Datasets:

skadewdl3
/

nsl-kdd

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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	land int64 0 1	wrong_fragment int64 0 3	urgent int64 0 1	hot int64 0 77	num_failed_logins int64 0 3	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_file_creations int64 0 29	num_shells int64 0 1	num_access_files int64 0 5	num_outbound_cmds int64 0 0	is_host_login int64 0 0	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	http	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	5	5	1	1	0	0	1	0	0	255	65	0.25	0.02	0	0	1	1	0	0	anomaly
0	tcp	http	SF	214	1,233	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	2	2	0	0	0	0	1	0	0	2	151	1	0	0.5	0.02	0	0	0	0	normal
0	tcp	http	SF	242	3,248	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	2	255	1	0	0.5	0.02	0	0	0	0	normal
0	icmp	eco_i	SF	8	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	15	0	0	0	0	1	0	1	1	80	1	0	1	0.26	0	0	0	0	anomaly
4,263	udp	other	SF	147	105	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	5	1	0	0	0	0	0.2	0.6	0	169	2	0.01	0.57	0.87	0	0	0	0	0	normal
23	tcp	smtp	SF	11,935	1,384	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	2	0	0	0	0	1	0	1	14	160	1	0	0.07	0.02	0	0	0	0	normal
0	tcp	mtp	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	267	13	1	1	0	0	0.05	0.06	0	255	13	0.05	0.08	0	0	1	1	0	0	anomaly
0	tcp	http	SF	316	1,054	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	5	5	0	0	0	0	1	0	0	169	255	1	0	0.01	0.01	0	0	0	0	normal
0	tcp	finger	SF	8	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	39	5	0.03	0.1	0.03	0.4	0	0	0	0	normal
0	tcp	csnet_ns	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	265	7	1	1	0	0	0.03	0.06	0	255	8	0.03	0.06	0	0	1	1	0	0	anomaly
0	tcp	sunrpc	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	133	9	1	1	0	0	0.07	0.05	0	255	9	0.04	0.05	0	0	1	1	0	0	anomaly
0	tcp	http	SF	228	1,452	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	16	26	0	0	0	0	1	0	0.08	142	255	1	0	0.01	0.03	0	0	0	0	normal
0	tcp	http	SF	251	333	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	6	6	0	0	0	0	1	0	0	73	255	1	0	0.01	0.05	0	0	0	0.02	normal
0	icmp	eco_i	SF	8	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	32	0	0	0	0	1	0	1	2	56	1	0	1	0.5	0	0	0	0	anomaly
0	tcp	courier	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	112	10	1	1	0	0	0.09	0.06	0	255	10	0.04	0.05	0	0	1	1	0	0	anomaly
0	tcp	http	SF	217	10,384	0	0	0	0	0	1	0	0	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
0	tcp	private	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	245	6	1	1	0	0	0.02	0.06	0	255	6	0.02	0.08	0	0	1	1	0	0	anomaly
0	udp	private	SF	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	64	18	0	0	0	0	0.28	0.06	0	255	18	0.07	0.23	1	0	0	0	0	0	anomaly
0	udp	domain_u	SF	44	74	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	322	322	0	0	0	0	1	0	0	255	255	1	0	0	0	0	0	0	0	normal
0	tcp	private	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	11	2	1	1	0	0	0.18	0.27	0	255	2	0.01	0.08	0	0	1	1	0	0	anomaly
0	tcp	http	SF	167	2,770	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	2	2	0	0	0	0	1	0	0	52	235	1	0	0.02	0.01	0	0	0	0	normal
0	tcp	http	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	68	19	1	1	0	0	0.28	0.06	0	255	59	0.23	0.03	0.01	0	1	1	0	0	anomaly
0	tcp	private	REJ	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	129	9	0	0	1	1	0.07	0.06	0	255	9	0.04	0.07	0	0	0	0	1	1	anomaly
0	tcp	private	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	120	2	1	1	0	0	0.02	0.08	0	255	4	0.02	0.07	0	0	1	1	0	0	anomaly
0	icmp	ecr_i	SF	1,032	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	511	511	0	0	0	0	1	0	0	100	6	0.06	0.07	0.06	0	0.02	0	0.63	0	anomaly
0	tcp	courier	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	111	3	1	1	0	0	0.03	0.07	0	255	3	0.01	0.07	0	0	1	1	0	0	anomaly
9	tcp	smtp	SF	1,435	333	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	5	0	0	0	0	1	0	1	122	146	0.48	0.03	0.01	0.01	0.01	0.01	0	0	normal
0	tcp	http	SF	377	1,911	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	6	7	0	0	0	0	1	0	0.29	59	255	1	0	0.02	0.01	0	null	null	null	null