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
5,316	L52495	L	303.6	312.8	1,710	27.2	14	0	No Failure
6,439	L53618	L	300.4	310	1,581	30.3	42	0	No Failure
2,055	M16914	M	299.6	309.4	1,605	29.8	142	0	No Failure
5,880	L53059	L	301.4	311	1,701	28.4	127	0	No Failure
6,270	M21129	M	300.9	310.5	1,444	43.2	27	0	No Failure
4,104	L51283	L	302	310.4	1,448	43.4	167	0	No Failure
6,123	L53302	L	301	311	1,402	55.3	98	0	No Failure
7,951	L55130	L	300.8	311.6	1,568	36	23	0	No Failure
5,158	H34571	H	304.1	313.3	1,397	49.6	34	0	No Failure
3,725	M18584	M	302.3	311.2	1,507	47.7	70	0	No Failure
4,375	L51554	L	302	309.7	1,551	34.8	207	0	No Failure
1,020	L48199	L	296.3	307.3	1,398	52.7	31	0	No Failure
3,333	M18192	M	301.7	310.8	1,671	31.6	137	0	No Failure
6,208	L53387	L	300.7	310.6	1,447	40.7	82	0	No Failure
7,484	L54663	L	300.2	311.6	1,671	28.8	149	0	No Failure
4,618	M19477	M	303.1	311.4	1,831	23.3	161	0	No Failure
6,324	L53503	L	300.7	310.1	1,351	46.9	165	0	No Failure
4,776	L51955	L	303.5	312	1,761	25.8	105	0	No Failure
7,467	H36880	H	300.3	311.6	1,801	23.6	97	0	No Failure
7,214	M22073	M	299.8	309.8	1,427	45.2	106	0	No Failure
3,793	L50972	L	302.3	310.9	1,459	35	32	0	No Failure
5,754	L52933	L	302.2	311.6	1,416	54.1	48	0	No Failure
6,788	H36201	H	301.1	310.6	1,388	58.5	68	0	No Failure
6,419	H35832	H	300.3	309.9	1,405	52.1	205	0	No Failure
1,172	H30585	H	297	308.1	1,517	41.4	222	0	No Failure
7,828	M22687	M	299.8	311.1	1,452	44.3	167	0	No Failure
4,594	L51773	L	303	311.2	1,409	41.9	98	0	No Failure
9,521	L56700	L	299	310.1	1,375	48.9	59	0	No Failure
2,105	M16964	M	299.3	309.1	1,600	35.3	52	0	No Failure
3,412	L50591	L	301.3	310.3	1,419	55.7	125	0	No Failure
4,746	H34159	H	303.2	311.2	1,475	43.1	20	0	No Failure
8,435	M23294	M	298.7	309.9	1,654	29.1	195	0	No Failure
3,689	L50868	L	302	311.2	1,420	45.8	192	0	No Failure
5,355	L52534	L	303.4	312.6	1,462	37.5	118	0	No Failure
2,444	L49623	L	299.1	308.5	1,647	35	74	0	No Failure
490	M15349	M	297.5	309.2	1,347	55.8	188	0	No Failure
2,140	L49319	L	299.3	309	1,415	47.6	156	0	No Failure
5,856	M20715	M	301.2	310.9	1,424	45.2	68	0	No Failure
4,171	M19030	M	302.2	310.6	1,355	51.5	126	1	Heat Dissipation Failure
3,626	M18485	M	302.1	311.4	1,467	43.4	33	0	No Failure
5,924	M20783	M	300.4	310.3	1,537	35	33	0	No Failure
8,991	L56170	L	297.2	307.9	1,493	38.4	146	0	No Failure
5,081	L52260	L	304.2	313.3	1,410	51.6	47	0	No Failure
6,717	L53896	L	301.3	310.6	1,387	53.6	94	0	No Failure
438	L47617	L	297.3	308.3	1,538	38.5	47	0	No Failure
9,999	H39412	H	299	308.7	1,408	48.5	25	0	No Failure
8,905	L56084	L	297.4	308.7	1,584	38.2	154	0	No Failure
9,006	L56185	L	297.2	307.9	1,337	58.1	184	0	No Failure
7,165	M22024	M	300.2	310.1	1,474	44	198	0	No Failure
7,041	L54220	L	300.7	310.6	1,720	30.3	96	0	No Failure
