Datasets:

EddyGiusepe
/

Modified_dataset_for_predictive_maintenance

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Split (2)

train · 7.5k rows

UDI int64 2 10k	Product ID stringlengths 6 6	Type stringclasses 3 values	Air temperature [K] float64 295 305	Process temperature [K] float64 306 314	Rotational speed [rpm] int64 1.17k 2.89k	Torque [Nm] float64 3.8 76.6	Tool wear [min] int64 0 253	Target int64 0 1	Failure Type stringclasses 6 values
7,591	M22450	M	300.4	311	1,433	46.1	199	0	No Failure
9,680	L56859	L	299.1	310.2	1,598	33.4	20	0	No Failure
1,666	H31079	H	298.2	307.9	1,491	39.7	181	0	No Failure
6,139	M20998	M	300.8	310.7	1,452	43	139	0	No Failure
340	M15199	M	297.5	308.2	1,713	32.2	17	0	No Failure
9,640	L56819	L	299.3	310.4	1,725	26.8	167	0	No Failure
1,338	H30751	H	298.7	310.2	1,613	36	0	0	No Failure
3,079	M17938	M	300.1	309.4	1,349	56.2	127	0	No Failure
9,181	L56360	L	297.9	309.1	1,507	36.9	13	0	No Failure
4,710	M19569	M	303.4	311.6	1,446	50	163	0	No Failure
9,200	L56379	L	297.9	308.8	1,613	31.4	57	0	No Failure
9,170	L56349	L	297.7	308.8	1,896	24.5	186	0	No Failure
7,198	L54377	L	300	310	1,486	41.8	69	0	No Failure
7,749	L54928	L	300.4	311.7	1,515	47.4	170	0	No Failure
3,408	L50587	L	301.2	310.4	1,381	49.8	115	0	No Failure
9,117	H38530	H	297.6	308.7	1,659	32.1	49	0	No Failure
9,666	L56845	L	299.2	310.3	1,610	33.3	233	0	No Failure
3,859	L51038	L	302.5	311.4	1,559	37.6	209	0	No Failure
9,319	L56498	L	298.5	309.4	1,364	44.5	162	0	No Failure
2,801	M17660	M	300.2	309.5	1,500	45.7	89	0	No Failure
9,978	L57157	L	298.6	308.3	1,422	40.4	179	0	No Failure
5,621	L52800	L	303	312.3	1,533	38.5	134	0	No Failure
4,010	L51189	L	302.2	311.2	1,630	36	169	0	No Failure
622	L47801	L	298.3	310.1	1,408	45.3	78	0	No Failure
6,377	L53556	L	300	309.6	1,694	28.7	94	0	No Failure
8,378	L55557	L	298.8	309.7	1,336	50.3	44	0	No Failure
822	L48001	L	296.7	307.6	1,474	41.7	148	0	No Failure
4,661	L51840	L	303.2	311.2	1,439	43.9	30	0	No Failure
6,716	L53895	L	301.3	310.6	1,576	30.4	92	0	No Failure
4,536	L51715	L	302.4	310.2	1,503	36.2	166	0	No Failure
5,003	L52182	L	303.7	312.8	1,627	31.7	40	0	No Failure
7,250	L54429	L	299.9	310	1,402	44.7	204	0	No Failure
6,153	M21012	M	301.1	311.1	1,592	35.7	174	0	No Failure
2,928	M17787	M	300.7	309.6	1,421	49.8	165	0	No Failure
937	M15796	M	295.6	306.1	1,418	46.2	24	0	No Failure
5,132	L52311	L	304.1	313.3	1,452	43.9	182	0	No Failure
3,943	M18802	M	302.2	311.4	1,398	47.2	202	0	No Failure
3,518	L50697	L	302	311	1,550	35.2	184	0	No Failure
2,541	L49720	L	299.1	308.8	1,502	38.3	88	0	No Failure
4,241	L51420	L	302.4	311.1	1,905	20.9	77	0	No Failure
6,227	H35640	H	301.3	311	1,341	59.3	134	0	No Failure
3,295	L50474	L	301.1	310.2	1,657	34.1	52	0	No Failure
6,752	M21611	M	301.7	311	1,505	37.1	190	0	No Failure
6,548	L53727	L	301.4	310.8	1,740	29.2	110	0	No Failure
8,212	L55391	L	299.2	310.6	1,675	33.3	28	0	No Failure
514	L47693	L	297.4	309.2	1,428	38.8	26	0	No Failure
