Datasets:

mstz
/

kddcup

Tasks:

Tabular Classification

Languages:

Tags:

tabular_classification

binary_classification

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train · 4.9M rows

duration float64 0 58.3k	protocol_type stringclasses 3 values	service stringlengths 3 11	flag stringclasses 11 values	src_bytes int64 0 1.38B	dst_bytes int64 0 1.31B	land int64 0 1	wrong_fragment int64 0 3	urgent int64 0 14	hot int64 0 77	num_failed_logins int64 0 5	logged_in int64 0 1	num_compromised int64 0 7.48k	root_shell int64 0 1	su_attempted int64 0 2	num_root int64 0 7.47k	num_file_creations int64 0 43	num_shells int64 0 2	num_access_files int64 0 9	num_outbound_cmds int64 0 0	is_host_login int64 0 1	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 class label 23 classes
0	tcp	http	SF	215	45,076	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	0	0	0	0	0	0	0	0	0	0	0normal.
0	tcp	http	SF	162	4,528	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	1	1	1	0	1	0	0	0	0	0	0normal.
0	tcp	http	SF	236	1,228	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	2	1	0	0.5	0	0	0	0	0	0normal.
0	tcp	http	SF	233	2,032	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	3	3	1	0	0.33	0	0	0	0	0	0normal.
0	tcp	http	SF	239	486	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	4	4	1	0	0.25	0	0	0	0	0	0normal.
0	tcp	http	SF	238	1,282	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	4	4	0	0	0	0	1	0	0	5	5	1	0	0.2	0	0	0	0	0	0normal.
0	tcp	http	SF	235	1,337	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	6	6	1	0	0.17	0	0	0	0	0	0normal.
0	tcp	http	SF	234	1,364	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	7	7	1	0	0.14	0	0	0	0	0	0normal.
0	tcp	http	SF	239	1,295	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	7	7	0	0	0	0	1	0	0	8	8	1	0	0.12	0	0	0	0	0	0normal.
0	tcp	http	SF	181	5,450	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	8	8	0	0	0	0	1	0	0	9	9	1	0	0.11	0	0	0	0	0	0normal.
0	tcp	http	SF	184	124	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	10	10	1	0	0.1	0	0	0	0	0	0normal.
0	tcp	http	SF	185	9,020	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	11	11	1	0	0.09	0	0	0	0	0	0normal.
0	tcp	http	SF	239	1,295	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	12	12	1	0	0.08	0	0	0	0	0	0normal.
0	tcp	http	SF	181	5,450	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	13	13	1	0	0.08	0	0	0	0	0	0normal.
0	tcp	http	SF	236	1,228	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	14	14	1	0	0.07	0	0	0	0	0	0normal.
0	tcp	http	SF	233	2,032	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	4	4	0	0	0	0	1	0	0	15	15	1	0	0.07	0	0	0	0	0	0normal.
0	tcp	http	SF	238	1,282	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	16	16	1	0	0.06	0	0	0	0	0	0normal.
0	tcp	http	SF	235	1,337	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	17	17	1	0	0.06	0	0	0	0	0	0normal.
0	tcp	http	SF	234	1,364	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	7	7	0	0	0	0	1	0	0	18	18	1	0	0.06	0	0	0	0	0	0normal.
0	tcp	http	SF	239	486	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	8	8	0	0	0	0	1	0	0	19	19	1	0	0.05	0	0	0	0	0	0normal.
0	tcp	http	SF	185	9,020	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	20	20	1	0	0.05	0	0	0	0	0	0normal.
0	tcp	http	SF	184	124	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	21	21	1	0	0.05	0	0	0	0	0	0normal.
0	tcp	http	SF	181	5,450	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	22	22	1	0	0.05	0	0	0	0	0	0normal.
0	tcp	http	SF	239	1,295	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	23	23	1	0	0.04	0	0	0	0	0	0normal.
0	tcp	http	SF	236	1,228	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	24	24	1	0	0.04	0	0	0	0	0	0normal.
0	tcp	http	SF	233	2,032	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	4	4	0	0	0	0	1	0	0	25	25	1	0	0.04	0	0	0	0	0	0normal.
0	tcp	http	SF	239	486	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	26	26	1	0	0.04	0	0	0	0	0	0normal.
0	tcp	http	SF	238	1,282	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	27	27	1	0	0.04	0	0	0	0	0	0normal.
0	tcp	http	SF	234	1,364	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	7	7	0	0	0	0	1	0	0	28	28	1	0	0.04	0	0	0	0	0	0normal.
0	tcp	http	SF	235	1,337	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	8	8	0	0	0	0	1	0	0	29	29	1	0	0.03	0	0	0	0	0	0normal.
