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	wrong_fragment int64 0 3	hot int64 0 77	logged_in int64 0 1	num_compromised int64 0 558	num_file_creations int64 0 29	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	171	5	1	1	0	0	0.03	0.06	0	255	6	0.02	0.08	0	0	1	1	0	0	anomaly
0	tcp	http	SF	245	188	0	0	1	0	0	0	1	36	0	0	0	0	1	0	0.17	30	255	1	0	0.03	0.04	0.03	0.01	0	0.01	normal
0	tcp	smtp	SF	1,298	335	0	0	1	0	0	0	1	1	0	0	0	0	1	0	0	114	85	0.75	0.04	0.01	0	0	0	0	0	normal
0	tcp	http	SF	285	296	0	0	1	0	0	0	2	2	0.5	0.5	0	0	1	0	0	2	255	1	0	0.5	0.04	0.5	0.01	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	22	0.09	0.25	0.09	0	0	0	0	0	anomaly
0	tcp	http	SF	141	40,380	0	0	1	0	0	0	1	4	0	0	0	0	1	0	0.5	255	255	1	0	0	0	0	0	0	0	normal
0	tcp	http	SF	245	797	0	0	1	0	0	0	30	30	0	0	0	0	1	0	0	238	255	1	0	0	0.03	0	0	0.15	0.2	normal
0	tcp	Z39_50	S0	0	0	0	0	0	0	0	0	105	2	1	1	0	0	0.02	0.07	0	255	5	0.02	0.07	0	0	1	1	0	0	anomaly
0	tcp	smtp	SF	991	330	0	0	1	0	0	0	1	2	0	0	0	0	1	0	1	24	41	1	0	0.04	0.05	0	0	0	0	normal
0	udp	ntp_u	SF	48	48	0	0	0	0	0	0	4	1	0	0	0	0	0.25	0.5	0	255	201	0.79	0.01	0.79	0	0	0	0	0	normal
0	tcp	finger	SF	9	285	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	14	15	0.14	0.36	0.07	0.33	0	0	0	0	normal
0	tcp	ftp_data	SF	59	0	0	0	1	0	0	0	8	8	0	0	0	0	1	0	0	255	107	0.42	0.02	0.42	0	0	0	0	0	normal
0	tcp	ftp_data	S0	0	0	0	0	0	0	0	0	24	3	1	1	0	0	0.12	0.17	0	255	57	0.22	0.03	0	0	1	1	0	0	anomaly
0	tcp	private	S0	0	0	0	0	0	0	0	0	119	3	1	1	0	0	0.03	0.06	0	255	15	0.06	0.06	0	0	1	1	0	0	anomaly
0	tcp	http	SF	287	420	0	0	1	0	0	0	5	5	0	0	0	0	1	0	0	255	255	1	0	0	0	0	0	0	0	normal
0	tcp	http	REJ	0	0	0	0	0	0	0	0	2	2	0	0	1	1	1	0	0	12	255	1	0	0.08	0.31	0	0	1	0.94	normal
0	tcp	http	SF	319	176	0	0	1	0	0	0	19	41	0.05	0.02	0	0.02	1	0	0.1	134	255	1	0	0.01	0.02	0.01	0.01	0	0	normal
0	tcp	http	SF	295	1,824	0	0	1	0	0	0	14	14	0	0	0	0	1	0	0	156	255	1	0	0.01	0.02	0.01	0	0	0	normal
0	tcp	ftp_data	S0	0	0	0	0	0	0	0	0	63	15	1	1	0	0	0.24	0.06	0	255	35	0.14	0.05	0.01	0	1	1	0	0	anomaly
0	udp	domain_u	SF	44	131	0	0	0	0	0	0	159	159	0	0	0	0	1	0	0	84	45	0.54	0.04	0.01	0	0	0	0	0	normal
0	tcp	http	SF	408	12,001	0	0	1	0	0	0	2	30	0	0	0	0	1	0	0.1	8	255	1	0	0.12	0.06	0	0	0	0	normal
0	tcp	csnet_ns	S0	0	0	0	0	0	0	0	0	120	11	1	1	0	0	0.09	0.06	0	255	6	0.02	0.07	0	0	1	1	0	0	anomaly
0	tcp	private	REJ	0	0	0	0	0	0	0	0	142	16	0	0	1	1	0.11	0.06	0	255	9	0.04	0.07	0	0	0	0	1	1	anomaly