410	L47589	L	297.4	308.6	1,459	41.3	196	0	No Failure
2,220	M17079	M	299.6	309.1	1,435	48.4	143	0	No Failure
7,037	L54216	L	300.7	310.6	1,540	52.7	85	0	No Failure
556	M15415	M	297.4	309.4	1,539	42.2	134	0	No Failure
1,829	L49008	L	297.8	307.2	1,351	56.3	174	0	No Failure
9,553	M24412	M	299.3	310.8	1,523	40.9	141	0	No Failure
9,868	L57047	L	299	309.9	1,411	44.7	94	0	No Failure
6,002	M20861	M	300.4	310.2	1,380	47.3	5	0	No Failure
2,951	M17810	M	300.7	309.5	1,445	46.4	24	0	No Failure
6,640	L53819	L	301.4	310.5	1,380	48.4	131	0	No Failure
2,948	L50127	L	300.7	309.5	1,592	29	17	0	No Failure
863	H30276	H	296.1	306.8	1,645	31	41	0	No Failure
7,790	L54969	L	300.2	311.5	1,495	38.5	69	0	No Failure
1,186	L48365	L	297.3	308.4	1,491	46.5	29	0	No Failure
9,582	L56761	L	299.4	310.6	1,418	53.1	10	0	No Failure
8,048	L55227	L	300.6	311.9	1,463	38.2	41	0	No Failure
1,656	M16515	M	298.2	308	1,577	35.9	151	0	No Failure
7,302	L54481	L	300.1	310.4	1,554	39.4	115	0	No Failure
8,153	L55332	L	299.5	310.7	1,438	45.7	106	0	No Failure
9,898	L57077	L	298.8	309.3	1,357	47.1	176	0	No Failure
5,607	L52786	L	302.9	312.2	1,729	23.6	96	0	No Failure
1,637	L48816	L	297.9	307.8	1,505	37.3	100	0	No Failure
5,926	M20785	M	300.2	310.1	1,619	31.3	38	0	No Failure
9,310	L56489	L	298.3	309.2	1,562	37.6	137	0	No Failure
3,925	M18784	M	302.5	311.4	1,636	35	157	0	No Failure
4,040	L51219	L	301.9	310.8	1,567	39.3	9	0	No Failure
2,016	L49195	L	298.5	308.2	1,301	66.3	42	1	Power Failure
265	L47444	L	298.1	308.2	1,390	47.5	33	0	No Failure
4,623	M19482	M	303	311.1	1,526	37.3	176	0	No Failure
3,262	H32675	H	301.3	310.1	1,469	39.7	179	0	No Failure
4,724	L51903	L	303.4	311.8	1,366	50.9	200	1	Heat Dissipation Failure
6,559	M21418	M	301.5	310.6	1,447	41.9	140	0	No Failure
9,774	L56953	L	298.5	309.4	1,560	37.9	37	0	No Failure
2,258	L49437	L	299.1	308.3	1,892	25.2	34	0	No Failure
9,819	M24678	M	298.6	309.4	1,407	45.1	176	0	No Failure
4,125	L51304	L	302.1	310.6	1,385	53.6	5	0	No Failure
4,457	L51636	L	302.3	310.1	1,487	46	184	0	No Failure
5,318	L52497	L	303.6	312.7	1,637	32.9	19	0	No Failure
4,658	L51837	L	303.1	311.2	1,628	35.2	23	0	No Failure
1,941	L49120	L	298.1	307.9	1,578	35.6	55	0	No Failure
2,824	M17683	M	300.3	309.5	1,320	62.2	142	0	No Failure
1,433	L48612	L	298.8	309.8	1,437	42.8	23	0	No Failure
2,505	L49684	L	299.2	309.1	1,468	45.6	2	0	No Failure
1,521	L48700	L	298.3	309.1	1,472	40.1	31	0	No Failure
1,363	L48542	L	298.6	310	1,517	41.2	64	0	No Failure
4,829	L52008	L	303.5	311.9	1,515	39.2	24	0	No Failure
9,756	H39169	H	298.5	309.7	1,561	35.3	208	0	No Failure
5,868	L53047	L	301.5	311	1,494	45.3	99	0	No Failure
5,505	L52684	L	302.8	312.2	1,458	51	42	0	No Failure
6,607	H36020	H	301.5	310.5	1,538	44.3	43	0	No Failure

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