Split (3)

train · 113k 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_compromised int64 0 7.48k	num_root int64 0 7.47k	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	label stringclasses 23 values	__index_level_0__ int64 0 126k
0	tcp	http	SF	216	1,448	0	0	1	0	0	0	6	22	0	0	0	0	1	0	0.18	54	255	1	0	0.02	0.04	0	0	0	0	normal	13,527
0	tcp	http	SF	219	14,593	0	0	1	0	0	0	4	4	0	0	0	0	1	0	0	15	255	1	0	0.07	0.06	0	0	0	0	normal	28,180
0	tcp	http	SF	276	569	0	0	1	0	0	0	7	7	0	0	0	0	1	0	0	7	255	1	0	0.14	0.03	0	0.01	0	0	normal	104,055
0	tcp	http	SF	188	1,274	0	0	1	0	0	0	18	22	0	0	0	0	1	0	0.09	255	255	1	0	0	0	0	0	0	0	normal	10,324
0	tcp	ftp_data	SF	10,272	0	0	0	0	0	0	0	11	11	0	0	0	0	1	0	0	192	76	0.32	0.02	0.32	0.03	0.01	0	0	0	normal	102,506
0	udp	domain_u	SF	43	113	0	0	0	0	0	0	65	65	0	0	0	0	1	0	0	255	213	0.84	0.01	0	0	0	0	0	0	normal	37,071
0	tcp	smtp	SF	725	364	0	0	1	0	0	0	1	1	0	0	0	0	1	0	0	255	123	0.48	0.1	0	0	0.02	0.01	0	0	normal	49,153
0	udp	private	SF	105	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	255	233	0.91	0.01	0.01	0	0	0	0	0	normal	40,876
0	tcp	http	SF	234	280	0	0	1	0	0	0	5	5	0	0	0	0	1	0	0	197	255	1	0	0.01	0.01	0	0	0	0	normal	73,804
0	tcp	private	S0	0	0	0	0	0	0	0	0	286	18	1	1	0	0	0.06	0.06	0	255	18	0.07	0.09	0	0	1	1	0	0	neptune	116,577
0	tcp	http	SF	203	2,572	0	0	1	0	0	0	25	25	0	0	0	0	1	0	0	255	255	1	0	0	0	0	0	0	0	normal	66,443
5,800	udp	other	SF	147	105	0	0	0	0	0	0	4	2	0	0	0	0	0.5	0.5	0	255	2	0.01	0.64	0.95	0	0	0	0	0	normal	26,894
0	tcp	ftp_data	SF	12	0	0	0	1	0	0	0	2	2	0	0	0	0	1	0	0	168	54	0.19	0.02	0.19	0.04	0	0	0	0	normal	100,164
0	tcp	systat	S0	0	0	0	0	0	0	0	0	247	19	1	1	0	0	0.08	0.05	0	255	19	0.07	0.05	0	0	1	1	0	0	neptune	118,351
0	icmp	eco_i	SF	8	0	0	0	0	0	0	0	1	2	0	0	0	0	1	0	1	1	243	1	0	1	0.5	0	0	0	0	ipsweep	125,492
0	icmp	ecr_i	SF	1,032	0	0	0	0	0	0	0	132	132	0	0	0	0	1	0	0	255	132	0.52	0.01	0.52	0	0	0	0	0	smurf	18,053
0	tcp	gopher	REJ	0	0	0	0	0	0	0	0	247	18	0	0	1	1	0.07	0.06	0	255	18	0.07	0.07	0	0	0	0	1	1	neptune	105,853
0	tcp	smtp	SF	870	336	0	0	1	0	0	0	1	1	0	0	0	0	1	0	0	142	192	0.8	0.02	0.01	0.01	0	0	0	0	normal	61,617