618	tcp	telnet	SF	497	2,342	0	0	1	12	0	0	1	1	0	0	0	0	1	0	0	196	19	0.1	0.05	0.01	0	0.03	0.26	0	0	normal
0	tcp	http	SF	184	34,030	0	0	1	0	0	0	3	3	0	0	0	0	1	0	0	255	250	0.98	0.01	0	0	0	0	0	0	normal
0	tcp	http	RSTR	54,540	7,300	0	1	1	0	0	0	2	2	0	0	0.5	0.5	1	0	0	255	255	1	0	0	0	0	0	0.05	0.05	anomaly
0	icmp	eco_i	SF	8	0	0	0	0	0	0	0	1	32	0	0	0	0	1	0	1	1	87	1	0	1	0.51	0	0	0	0	anomaly
0	tcp	ftp_data	S0	0	0	0	0	0	0	0	0	236	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	ftp_data	SF	192	0	0	0	1	0	0	0	1	1	0	0	0	0	1	0	0	255	98	0.38	0.08	0.44	0	0.01	0.02	0	0	normal
23	udp	domain_u	SF	42	34	0	0	0	0	0	0	2	16	0	0	0	0	1	0	0.31	255	244	0.96	0.01	0.06	0	0	0	0	0	normal
0	udp	private	SF	207	0	0	0	0	0	0	0	2	2	0	0	0	0	1	0	0	6	6	1	0	1	0	0	0	0	0	anomaly
0	tcp	courier	S0	0	0	0	0	0	0	0	0	101	7	1	1	0	0	0.07	0.06	0	255	7	0.03	0.07	0	0	1	1	0	0	anomaly
0	tcp	private	S0	0	0	0	0	0	0	0	0	37	4	1	1	0	0	0.11	0.16	0	255	6	0.02	0.09	0	0	1	1	0	0	anomaly
0	tcp	efs	REJ	0	0	0	0	0	0	0	0	115	11	0	0	1	1	0.1	0.08	0	255	11	0.04	0.07	0	0	0	0	1	1	anomaly
0	tcp	rje	S0	0	0	0	0	0	0	0	0	229	5	1	1	0	0	0.02	0.07	0	255	5	0.02	0.07	0	0	1	1	0	0	anomaly
0	tcp	http	SF	207	10,399	0	0	1	0	0	0	4	5	0	0	0	0	1	0	0.4	10	255	1	0	0.1	0.07	0	0	0	0	normal
0	tcp	private	S0	0	0	0	0	0	0	0	0	123	14	1	1	0	0	0.11	0.06	0	255	11	0.04	0.07	0	0	1	1	0	0	anomaly
0	udp	domain_u	SF	45	45	0	0	0	0	0	0	118	119	0	0	0	0	1	0	0.02	255	253	0.99	0.01	0	0	0	0	0	0	normal
0	tcp	http	SF	249	933	0	0	1	0	0	0	42	42	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	295	10	1	1	0	0	0.03	0.05	0	255	15	0.06	0.06	0	0	1	1	0	0	anomaly
0	tcp	http	SF	190	2,165	0	0	1	0	0	0	1	1	0	0	0	0	1	0	0	47	255	1	0	0.02	0.04	0	0	0	0	normal
0	tcp	http	SF	301	480	0	0	1	0	0	0	19	19	0	0	0	0	1	0	0	255	255	1	0	0	0	0	0	0	0	normal
0	tcp	http	SF	238	1,414	0	0	1	0	0	0	2	6	0	0	0	0	1	0	0.33	255	255	1	0	0	0	0	0	0	0	normal
0	tcp	private	S0	0	0	0	0	0	0	0	0	85	8	1	1	0	0	0.09	0.06	0	255	9	0.04	0.06	0	0	1	1	0	0	anomaly
0	tcp	http	SF	226	2,904	0	0	1	0	0	0	33	33	0	0	0	0	1	0	0	255	255	1	0	0	0	0	0	0	0	normal
0	tcp	netbios_ssn	REJ	0	0	0	0	0	0	0	0	247	6	0	0	1	1	0.02	0.06	0	255	6	0.02	0.07	0	0	0	0	1	1	anomaly
0	tcp	http	SF	314	1,256	0	0	1	0	0	0	5	16	0	0	0	0	1	0	0.19	209	255	1	0	0	0.01	0	0	0	0	normal
0	udp	private	SF	28	0	3	0	0	0	0	0	50	50	0	0	0	0	1	0	0	255	150	0.59	0.42	0.59	0	0.09	0	0.33	0	anomaly
0	tcp	private	S0	0	0	0	0	0	0	0	0	122	22	1	1	0	0	0.18	0.04	0	255	22	0.09	0.04	0	0	1	1	0	0	anomaly
