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ravi6k
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machine-failure-logs

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train · 104 rows

Air temperature [K] float64 2 304	Process temperature [K] float64 2 313	Rotational speed [rpm] int64 2 2.48k	Torque [Nm] float64 2 61.4	Tool wear [min] int64 2 1.01k	Type stringclasses 3 values	prediction int64 0 1
298	308.5	1,461	48	68	L	0
302.9	312.4	1,923	23.9	244	L	0
299	308.7	1,537	42.8	202	L	0
300.7	309.9	1,815	27	190	L	0
298.2	309.3	1,355	43.8	142	L	0
300.3	309.5	1,665	31.4	32	M	0
299.4	309	1,613	32.2	178	L	0
301.6	310.6	1,691	30.1	40	M	0
302.7	312	1,944	21.4	71	M	0
297.8	308.8	1,559	35.2	66	L	0
300.2	309.1	1,406	42.2	40	M	0
299.4	309.9	1,567	40.6	87	M	0
298.9	310.3	1,496	36.3	161	L	0
299.7	309.4	1,399	39.9	91	L	0
299.3	309	1,508	35	70	H	0
302.6	312	1,674	32.2	70	L	0
301.6	310.8	1,564	34.1	150	L	0
301.9	311	1,672	29.9	13	H	0
302.3	311	1,329	51.5	154	L	0
300.5	311.9	1,710	28.4	158	L	0
300.2	311.6	1,511	35.7	160	L	0
299	310.3	1,494	46.6	144	M	0
302.3	310.9	1,412	48.9	28	L	0
299.6	310.9	1,533	31.8	91	L	0
299.5	310.8	1,754	31.3	114	M	0
297	307.8	1,579	34.1	94	M	0
300.7	311.1	2,478	13.4	170	L	0
301.6	310.8	1,548	34.2	143	M	0
301.2	311	1,567	35.1	64	L	0
301	310.5	1,248	61.4	77	L	0
300.9	310.9	1,615	32	183	L	0
301.4	310.8	1,610	34.6	187	L	0
297.7	307.4	1,764	29	139	L	0
298.8	309.8	1,508	36.3	69	L	0
300.4	309.4	1,487	38.9	185	H	0
298.9	308.5	1,555	37.6	142	M	0
300.5	309.8	1,663	29.1	145	L	0
296.9	307.9	1,979	20.4	68	M	0
300.9	310.5	1,702	29.3	32	M	0
300.7	311.2	1,399	47.9	80	L	0
298.6	309.6	1,611	35.7	23	L	0
302.2	311.7	1,576	34	28	M	0
300.7	311.7	1,460	46.1	15	L	0
297.1	308.4	1,588	33.4	204	M	0
300.3	311.9	1,429	41.6	184	M	0
302.2	310.8	2,203	16.6	47	L	0
297.6	308.3	1,595	34.3	41	L	0
299.3	308.6	1,605	37	78	L	0
301.8	310.8	1,365	48.2	199	M	0
296.8	307.8	1,394	47.7	155	L	0
298.3	307.9	1,766	26.5	145	L	0
298.7	309.9	1,465	39.7	72	L	0
298.5	309.7	1,354	60.8	96	M	0
299.5	309.3	1,972	19.3	177	L	0
298.5	308	1,404	48.1	32	L	0
298.1	307.8	1,432	49.8	198	L	0
297.5	309.3	1,564	37.5	20	L	0
297.5	308.7	1,456	44.7	29	L	0
301	311.3	1,349	47	71	L	0
299.7	311	1,448	49.8	80	M	0
304.1	313.2	1,824	25.8	186	L	0
298.9	310.2	1,498	50.2	160	L	0
295.5	306.1	1,822	24.3	164	M	0
298.1	308.4	1,438	45.6	105	L	0
298	308.4	1,911	22	13	L	0
298.4	308.9	1,782	23.9	24	H	0
300	309.3	1,972	22	175	L	0
295.8	306.3	1,337	54.6	87	L	0
302	311	1,420	45.9	144	L	0
300.2	309.8	1,401	49.3	163	L	0
297.5	309.2	1,804	27.4	215	M	0
300	309.3	1,407	43.9	138	M	0
302.5	310.3	1,539	39	119	L	0
297.5	308.5	1,557	39.1	47	H	0
302.1	311.1	1,423	36.8	80	M	0
300.6	310.2	1,318	51	8	L	0
300	309.6	1,618	28.7	53	L	0
297.4	308.3	1,771	27.4	100	H	0
300.7	309.9	1,412	45.3	155	L	0
300.8	311.2	2,237	17	95	H	0
296.6	307.4	1,790	25.8	72	M	0
300.4	309.5	1,547	50.7	131	H	0
300.2	309.7	1,448	36.8	14	L	0
300.1	311.1	1,619	33.4	186	L	0
300.9	310.7	1,468	36.2	208	L	0
301.6	310.9	1,385	50.7	195	L	0
300.5	311.5	1,651	36.9	65	L	0
301.3	310.4	1,384	50.1	88	L	0
298.1	307.9	1,614	35.8	196	L	0
304.2	313.4	1,490	44	41	L	0
300.5	309.9	1,397	45.9	210	H	0
301.6	310.9	1,510	40.9	152	M	0
296.9	307.8	1,549	35.8	206	H	0
297.9	309.1	1,338	49.6	56	M	0
298.2	308.8	1,626	40.4	20	M	0
299.3	309	1,516	38.7	64	L	0
297.8	308.8	1,421	49.6	101	L	0
296.2	307	1,516	37.6	25	M	0
298.6	309.8	1,704	28.3	64	L	0
304.2	313.3	1,625	37.3	27	H	0

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