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
7,159	L54338	L	300.2	310	1,389	53.6	184	0	No Failure
5,471	M20330	M	302.7	312.2	1,585	35.5	167	0	No Failure
4,627	L51806	L	303	311.2	1,664	29.8	186	0	No Failure
1,183	L48362	L	297.3	308.3	1,410	48.1	23	0	No Failure
5,227	L52406	L	303.9	313	1,403	48.3	10	0	No Failure
1,258	L48437	L	297.5	308.9	1,466	43	15	0	No Failure
3,767	L50946	L	302.3	311.1	1,373	53	181	0	No Failure
4,181	L51360	L	302.4	310.8	1,686	28.8	150	0	No Failure
2,975	M17834	M	300.6	309.4	1,521	37.2	90	0	No Failure
6,200	L53379	L	300.9	310.9	1,497	43.2	62	0	No Failure
7,333	M22192	M	299.8	310.3	1,805	23.7	198	0	No Failure
5,965	H35378	H	300.5	310.8	1,631	30.5	132	0	No Failure
6,461	L53640	L	300.6	310	1,313	52.9	93	0	No Failure
7,549	L54728	L	300.2	311.4	1,495	43.6	95	0	No Failure
3,773	L50952	L	302.4	311.1	1,448	44.8	195	0	No Failure
9,791	L56970	L	298.6	309.5	1,483	43.2	92	0	No Failure
5,022	L52201	L	304	313	1,350	61.1	88	0	No Failure
2,560	L49739	L	299.3	309	1,447	50.4	140	0	random failures
6,584	M21443	M	301.5	310.5	1,503	38.2	200	0	No Failure
4,587	L51766	L	302.7	310.9	1,395	48.3	80	0	No Failure
36	M14895	M	298.8	309.2	1,452	48.6	98	0	No Failure
2,063	M16922	M	299.7	309.6	1,477	42.7	163	0	No Failure
8,499	L55678	L	298.4	309.6	1,479	37.8	144	0	No Failure
8,008	M22867	M	301	312.1	1,664	28.4	168	0	No Failure
2,992	M17851	M	300.5	309.7	1,341	50.9	137	0	No Failure
7,444	H36857	H	300.1	311.6	1,589	37.9	37	0	No Failure
2,641	M17500	M	299.9	309.5	1,372	56.2	133	0	No Failure
6,708	L53887	L	301.3	310.6	1,556	39	72	0	No Failure
809	L47988	L	296.9	307.7	1,424	43.3	120	0	No Failure
9,597	L56776	L	298.9	310.1	1,466	43.4	50	0	No Failure
3,157	L50336	L	300.4	309.7	1,467	36.9	131	0	No Failure
1,021	L48200	L	296.3	307.3	1,372	57.7	33	0	No Failure
532	L47711	L	297.6	309.5	1,549	34.9	68	0	No Failure
3,813	L50992	L	302	310.6	1,392	50	84	0	No Failure
4,197	M19056	M	302.5	311	1,563	35.6	190	0	No Failure
3,041	L50220	L	300.3	309.5	1,474	38.7	35	0	No Failure
6,471	L53650	L	300.4	309.6	1,379	54.5	122	0	No Failure
9,669	L56848	L	299.1	310.3	1,619	35.2	240	0	No Failure
5,357	H34770	H	303.3	312.6	1,692	29	125	0	No Failure
2,866	H32279	H	300.7	309.7	1,623	32.7	0	0	No Failure
1,905	M16764	M	298	307.6	1,569	35.6	173	0	No Failure
8,783	L55962	L	297.5	308.7	1,456	44.7	29	0	No Failure
879	M15738	M	295.7	306.3	1,685	34.9	84	0	No Failure
6,079	L53258	L	300.8	310.7	1,339	59.1	203	1	Overstrain Failure
4,655	M19514	M	303.1	311	1,510	47.6	16	0	No Failure
4,542	L51721	L	302.5	310.4	1,427	46.8	179	0	No Failure
9,126	L56305	L	297.4	308.5	1,569	34.2	72	0	No Failure
6,281	M21140	M	301.2	310.7	1,527	41.1	53	0	No Failure
1,156	H30569	H	297	307.9	1,846	27.3	179	0	No Failure
8,434	M23293	M	298.8	310.1	1,501	48.7	192	0	No Failure