0	tcp	smtp	SF	1,250	325	0	0	1	0	0	0	2	2	0	0	0	0	0.5	1	1	255	93	0.36	0.24	0	0	0	0	0	0	normal
0	tcp	http	SF	225	3,653	0	0	1	0	0	0	20	27	0	0	0	0	1	0	0.15	94	255	1	0	0.01	0.01	0	0	0	0	normal
0	tcp	ftp_data	SF	5,929	0	0	0	1	0	0	0	13	13	0	0	0	0	1	0	0	86	121	0.57	0.03	0.57	0.02	0	0	0	0	normal
0	tcp	http_443	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	smtp	SF	1,800	334	0	0	1	0	0	0	1	1	0	0	0	0	1	0	0	128	115	0.68	0.03	0.01	0.02	0	0	0	0	normal
0	tcp	http	SF	54,540	8,314	0	2	1	1	0	0	4	5	0	0	0	0	1	0	0.4	57	57	1	0	0.02	0	0.02	0.02	0.02	0.02	anomaly
0	tcp	iso_tsap	S0	0	0	0	0	0	0	0	0	280	3	1	1	0	0	0.01	0.06	0	255	17	0.07	0.06	0	0	1	1	0	0	anomaly
0	tcp	ftp_data	S0	0	0	0	0	0	0	0	0	4	1	1	1	0	0	0.25	0.75	0	244	61	0.25	0.02	0	0	1	1	0	0	anomaly
0	udp	domain_u	SF	34	34	0	0	0	0	0	0	4	8	0	0	0	0	1	0	0.38	223	208	0.93	0.01	0	0	0	0	0	0	normal
0	tcp	http	SF	222	1,273	0	0	1	0	0	0	4	4	0	0	0	0	1	0	0	4	255	1	0	0.25	0.06	0	0	0	0	normal
0	tcp	Z39_50	S0	0	0	0	0	0	0	0	0	257	7	1	1	0	0	0.03	0.06	0	255	14	0.05	0.07	0	0	1	1	0	0	anomaly
0	tcp	iso_tsap	S0	0	0	0	0	0	0	0	0	34	7	1	1	0	0	0.21	0.15	0	255	7	0.03	0.08	0	0	1	1	0	0	anomaly
1	tcp	ftp	SF	1,246	2,449	0	28	1	0	0	1	1	1	0	0	0	0	1	0	0	255	136	0.53	0.02	0	0	0	0	0	0	anomaly
0	tcp	hostnames	REJ	0	0	0	0	0	0	0	0	283	18	0	0	1	1	0.06	0.06	0	255	18	0.07	0.09	0	0	0	0	1	1	anomaly
0	tcp	http	SF	289	1,080	0	0	1	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	247	1	1	1	0	0	0	0.04	0	255	1	0	0.05	0	0	1	1	0	0	anomaly
0	udp	private	SF	215	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	245	205	0.84	0.01	0.84	0	0	0	0	0	anomaly
0	tcp	http	SF	325	616	0	0	1	0	0	0	21	21	0	0	0	0	1	0	0	255	255	1	0	0	0	0	0	0	0	normal
0	tcp	http	SF	325	17,703	0	0	1	0	0	0	8	26	0	0	0	0	1	0	0.08	78	255	1	0	0.01	0.03	0	0	0	0	normal
0	tcp	http	SF	323	3,198	0	0	1	0	0	0	76	82	0	0	0	0	1	0	0.06	255	255	1	0	0	0	0	0	0	0	normal
0	udp	private	SF	215	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	165	141	0.85	0.01	0.85	0	0	0	0	0	anomaly
0	tcp	ftp_data	SF	501,760	0	0	0	1	0	0	0	2	2	0	0	0	0	1	0	0	255	11	0.04	0.02	0.04	0	0	0	0	0	normal
0	tcp	http	SF	312	1,293	0	0	1	0	0	0	9	9	0	0	0	0	1	0	0	43	255	1	0	0.02	0.02	0	0	0	0	normal
0	tcp	nnsp	REJ	0	0	0	0	0	0	0	0	70	5	0	0	1	1	0.07	0.09	0	255	5	0.02	0.07	0	0	0	0	1	1	anomaly
0	icmp	eco_i	SF	8	0	0	0	0	0	0	0	1	45	0	0	0	0	1	0	1	1	25	1	0	1	0.52	0	0	0	0	anomaly
