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epalvarez
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machine-failure-logs

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train · 11.9k rows

Air temperature [K] float64 0 307	Process temperature [K] float64 0 410	Rotational speed [rpm] int64 0 2.55k	Torque [Nm] float64 0 72	Tool wear [min] int64 0 1.01k	Type stringclasses 3 values	prediction int64 0 1
300.8	310.3	1,538	36.1	198	L	0
301.7	410.3	1,645	40.7	230	M	0
3	3	3	3	3	L	0
300.5	310.5	1,695	26.7	28	L	0
298.4	307.9	1,743	27.3	134	L	0
300.4	309.7	1,314	50.2	179	L	0
300.7	310.4	1,234	51.7	160	L	0
302.8	311	1,564	38.5	85	L	0
300.7	309.5	2,007	19.7	2	H	0
298.2	308.9	1,278	54	18	L	0
300.3	309.2	1,364	47.6	45	M	0
301.6	310.9	1,510	40.9	152	M	0
298	307.9	1,417	51	137	M	0
295.8	306.3	1,337	54.6	87	L	0
300.1	309.1	1,353	58.7	86	L	0
298	307.7	1,430	47.3	49	L	0
302.5	310.3	1,551	37.3	168	L	0
298.9	310.6	1,387	52.7	2	L	0
300.1	311.2	1,489	39.1	188	L	0
296.1	307.1	1,898	22.7	20	L	0
297.1	308.2	1,790	30.3	128	H	0
303.5	312.9	1,504	44.8	111	L	0
300.8	311.1	1,480	41.1	176	L	0
297.6	308.7	1,376	59.9	74	M	0
297.8	308.8	1,548	36.9	64	L	0
299.1	308.9	1,467	47.2	218	L	0
301.8	310.8	1,470	37.6	204	H	0
304	313	1,701	30.4	171	H	0
300.7	311.7	1,499	38.4	205	L	0
299	310.2	1,682	28.8	49	L	0
301.5	310.9	1,600	39	160	L	0
298.8	309.1	1,378	54.4	165	L	0
298.3	307.9	1,485	42	117	M	0
299.7	310.4	1,410	44.5	105	M	0
298	308.2	1,365	52.9	218	L	0
302.4	312	1,545	36.4	12	L	0
303.9	313	1,901	22.5	110	M	0
304.1	313.2	1,590	43.4	52	H	0
298.3	308.8	1,645	30.4	33	L	0
304	313.1	1,466	39.5	83	M	0
297.5	308.5	1,447	41.6	118	M	0
299	308.8	1,382	58.5	199	H	0
298.9	309.2	1,581	36.7	101	M	0
299.4	309.1	1,417	47.3	59	M	0
300.5	309.8	1,305	51.7	202	L	0
299	310	1,360	48.1	37	L	0
299	309.4	1,798	25.5	89	L	0
302.7	310.5	1,351	41.8	10	L	0
303.7	312.4	1,316	59.3	137	L	0
300.5	310.5	1,695	26.7	28	L	0
299.3	308.5	1,589	32.7	74	L	0
301.6	310.5	1,809	25.5	40	L	0
301.4	310.5	1,489	43.5	98	L	0
298.4	307.9	2,381	14.2	164	L	0
300.1	311.3	1,495	41	193	M	0
297.3	308.2	1,846	24.5	41	M	0
298.3	308.7	1,667	28.6	18	M	0
297.1	308.4	1,588	33.4	204	M	0
297.5	308.3	1,544	40.8	37	L	0
300.1	311.3	1,547	40	201	L	0
301.1	310.6	1,417	47.6	10	L	0
301.3	310.4	1,577	48.3	78	M	0
300.4	309.4	1,487	38.9	185	H	0
300.4	309.9	1,681	28.6	206	L	0
300.4	310.1	1,544	41.9	184	L	0
301.1	310.7	1,621	31	108	M	0
298	308.6	1,453	44.1	165	M	0
300.2	311.6	1,511	35.7	160	L	0
299	308.6	1,648	30.8	98	L	0
302	310.4	1,450	46.6	165	L	0
303.4	311.7	1,793	25.8	161	L	0
302	309.9	1,447	42.8	185	H	0
300.5	311.4	2,072	18.8	75	M	0
299.1	308.1	1,479	40.7	10	L	0
301.5	310.5	1,412	44.1	184	M	0
298.1	307.9	1,665	32	7	L	0
298.7	309.7	1,547	37.4	0	L	0
302.3	311.9	1,508	42.3	159	M	0
302.6	311.4	1,738	25.8	128	L	0
303.7	312.3	1,511	38.9	117	L	0
296.3	307.3	1,372	57.7	33	L	0
301.5	310.7	1,408	47.3	79	L	0
301.7	311	1,441	44.3	208	L	0
298.9	308.5	1,534	42.9	121	M	0
297.1	308	1,690	25.6	159	M	0
298.3	307.9	1,766	26.5	145	L	0
300.8	310.8	1,741	27.1	39	L	0
300.3	311.7	1,317	56.5	7	L	0
298.9	308.8	1,621	32.7	75	H	0
298.9	308.5	1,456	50	156	M	0
297.5	308.7	1,453	37.6	112	L	0
301.8	310.8	1,505	41.2	33	L	0
296.6	307.6	1,459	40.2	96	L	0
300.1	309.7	1,362	49.1	23	L	0
296.7	307.8	1,646	34.6	238	L	0
303.3	311.8	1,315	62	42	L	0
296.9	307.9	1,423	43.9	149	L	0
302.4	311.8	1,648	30	122	L	0
297.9	307.7	1,517	44.4	67	L	0
299.7	310.7	1,498	37.8	146	M	0

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