0	tcp	http	SF	215	45,076	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	4	0	0	0	0	1	0	0.5	30	30	1	0	0.03	0	0	0	0	0	0normal.
0	tcp	http	SF	162	4,528	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	2	5	0	0	0	0	1	0	0.4	31	31	1	0	0.03	0	0	0	0	0	0normal.
0	tcp	http	SF	146	4,528	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	32	32	1	0	0.03	0	0	0	0	0	0normal.
0	tcp	http	SF	199	45,076	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	33	33	1	0	0.03	0	0	0	0	0	0normal.
0	tcp	http	SF	165	5,450	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	34	34	1	0	0.03	0	0	0	0	0	0normal.
0	tcp	http	SF	223	1,295	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	35	35	1	0	0.03	0	0	0	0	0	0normal.
0	tcp	http	SF	220	1,228	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	36	36	1	0	0.03	0	0	0	0	0	0normal.
0	tcp	http	SF	217	2,032	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	4	4	0	0	0	0	1	0	0	37	37	1	0	0.03	0	0	0	0	0	0normal.
0	tcp	http	SF	218	1,364	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	38	38	1	0	0.03	0	0	0	0	0	0normal.
0	tcp	http	SF	219	1,337	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	39	39	1	0	0.03	0	0	0	0	0	0normal.
0	tcp	http	SF	222	1,282	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	7	7	0	0	0	0	1	0	0	40	40	1	0	0.03	0	0	0	0	0	0normal.
0	tcp	http	SF	223	486	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	8	8	0	0	0	0	1	0	0	41	41	1	0	0.02	0	0	0	0	0	0normal.
0	tcp	http	SF	169	9,020	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	42	42	1	0	0.02	0	0	0	0	0	0normal.
0	tcp	http	SF	168	124	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	43	43	1	0	0.02	0	0	0	0	0	0normal.
0	tcp	http	SF	218	1,364	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	44	44	1	0	0.02	0	0	0	0	0	0normal.
0	tcp	http	SF	219	1,337	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	45	45	1	0	0.02	0	0	0	0	0	0normal.
0	tcp	http	SF	165	5,450	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	46	46	1	0	0.02	0	0	0	0	0	0normal.
0	tcp	http	SF	223	1,295	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	4	4	0	0	0	0	1	0	0	47	47	1	0	0.02	0	0	0	0	0	0normal.
0	tcp	http	SF	220	1,228	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	48	48	1	0	0.02	0	0	0	0	0	0normal.
0	tcp	http	SF	217	2,032	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	49	49	1	0	0.02	0	0	0	0	0	0normal.
0	tcp	http	SF	223	486	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	7	7	0	0	0	0	1	0	0	50	50	1	0	0.02	0	0	0	0	0	0normal.
0	tcp	http	SF	222	1,282	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	8	8	0	0	0	0	1	0	0	51	51	1	0	0.02	0	0	0	0	0	0normal.
0	tcp	http	SF	168	124	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	52	52	1	0	0.02	0	0	0	0	0	0normal.
0	tcp	http	SF	169	9,020	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	53	53	1	0	0.02	0	0	0	0	0	0normal.
0	tcp	http	SF	219	1,337	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	54	54	1	0	0.02	0	0	0	0	0	0normal.
0	tcp	http	SF	218	1,364	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	55	55	1	0	0.02	0	0	0	0	0	0normal.
0	tcp	http	SF	165	5,450	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	56	56	1	0	0.02	0	0	0	0	0	0normal.
0	tcp	http	SF	223	1,295	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	4	4	0	0	0	0	1	0	0	57	57	1	0	0.02	0	0	0	0	0	0normal.
0	tcp	http	SF	220	1,228	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	58	58	1	0	0.02	0	0	0	0	0	0normal.
0	tcp	http	SF	217	2,032	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	59	59	1	0	0.02	0	0	0	0	0	0normal.
0	tcp	http	SF	223	486	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	7	7	0	0	0	0	1	0	0	60	60	1	0	0.02	0	0	0	0	0	0normal.
0	tcp	http	SF	222	1,282	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	8	8	0	0	0	0	1	0	0	61	61	1	0	0.02	0	0	0	0	0	0normal.
0	tcp	http	SF	199	45,076	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	4	0	0	0	0	1	0	0.75	62	62	1	0	0.02	0	0	0	0	0	0normal.
0	tcp	http	SF	146	4,528	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	2	5	0	0	0	0	1	0	0.6	63	63	1	0	0.02	0	0	0	0	0	0normal.
0	tcp	http	SF	364	11,189	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	1	64	1	0	1	0.03	0	0	0	0	0normal.