0	tcp	http	SF	221	397	0	0	1	0	0	0	3	3	0.33	0.33	0	0	1	0	0	255	255	1	0	0	0	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	9	89	1	0	0.11	0.22	0	0	1	1	normal
0	tcp	http	REJ	0	0	0	0	0	0	0	0	1	3	0	0	1	1	1	0	1	43	238	1	0	0.02	0.24	0	0	1	1	normal
0	tcp	smtp	SF	2,273	335	0	0	1	0	1	0	1	1	0	0	0	0	1	0	0	235	166	0.66	0.01	0	0.01	0	0.01	0	0	normal
0	tcp	http	SF	387	1,601	0	0	1	0	0	0	10	10	0	0	0	0	1	0	0	68	255	1	0	0.01	0.02	0	0	0	0	normal
0	icmp	eco_i	SF	8	0	0	0	0	0	0	0	1	11	0	0	0	0	1	0	1	2	86	1	0	1	0.5	0	0	0	0	anomaly
0	tcp	http	SF	186	1,263	0	0	1	0	0	0	2	3	0	0	0	0	1	0	0.67	255	255	1	0	0	0	0	0	0	0	normal
0	tcp	http	SF	211	362	0	0	1	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	icmp	eco_i	SF	8	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	2	255	1	0	1	0.5	0	0	0	0	anomaly
0	tcp	vmnet	S0	0	0	0	0	0	0	0	0	266	8	1	1	0	0	0.03	0.07	0	255	8	0.03	0.08	0	0	1	1	0	0	anomaly
0	tcp	http	SF	209	2,071	0	0	1	0	0	0	6	7	0	0	0	0	1	0	0.29	255	255	1	0	0	0	0	0	0	0	normal
0	tcp	private	S0	0	0	0	0	0	0	0	0	150	25	1	1	0	0	0.17	0.05	0	255	8	0.03	0.05	0	0	1	1	0	0	anomaly
0	tcp	iso_tsap	S0	0	0	0	0	0	0	0	0	205	18	1	1	0	0	0.09	0.06	0	255	18	0.07	0.06	0	0	1	1	0	0	anomaly
0	udp	domain_u	SF	44	70	0	0	0	0	0	0	163	163	0	0	0	0	1	0	0	255	227	0.89	0.01	0	0	0	0	0	0	normal
0	tcp	auth	S0	0	0	0	0	0	0	0	0	274	8	1	1	0	0	0.03	0.06	0	255	8	0.03	0.06	0	0	1	1	0	0	anomaly
0	udp	domain_u	SF	42	72	0	0	0	0	0	0	154	154	0	0	0	0	1	0	0	255	226	0.89	0.01	0	0	0	0	0	0	normal
0	icmp	ecr_i	SF	520	0	0	0	0	0	0	0	452	452	0	0	0	0	1	0	0	51	51	1	0	1	0	0	0	0	0	anomaly
0	tcp	ftp_data	SF	4,539	0	0	0	0	0	0	0	20	20	0	0	0	0	1	0	0	205	96	0.47	0.03	0.47	0	0	0	0	0	normal
0	tcp	private	REJ	0	0	0	0	0	0	0	0	258	18	0	0	1	1	0.07	0.06	0	255	18	0.07	0.07	0	0	0	0	1	1	anomaly
0	tcp	http	SF	313	930	0	0	1	0	0	0	23	23	0	0	0	0	1	0	0	23	255	1	0	0.04	0.04	0	0	0	0	normal
0	tcp	http	SF	279	294	0	0	1	0	0	0	3	29	0	0	0	0	1	0	0.17	9	255	1	0	0.11	0.04	0	0	0	0	normal
0	tcp	http	SF	232	2,224	0	0	1	0	0	0	16	16	0	0	0	0	1	0	0	94	255	1	0	0.01	0.05	0	0	0	0	normal
0	tcp	telnet	S0	0	0	0	0	0	0	0	0	15	6	1	1	0	0	0.4	0.13	0	255	46	0.18	0.04	0.01	0	1	1	0	0	anomaly
0	tcp	http	SF	333	342	0	0	1	0	0	0	2	33	0	0	0	0	1	0	0.18	12	255	1	0	0.08	0.01	0	0	0	0.01	normal
0	tcp	sunrpc	S0	0	0	0	0	0	0	0	0	131	2	1	1	0	0	0.02	0.06	0	255	2	0.01	0.07	0	0	1	1	0	0	anomaly
0	tcp	http	SF	315	6,428	0	0	1	0	0	0	2	2	0	0	0	0	1	0	0	5	255	1	0	0.2	0.03	0	0	0	0	normal