0	tcp	private	S0	0	0	0	0	0	0	0	0	138	19	1	1	0	0	0.14	0.06	0	255	15	0.06	0.07	0	0	1	1	0	0	neptune	49,369
0	tcp	http	SF	222	193	0	0	1	0	0	0	32	32	0	0	0	0	1	0	0	255	255	1	0	0	0	0	0	0	0	normal	28,378
0	tcp	nnsp	S0	0	0	0	0	0	0	0	0	96	1	1	1	0	0	0.01	0.07	0	255	1	0	0.07	0	0	1	1	0	0	neptune	13,464
0	udp	domain_u	SF	46	128	0	0	0	0	0	0	71	151	0	0	0	0	1	0	0.01	255	254	1	0.01	0	0	0	0	0	0	normal	1,423
0	tcp	smtp	SF	2,372	408	0	0	1	0	0	0	1	2	0	0	0	0	1	0	1	125	224	0.86	0.03	0.01	0.01	0	0	0	0	normal	60,824
1	tcp	smtp	SF	1,279	331	0	0	1	0	0	0	1	1	0	0	0	0	1	0	0	147	135	0.54	0.05	0.01	0.01	0.01	0	0	0	normal	111,420
0	icmp	ecr_i	SF	1,032	0	0	0	0	0	0	0	511	511	0	0	0	0	1	0	0	255	194	0.76	0.02	0.76	0	0	0	0.18	0	smurf	62,996
0	tcp	netbios_ns	S0	0	0	0	0	0	0	0	0	207	4	1	1	0	0	0.02	0.06	0	255	20	0.08	0.06	0	0	1	1	0	0	neptune	62,848
0	tcp	http	SF	207	50,694	0	0	1	0	0	0	7	7	0	0	0	0	1	0	0	7	255	1	0	0.14	0.05	0	0	0	0	normal	11,076
0	udp	domain_u	SF	44	44	0	0	0	0	0	0	184	184	0	0	0	0	1	0	0	255	254	1	0.01	0	0	0	0	0	0	normal	96,235
0	udp	domain_u	SF	44	76	0	0	0	0	0	0	313	313	0	0	0	0	1	0	0	255	254	1	0.01	0	0	0	0	0	0	normal	109,345
0	tcp	private	S0	0	0	0	0	0	0	0	0	210	20	1	1	0	0	0.1	0.06	0	255	1	0	0.06	0	0	1	1	0	0	neptune	35,079
0	udp	private	SF	28	0	3	0	0	0	0	0	1	1	0	0	0	0	1	0	0	255	101	0.4	0.61	0.4	0	0.09	0	0.52	0	teardrop	24,737
0	tcp	ftp_data	SF	305	0	0	0	1	0	2	0	2	2	0	0	0	0	1	0	0	255	2	0.01	0.02	0.01	0	0	0	0	0	normal	25,091
0	tcp	uucp	RSTO	0	0	0	0	0	0	0	0	115	10	0	0	1	1	0.09	0.07	0	255	10	0.04	0.06	0	0	0	0	1	1	neptune	55,644
0	tcp	private	S0	0	0	0	0	0	0	0	0	217	13	1	1	0	0	0.06	0.07	0	255	14	0.05	0.07	0	0	1	1	0	0	neptune	15,736
0	udp	domain_u	SF	45	45	0	0	0	0	0	0	122	122	0	0	0	0	1	0	0	255	255	1	0	0	0	0	0	0	0	normal	28,544
0	tcp	http	SF	293	2,457	0	0	1	0	0	0	23	25	0	0	0	0	1	0	0.12	255	255	1	0	0	0	0	0	0	0	normal	46,263
0	tcp	private	S0	0	0	0	0	0	0	0	0	144	14	1	1	0	0	0.1	0.06	0	255	8	0.03	0.08	0	0	1	1	0	0	neptune	23,651
0	tcp	pop_3	SF	80	5,046	0	0	1	0	0	0	1	1	0	0	0	0	1	0	0	40	1	0.03	0.12	0.03	0	0	0	0	0	normal	63,621
3,466	udp	other	SF	147	105	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	255	1	0	0.49	0.68	0	0	0	0	0	normal	122,575