1,889	M16748	M	297.8	307.4	1,902	24.3	129	0	No Failure
5,958	L53137	L	300.7	310.9	1,637	37.2	115	0	No Failure
201	L47380	L	298.4	308.6	1,609	35	103	0	No Failure
2,785	L49964	L	300.2	309.6	1,430	52.7	47	0	No Failure
6,405	M21264	M	300.2	309.7	1,183	61.4	170	0	No Failure
274	L47453	L	298.1	308	1,426	46	61	0	No Failure
8,768	L55947	L	297.5	308.6	1,380	53.5	192	0	No Failure
567	M15426	M	297.6	309.7	1,541	33.7	165	0	No Failure
2,810	L49989	L	299.9	309.2	1,598	34.6	111	0	No Failure
851	L48030	L	296.3	307.3	1,567	31.4	5	0	No Failure
2,681	L49860	L	299.8	309.5	1,641	27.1	16	0	No Failure
6,737	L53916	L	301.7	311	1,527	42.2	144	0	No Failure
9,220	M24079	M	297.7	308.8	1,350	57	105	0	No Failure
7,353	M22212	M	299.7	310.2	1,440	42.8	30	0	No Failure
9,079	L56258	L	297.3	308.1	1,566	35.7	156	0	No Failure
5,943	L53122	L	300.7	310.7	1,450	43.4	80	0	No Failure
4,301	M19160	M	301.7	310.1	1,644	34.6	5	0	No Failure
5,035	M19894	M	303.9	313.1	1,514	41.1	121	0	No Failure
7,530	L54709	L	300.1	311.4	1,467	35.7	45	0	No Failure
1,711	L48890	L	298.2	307.8	1,530	35.9	68	0	No Failure
1,089	M15948	M	296.9	307.8	1,392	43.9	0	0	No Failure
4,912	L52091	L	303.5	312.3	1,681	29.8	25	0	No Failure
4,544	M19403	M	302.6	310.5	1,542	39.9	184	0	No Failure
348	L47527	L	297.5	308.3	1,544	40.8	37	0	No Failure
7,982	L55161	L	301	312.3	1,445	36.4	105	0	No Failure
8,683	M23542	M	297.2	308.5	1,353	46.5	185	0	No Failure
5,605	L52784	L	302.9	312.2	1,513	37.8	92	0	No Failure
3,296	L50475	L	301.1	310.2	1,496	43.4	54	0	No Failure
5,457	M20316	M	303.1	312.6	1,567	32.9	132	0	No Failure
1,577	L48756	L	298.3	308.4	1,490	41.7	170	0	No Failure
2,103	L49282	L	299.3	309.3	1,325	62	47	0	No Failure
7,140	L54319	L	300.6	310.1	1,495	42.3	132	0	No Failure
2,074	L49253	L	299.6	309.4	1,677	31.1	191	0	No Failure
7,410	L54589	L	299.8	310.9	2,084	17.6	175	0	No Failure
372	L47551	L	297.5	308.4	1,604	38.1	106	0	No Failure
5,168	L52347	L	304.2	313.4	1,639	32.7	63	0	No Failure
3,232	L50411	L	300.7	309.3	1,425	45.3	100	0	No Failure
4,188	M19047	M	302.2	310.7	1,601	33	166	0	No Failure
6,304	H35717	H	301.2	310.6	1,457	50.5	114	0	No Failure
5,734	L52913	L	302.3	311.8	1,487	43.2	206	0	No Failure
4,574	H33987	H	302.8	311	1,436	43.5	47	0	No Failure
7,502	L54681	L	300.2	311.7	1,640	30.8	191	0	No Failure
7,440	L54619	L	300	311.3	1,493	41.4	28	0	No Failure
3,797	M18656	M	302.1	310.8	1,504	37.5	42	0	No Failure
559	L47738	L	297.5	309.4	1,650	34.6	142	0	No Failure
8,431	L55610	L	298.9	310.2	1,304	57.2	183	0	No Failure
6,384	H35797	H	300.2	309.7	1,483	43.8	108	0	No Failure
3,429	L50608	L	301.6	310.6	1,391	49.4	164	0	No Failure
1,423	L48602	L	298.7	309.8	1,530	35.5	0	0	No Failure
8,330	L55509	L	298.8	309.7	1,424	49.6	129	0	No Failure

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