8,140	L55319	L	299.5	310.8	1,571	38.2	74	0	No Failure
5,572	L52751	L	302.4	312	1,562	37.9	10	0	No Failure
7,881	H37294	H	300.7	312.4	1,457	47.2	74	0	No Failure
8,147	L55326	L	299.6	310.9	1,533	31.8	91	0	No Failure
7,293	M22152	M	300.1	310.4	1,556	38.1	92	0	No Failure
9,702	L56881	L	298.8	309.8	1,485	42.4	74	0	No Failure
3,938	L51117	L	302.5	311.5	1,802	26.4	192	0	No Failure
6,171	H35584	H	300.8	310.5	1,559	40.1	220	0	No Failure
4,112	M18971	M	302	310.6	1,563	41	184	0	No Failure
2,462	M17321	M	298.9	308.6	1,517	39.8	114	0	No Failure
6,836	L54015	L	301	310.9	1,809	25.7	192	0	No Failure
9,283	M24142	M	298.2	308.9	1,414	44.3	68	0	No Failure
9,772	M24631	M	298.7	309.6	1,424	50.4	32	0	No Failure
8,192	M23051	M	299.6	310.9	1,630	29.8	206	0	No Failure
178	L47357	L	298.2	308.2	1,988	21.4	41	0	No Failure
234	L47413	L	298.2	308.4	1,512	34.9	181	0	No Failure
9,204	L56383	L	297.8	308.8	1,559	35.2	66	0	No Failure
3,574	L50753	L	301.8	310.6	1,452	48.4	110	0	No Failure
3,878	H33291	H	302.6	311.7	1,471	48.3	25	0	No Failure
6,392	M21251	M	300.2	309.7	1,413	43	137	0	No Failure
6,959	L54138	L	300.6	311	1,563	40.7	87	0	No Failure
1,620	L48799	L	297.9	307.7	1,590	34.6	57	0	No Failure
6,743	H36156	H	301.7	311.2	1,639	30	161	0	No Failure
3,650	L50829	L	302.2	311.5	1,481	40.4	93	0	No Failure
8,908	M23767	M	297.2	308.6	1,404	43.7	160	0	No Failure
3,072	L50251	L	300	309	2,174	16.9	112	0	No Failure
8,448	L55627	L	298.6	310.1	1,439	49.9	17	0	No Failure
9,589	H39002	H	299.3	310.4	1,510	45.5	27	0	No Failure
5,174	M20033	M	304.2	313.5	1,739	28.1	80	0	No Failure
8,191	M23050	M	299.7	310.9	1,620	37.2	203	0	No Failure
6,311	L53490	L	300.9	310.1	2,090	17.8	133	0	No Failure
6,226	M21085	M	301.2	311	1,424	41.4	131	0	No Failure
8,094	L55273	L	300.2	311.6	1,511	35.7	160	0	No Failure
7,758	M22617	M	300.3	311.7	1,723	28.3	193	0	No Failure
8,184	L55363	L	299.8	311.1	1,452	47.3	188	0	No Failure
2,716	M17575	M	299.5	309	1,701	28.6	98	0	No Failure
3,310	L50489	L	301.3	310.4	1,384	50.1	88	0	No Failure
801	M15660	M	297	307.9	1,882	24.2	97	0	No Failure
6,781	L53960	L	301.3	310.8	1,560	38.5	52	0	No Failure
758	L47937	L	296.9	308.1	1,555	33.7	229	0	No Failure
9,678	L56857	L	299	310.1	2,033	19.3	15	0	No Failure
2,831	M17690	M	300.4	309.3	1,411	41.6	160	0	No Failure
8,441	L55620	L	298.6	309.8	1,370	56	0	0	No Failure
4,978	L52157	L	303.7	312.7	1,540	44.8	196	0	No Failure
4,635	L51814	L	303	311.2	1,755	30.4	205	0	No Failure
4,193	M19052	M	302.5	311	1,463	43.1	181	0	No Failure
9,312	L56491	L	298.4	309.4	1,540	43.2	141	0	No Failure
599	L47778	L	297.7	309.6	1,480	47.9	18	0	No Failure
2,886	M17745	M	300.5	309.5	1,320	49.9	59	0	No Failure
1,014	M15873	M	296.1	307.2	1,619	29.7	17	0	No Failure
70	L47249	L	298.9	309	1,410	65.7	191	1	Power Failure
4,056	L51235	L	302	311	1,865	22.7	48	0	No Failure
9,842	M24701	M	298.3	309.2	1,359	51.4	21	0	No Failure
2,972	M17831	M	300.7	309.5	1,393	43.9	81	0	No Failure

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