0	tcp	private	S0	0	0	0	0	0	0	0	0	104	14	1	1	0	0	0.13	0.06	0	255	34	0.13	0.07	0	0	1	1	0	0	neptune	111,429
0	udp	domain_u	SF	45	73	0	0	0	0	0	0	216	215	0	0	0	0	1	0.01	0	255	240	0.94	0.02	0	0	0	0	0	0	normal	79,879
0	tcp	http	SF	259	1,288	0	0	1	0	0	0	43	43	0.02	0.02	0	0	1	0	0	255	255	1	0	0	0	0	0	0	0	normal	108,275
0	udp	domain_u	SF	44	116	0	0	0	0	0	0	219	220	0	0	0	0	1	0	0.01	255	176	0.69	0.01	0	0	0	0	0	0	normal	42,292
0	tcp	supdup	S0	0	0	0	0	0	0	0	0	229	15	1	1	0	0	0.07	0.07	0	255	15	0.06	0.07	0	0	1	1	0	0	neptune	47,590
0	tcp	http	SF	291	18,022	0	0	1	0	0	0	9	9	0	0	0	0	1	0	0	9	228	1	0	0.11	0.03	0	0	0	0	normal	74,134
0	tcp	domain	S0	0	0	0	0	0	0	0	0	273	7	1	1	0	0	0.03	0.06	0	255	7	0.03	0.08	0	0	1	1	0	0	neptune	11,263
0	tcp	finger	SF	8	220	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	132	4	0.02	0.05	0.01	0.5	0	0	0	0	normal	28,235
0	udp	domain_u	SF	45	137	0	0	0	0	0	0	278	277	0	0	0	0	1	0.01	0	255	251	0.98	0.01	0	0	0	0	0	0	normal	79,452
0	tcp	http	SF	273	10,405	0	0	1	0	0	0	12	12	0	0	0	0	1	0	0	12	255	1	0	0.08	0.03	0	0	0	0	normal	114,829
1	tcp	smtp	SF	1,207	333	0	0	1	0	0	0	1	3	0	0	0	0	1	0	1	197	159	0.7	0.02	0.01	0.01	0	0	0	0	normal	12,973
0	tcp	http	REJ	0	0	0	0	0	0	0	0	1	1	0	0	1	1	1	0	0	1	179	1	0	1	0.25	0	0	1	1	normal	5,576
0	tcp	smtp	SF	817	334	0	0	1	0	0	0	1	1	0	0	0	0	1	0	0	45	183	0.71	0.09	0.02	0.01	0	0	0	0	normal	61,561
0	tcp	http	SF	331	2,514	0	0	1	0	0	0	17	17	0	0	0	0	1	0	0	255	255	1	0	0	0	0	0	0	0	normal	78,409
0	tcp	private	S0	0	0	0	0	0	0	0	0	127	4	1	1	0	0	0.03	0.06	0	255	3	0.01	0.08	0	0	1	1	0	0	neptune	90,320
0	tcp	private	REJ	0	0	0	0	0	0	0	0	96	1	0.01	0	0.93	1	0.01	1	0	221	1	0	0.47	0	0	0	0	0.42	1	satan	32,626
0	tcp	smtp	SF	1,123	339	0	0	1	0	0	0	1	1	0	0	0	0	1	0	0	255	146	0.57	0.04	0	0	0	0	0	0	normal	4,293
0	tcp	auth	SF	14	41	0	0	0	0	0	0	2	2	0	0	0	0	1	0	0	177	14	0.07	0.03	0.01	0.14	0.01	0	0	0	normal	54,925
0	tcp	iso_tsap	S0	0	0	0	0	0	0	0	0	241	19	1	1	0	0	0.08	0.05	0	255	19	0.07	0.06	0	0	1	1	0	0	neptune	56,226
0	icmp	eco_i	SF	8	0	0	0	0	0	0	0	1	26	0	0	0	0	1	0	1	3	143	1	0	1	0.25	0	0	0	0	nmap	118,027