0	tcp	http	SF	365	4,095	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	65	1	0	0.5	0.03	0	0	0	0	0normal.
0	tcp	http	SF	332	3,270	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	3	66	1	0	0.33	0.03	0	0	0	0	0normal.
0	tcp	http	SF	355	11,201	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	4	67	1	0	0.25	0.03	0	0	0	0	0normal.
0	tcp	http	SF	278	957	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	5	68	1	0	0.2	0.03	0	0	0	0	0normal.
0	tcp	http	SF	212	1,940	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	1	69	1	0	1	0.04	0	0	0	0	0normal.
0	tcp	http	SF	204	11,099	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	2	3	0	0	0	0	1	0	0.67	2	70	1	0	0.5	0.04	0	0	0	0	0normal.
0	tcp	http	SF	202	14,983	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	3	6	0	0	0	0	1	0	0.33	3	71	1	0	0.33	0.04	0	0	0	0	0normal.
0	tcp	http	SF	203	1,818	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	4	8	0	0	0	0	1	0	0.25	4	72	1	0	0.25	0.04	0	0	0	0	0normal.
0	tcp	http	SF	204	1,163	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	5	10	0	0	0	0	1	0	0.2	5	73	1	0	0.2	0.04	0	0	0	0	0normal.
0	tcp	http	SF	203	2,235	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	6	12	0	0	0	0	1	0	0.17	6	74	1	0	0.17	0.04	0	0	0	0	0normal.
0	tcp	http	SF	203	1,122	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	7	75	1	0	0.14	0.04	0	0	0	0	0normal.
0	tcp	http	SF	208	2,260	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	8	76	1	0	0.12	0.04	0	0	0	0	0normal.
0	tcp	http	SF	205	1,619	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	9	77	1	0	0.11	0.04	0	0	0	0	0normal.
0	tcp	http	SF	207	1,583	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	4	4	0	0	0	0	1	0	0	10	78	1	0	0.1	0.04	0	0	0	0	0normal.
0	tcp	http	SF	159	4,087	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	11	79	1	0	0.09	0.04	0	0	0	0	0normal.
0	tcp	http	SF	209	2,260	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	12	80	1	0	0.08	0.04	0	0	0	0	0normal.
0	tcp	http	SF	206	1,619	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	7	7	0	0	0	0	1	0	0	13	81	1	0	0.08	0.04	0	0	0	0	0normal.
0	tcp	http	SF	229	21,195	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	1	82	1	0	1	0.05	0	0	0	0	0normal.
0	tcp	http	SF	239	4,426	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	83	1	0	0.5	0.05	0	0	0	0	0normal.
0	tcp	http	SF	257	1,738	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	3	84	1	0	0.33	0.05	0	0	0	0	0normal.
0	tcp	http	SF	230	11,084	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	4	4	0	0	0	0	1	0	0	4	85	1	0	0.25	0.05	0	0	0	0	0normal.
0	tcp	http	SF	232	8,509	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	5	86	1	0	0.2	0.05	0	0	0	0	0normal.
0	tcp	http	SF	173	7,235	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	6	87	1	0	0.17	0.05	0	0	0	0	0normal.
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0	tcp	http	SF	210	151	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	8	8	0	0	0	0	1	0	0	8	89	1	0	0.12	0.04	0	0	0	0	0normal.
0	tcp	http	SF	229	9,385	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	9	9	0	0	0	0	1	0	0	9	90	1	0	0.11	0.04	0	0	0	0	0normal.
0	tcp	http	SF	230	8,948	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	10	10	0	0	0	0	1	0	0	10	91	1	0	0.1	0.04	0	0	0	0	0normal.
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0	tcp	http	SF	216	1,675	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	93	1	0	0.5	0.05	0	0	0	0	0normal.
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0	tcp	http	SF	212	1,402	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	4	4	0	0	0	0	1	0	0	4	95	1	0	0.25	0.05	0	0	0	0	0normal.
0	tcp	http	SF	212	1,482	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	5	96	1	0	0.2	0.05	0	0	0	0	0normal.
0	tcp	http	SF	213	7,812	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	6	97	1	0	0.17	0.05	0	0	0	0	0normal.
0	tcp	http	SF	213	9,556	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	7	7	0	0	0	0	1	0	0	7	98	1	0	0.14	0.05	0	0	0	0	0normal.
0	tcp	http	SF	212	786	0	0	0	1	0	1	0	0	0	0	0	0	0	0	0	0	8	8	0	0	0	0	1	0	0	8	99	1	0	0.12	0.05	0	0	0	0	0normal.

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Kddcup

The Kddcup dataset.

Configurations and tasks

Configuration	Task
kddcup	Multiclass classification.

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