0	0	0	0	0	13	4	1	1	0	0	0.31	0.31	0	255	64	0.25	0.02	0.01	0	1	1	0	0	anomaly
0	tcp	private	S0	0	0	0	0	0	0	0	0	87	1	1	1	0	0	0.01	0.07	0	255	1	0	0.06	0	0	1	1	0	0	anomaly
0	tcp	http	SF	214	283	0	0	1	0	0	0	2	2	0	0	0	0	1	0	0	27	255	1	0	0.04	0.05	0	0.01	0	0	normal
0	tcp	vmnet	S0	0	0	0	0	0	0	0	0	292	13	1	1	0	0	0.04	0.05	0	255	14	0.05	0.08	0	0	1	1	0	0	anomaly
0	tcp	systat	S0	0	0	0	0	0	0	0	0	295	18	1	1	0	0	0.06	0.05	0	255	1	0	0.08	0	0	1	1	0	0	anomaly
0	tcp	http_443	S0	0	0	0	0	0	0	0	0	143	15	1	1	0	0	0.1	0.06	0	255	15	0.06	0.05	0	0	1	1	0	0	anomaly
0	udp	domain_u	SF	46	78	0	0	0	0	0	0	278	277	0	0	0	0	1	0.01	0	255	254	1	0.01	0	0	0	0	0	0	normal
0	tcp	ftp_data	SF	748	0	0	0	1	9	0	0	1	1	0	0	0	0	1	0	0	6	92	0.83	0.33	0.83	0.03	0	0	0	0	normal
0	tcp	efs	S0	0	0	0	0	0	0	0	0	102	19	1	1	0	0	0.19	0.06	0	255	18	0.07	0.06	0	0	1	1	0	0	anomaly
0	icmp	eco_i	SF	8	0	0	0	0	0	0	0	1	46	0	0	0	0	1	0	1	1	15	1	0	1	0.53	0	0	0	0	anomaly
0	tcp	whois	S0	0	0	0	0	0	0	0	0	251	3	1	1	0	0	0.01	0.07	0	255	3	0.01	0.08	0	0	1	1	0	0	anomaly
0	tcp	http	SF	329	8,437	0	0	1	0	0	0	4	4	0	0	0	0	1	0	0	83	255	1	0	0.01	0.04	0	0	0	0	normal
0	tcp	ftp_data	SF	9	0	0	0	1	0	0	0	2	2	0	0	0	0	1	0	0	185	119	0.5	0.38	0.5	0.02	0	0	0.37	0.01	normal
0	udp	domain_u	SF	46	128	0	0	0	0	0	0	222	302	0	0	0	0	1	0	0.01	255	253	0.99	0.01	0	0	0	0	0	0	normal
0	tcp	ftp_data	SF	1,766	0	0	0	1	0	0	0	2	2	0	0	0	0	1	0	0	255	6	0.02	0.02	0.02	0	0	0	0.83	0	normal
0	tcp	remote_job	S0	0	0	0	0	0	0	0	0	260	4	1	1	0	0	0.02	0.06	0	255	4	0.02	0.07	0	0	1	1	0	0	anomaly
9,015	tcp	other	RSTR	1	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
7	tcp	finger	SF	8	135	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	196	6	0.03	0.03	0.01	0.33	0	0	0.01	0	normal
0	tcp	http	SF	266	529	0	0	1	0	0	0	1	6	0	0	0	0	1	0	0.67	94	255	1	0	0.01	0.02	0	0	0	0	normal
0	tcp	ftp_data	SF	245	0	0	0	0	0	0	0	3	2	0	0	0	0	0.67	0.67	0	99	68	0.32	0.06	0.32	0.03	0	0	0	0	normal
0	tcp	http	SF	295	465	0	0	1	0	0	0	11	12	0	0	0	0	1	0	0.17	69	255	1	0	0.01	0.04	0	0	0	0	normal
0	tcp	gopher	S0	0	0	0	0	0	0	0	0	44	12	1	1	0	0	0.27	0.11	0	255	12	0.05	0.08	0	0	1	1	0	0	anomaly
0	tcp	http	SF	228	6,834	0	0	1	0	0	0	2	7	0	0	0	0	1	0	0.57	18	19	1	0	0.06	0.11	0	0	0	0	normal
0	icmp	ecr_i	SF	1,032	0	0	0	0	0	0	0	511	511	0	0	0	0	1	0	0	255	212	0.83	0.02	0.83	0	0	0	0	0	anomaly
0	tcp	imap4	REJ	0	0	0	0	0	0	0	0	272	15	0	0	1	1	0.06	0.06	0	255	15	0.06	0.07	0	0	0	0	1	1	anomaly
0	tcp	private	S0	0	0	0	0	0	0	0	0	122	19	0.99	1	0	0	0.16	0.07	0	255	19	0.07	0.05	0	0	1	1	0	0	anomaly