0	tcp	iso_tsap	S0	0	0	0	0	0	0	0	0	147	17	1	1	0	0	0.12	0.05	0	255	11	0.04	0.06	0	0	1	1	0	0	neptune	30,815
0	tcp	ftp_data	SF	6,601	0	0	0	0	0	0	0	18	18	0	0	0	0	1	0	0	24	89	1	0	1	0.02	0	0	0	0	normal	35,818
0	tcp	vmnet	REJ	0	0	0	0	0	0	0	0	159	8	0	0	1	1	0.05	0.07	0	255	8	0.03	0.07	0	0	0	0	1	1	neptune	42,404
0	tcp	private	S0	0	0	0	0	0	0	0	0	141	12	1	1	0	0	0.09	0.06	0	255	14	0.05	0.06	0	0	1	1	0	0	neptune	53,177
0	tcp	smtp	SF	3,425	334	0	0	1	0	0	0	1	1	0	0	0	0	1	0	0	74	53	0.72	0.07	0.01	0	0	0	0	0	normal	18,700
0	tcp	smtp	SF	957	331	0	0	1	0	0	0	1	2	0	0	0	0	1	0	1	147	20	0.14	0.52	0.01	0	0	0	0	0	normal	117,811
0	tcp	http	SF	231	6,322	0	0	1	0	0	0	6	6	0	0	0	0	1	0	0	11	255	1	0	0.09	0.04	0	0	0	0	normal	77,003
0	tcp	http	SF	265	279	0	0	1	0	0	0	21	22	0	0	0	0.05	1	0	0.09	255	235	0.92	0.02	0	0	0.01	0.01	0	0	normal	110,922
0	tcp	http	SF	164	30,881	0	1	1	1	0	0	5	5	0	0	0	0	1	0	0	255	255	1	0	0	0	0	0	0	0	normal	13,453
4,685	udp	other	SF	145	105	0	0	0	0	0	0	2	2	0	0	0	0	1	0	0	255	2	0.01	0.66	0.96	0	0	0	0	0	normal	21,616
0	tcp	private	S0	0	0	0	0	0	0	0	0	102	3	1	1	0	0	0.03	0.06	0	255	3	0.01	0.06	0	0	1	1	0	0	neptune	52,614
0	tcp	whois	S0	0	0	0	0	0	0	0	0	45	2	1	1	0	0	0.04	0.13	0	255	10	0.04	0.08	0	0	1	1	0	0	neptune	873
0	udp	domain_u	SF	46	135	0	0	0	0	0	0	65	146	0	0	0	0	1	0	0.01	255	255	1	0	0	0	0	0	0	0	normal	57,555
0	tcp	klogin	S0	0	0	0	0	0	0	0	0	110	12	1	1	0	0	0.11	0.06	0	255	12	0.05	0.06	0	0	1	1	0	0	neptune	26,374
0	tcp	systat	S0	0	0	0	0	0	0	0	0	271	13	1	1	0	0	0.05	0.07	0	255	8	0.03	0.08	0	0	1	1	0	0	neptune	27,548
0	icmp	eco_i	SF	8	0	0	0	0	0	0	0	1	48	0	0	0	0	1	0	1	1	135	1	0	1	0.5	0	0	0	0	ipsweep	62,811
0	tcp	private	REJ	0	0	0	0	0	0	0	0	144	5	0	0	1	1	0.03	0.08	0	255	5	0.02	0.07	0	0	0	0	1	1	neptune	19,060
0	tcp	smtp	SF	698	327	0	0	1	0	0	0	1	1	0	0	0	0	1	0	0	197	144	0.57	0.03	0.01	0.01	0	0	0	0	normal	71,599
23	tcp	ftp	SF	237	771	0	4	1	0	0	1	1	2	0	0	0	0	1	0	1	35	9	0.26	0.11	0.03	0	0	0	0	0	normal	33,410
0	tcp	private	S0	0	0	0	0	0	0	0	0	230	17	1	1	0	0	0.07	0.05	0	255	17	0.07	0.06	0	0	1	1	0	0	neptune	36,451
0	tcp	private	REJ	0	0	0	0	0	0	0	0	197	1	0.1	0	0.89	1	0.01	1	0	255	1	0	0.89	0	0	0.07	0	0.7	1	satan	15,981
0	udp	domain_u	SF	45	131	0	0	0	0	0	0	176	175	0	0	0	0	0.99	0.01	0	65	32	0.49	0.03	0.02	0	0	0	0	0	normal	97,508
0	tcp	ftp_data	SF	748	0	0	0	1	0	9	0	1	1	0	0	0	0	1	0	0	65	49	0.02	0.06	0.02	0.04	0	0.02	0	0	normal	65,566
0	icmp	ecr_i	SF	1,032	0	0	0	0	0	0	0	511	511	0	0	0	0	1	0	0	255	183	0.72	0.03	0.72	0	0	0	0	0	smurf	5,685
0	udp	domain_u	SF	46	136	0	0	0	0	0	0	91	152	0	0	0	0	1	0	0.03	255	255	1	0	0	0	0	0	0	0	normal	4,715
0	tcp	ftp_data	SF	15,377	0	0	0	1	0	0	0	3	3	0	0	0	0	1	0	0	118	85	0.5	0.04	0.5	0.02	0	0	0	0	normal	20,676
0	tcp	name	S0	0	0	0	0	0	0	0	0	274	20	1	1	0	0	0.07	0.07	0	255	7	0.03	0.05	0	0	1	1	0	0	neptune	120,464
0	tcp	smtp	SF	1,846	363	0	0	1	0	0	0	1	1	0	0	0	0	1	0	0	29	172	0.83	0.1	0.03	0.02	0	0	0	0	normal	110,307
1,365	udp	other	SF	147	105	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	255	1	0	0.84	1	0	0	0	0	0	normal	59,071
0	udp	domain_u	SF	34	0	0	0	0	0	0	0	2	5	0	0	0	0	1	0	0.4	82	9	0.07	0.07	0.07	0.22	0	0	0	0	normal	25,983
0	tcp	http	SF	233	379	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	122,847
0	tcp	http	SF	286	622	0	0	1	0	0	0	26	28	0	0	0	0	1	0	0.07	179	255	1	0	0.01	0.01	0	0	0	0	normal	11,622
0	icmp	eco_i	SF	8	0	0	0	0	0	0	0	1	26	0	0	0	0	1	0	1	1	59	1	0	1	0.51	0	0	0	0	ipsweep	104,522
0	tcp	http	SF	301	7,783	0	0	1	0	0	0	2	9	0	0	0	0	1	0	0.22	94	255	1	0	0.01	0.03	0	0	0	0	normal	55,892
0	tcp	auth	S0	0	0	0	0	0	0	0	0	291	14	1	1	0	0	0.05	0.05	0	255	10	0.04	0.07	0	0	1	1	0	0	neptune	72,453
0	tcp	link	S0	0	0	0	0	0	0	0	0	115	23	1	1	0	0	0.2	0.04	0	255	23	0.09	0.05	0	0	1	1	0	0	neptune	92,716
3	tcp	private	RSTR	0	0	0	0	0	0	0	0	335	2	0	0	1	1	0.01	0.52	0	255	2	0.01	0.52	1	0	0	0	1	1	portsweep	2,162
0	tcp	http	SF	215	838	0	0	1	0	0	0	7	8	0	0	0	0	1	0	0.25	134	255	1	0	0.01	0.07	0	0	0	0	normal	25,775
0	tcp	other	REJ	0	0	0	0	0	0	0	0	468	1	0.07	0	0.92	1	0	1	0	255	1	0	1	0	0	0.06	0	0.94	1	satan	77,215
0	tcp	ftp	S0	0	0	0	0	0	0	0	0	247	18	1	1	0	0	0.07	0.06	0	255	18	0.07	0.08	0	0	1	1	0	0	neptune	59,640
0	tcp	sql_net	REJ	0	0	0	0	0	0	0	0	297	20	0	0	1	1	0.07	0.06	0	255	20	0.08	0.08	0	0	0	0	1	1	neptune	76,383

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