0	tcp	whois	S0	0	0	0	0	0	0	0	0	287	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	REJ	0	0	0	0	0	0	0	0	1	3	0	0	1	1	1	0	1	118	195	1	0	0.01	0.02	0	0	0.74	0.84	normal
0	tcp	other	REJ	0	0	0	0	0	0	0	0	486	1	0.08	0	0.89	1	0	0.95	0	255	1	0	0.91	0	0	0.11	0	0.89	1	anomaly
0	udp	other	SF	1	0	0	0	0	0	0	0	22	6	0	0	0	0	0.27	0.09	0	255	6	0.02	0.06	1	0	0	0	0	0	anomaly
0	tcp	iso_tsap	S0	0	0	0	0	0	0	0	0	286	9	1	1	0	0	0.03	0.06	0	255	11	0.04	0.07	0	0	1	1	0	0	anomaly
0	icmp	ecr_i	SF	30	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	247	247	1	0	1	0	0	0	0	0	normal
1	tcp	smtp	SF	2,078	333	0	0	1	0	0	0	1	2	0	0	0	0	1	0	1	89	117	0.31	0.03	0.01	0.02	0	0	0	0	normal
0	tcp	ftp_data	SF	19	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	201	5	0.02	0.04	0.02	0	0	0	0	0	normal
0	tcp	smtp	SF	661	329	0	0	1	0	0	0	1	1	0	0	0	0	1	0	0	163	69	0.36	0.02	0.01	0.03	0	0	0	0	normal
0	udp	private	SF	28	0	3	0	0	0	0	0	35	34	0	0	0.03	0	0.97	0.06	0	255	34	0.13	0.02	0.13	0	0	0	0.67	0	anomaly
0	tcp	ftp_data	S0	0	0	0	0	0	0	0	0	28	2	1	1	0	0	0.07	0.14	0	255	42	0.16	0.03	0	0	1	1	0	0	anomaly
0	tcp	private	S0	0	0	0	0	0	0	0	0	108	18	1	1	0	0	0.17	0.07	0	255	18	0.07	0.07	0	0	1	1	0	0	anomaly
0	tcp	private	S0	0	0	0	0	0	0	0	0	101	5	1	1	0	0	0.05	0.06	0	255	15	0.06	0.07	0	0	1	1	0	0	anomaly
0	tcp	smtp	SF	1,075	364	0	0	1	0	0	0	1	2	0	0	0	0	1	0	1	255	100	0.39	0.17	0	0	0	0	0	0	normal
0	tcp	http	SF	223	656	0	0	1	0	0	0	12	21	0	0	0	0	1	0	0.14	172	255	1	0	0.01	0.02	0	0	0	0	normal
15,159	tcp	ftp	SF	350	1,185	0	6	1	0	0	1	1	2	0	0	0	0	1	0	1	255	142	0.56	0.02	0	0	0	0	0	0	anomaly
0	tcp	http	SF	233	2,470	0	0	1	0	0	0	10	10	0	0	0	0	1	0	0	32	255	1	0	0.03	0.01	0	0	0	0	normal
0	tcp	private	S0	0	0	0	0	0	0	0	0	223	10	1	1	0	0	0.04	0.07	0	255	9	0.04	0.05	0	0	1	1	0	0	anomaly
0	tcp	echo	S0	0	0	0	0	0	0	0	0	223	17	1	1	0	0	0.08	0.06	0	255	17	0.07	0.06	0	0	1	1	0	0	anomaly
0	tcp	http	SF	201	1,938	0	0	1	0	0	0	19	34	0	0	0	0	1	0	0.06	44	255	1	0	0.02	0.03	0	0	0	0	normal
0	tcp	http	SF	271	4,781	0	0	1	0	0	0	4	7	0	0	0	0	1	0	0.29	11	28	1	0	0.09	0.25	0	0	0	0	normal
0	tcp	ftp_data	SF	14,416	0	0	0	1	0	0	0	1	1	0	0	0	0	1	0	0	205	50	0.19	0.02	0.19	0.04	0	0	0	0	normal
0	tcp	http	SF	227	11,564	0	0	1	0	0	0	5	6	0	0	0	0	1	0	0.33	41	52	1	0	0.02	0.04	0	0	0	0	normal
0	tcp	private	REJ	0	0	0	0	0	0	0	0	406	1	0	0	1	1	0	0.52	0	255	1	0	0.52	1	0	0	0	1	1	anomaly
0	tcp	http	SF	225	2,445	0	0	1	0	0	0	4	5	0	0	0	0	1	0	0.4	255	255	1	0	0	0	0	0	0	0	normal

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