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
9,362	L56541	L	298	308.6	1,610	33.1	56	0	No Failure
3,000	L50179	L	300.5	309.7	1,395	61	157	0	No Failure
7,871	M22730	M	300.6	312.1	1,293	52.3	49	0	No Failure
8,672	L55851	L	297.5	308.8	1,530	37.8	157	0	No Failure
1,694	H31107	H	298	307.5	1,683	27.8	26	0	No Failure
7,970	L55149	L	300.9	312.1	1,711	28.8	74	0	No Failure
7,470	L54649	L	300.3	311.6	1,607	33.5	109	0	No Failure
3,384	H32797	H	301.4	310.6	1,674	33.6	49	0	No Failure
1,885	M16744	M	298	307.6	1,792	26	119	0	No Failure
8,726	M23585	M	297.1	308.5	1,515	42.1	81	0	No Failure
2,096	L49275	L	299.4	309.3	1,525	41.5	30	0	No Failure
8,195	L55374	L	299.4	310.7	1,426	45.7	213	0	No Failure
6,563	M21422	M	301.5	310.7	1,871	21.3	152	0	No Failure
7,685	M22544	M	300.7	311.8	1,407	42.4	224	0	No Failure
9,957	M24816	M	298.2	307.8	1,578	34.5	127	0	No Failure
6,912	L54091	L	300.8	311.1	1,480	41.1	176	0	No Failure
1,747	L48926	L	298.4	308	1,526	41.1	162	0	No Failure
7,479	L54658	L	300.1	311.3	1,479	39.5	133	0	No Failure
2,506	L49685	L	299.2	309.1	1,387	48.7	4	0	No Failure
8,838	M23697	M	297.5	309.1	1,540	38.5	176	0	No Failure
6,147	M21006	M	301.1	311.1	1,470	40.6	159	0	No Failure
6,298	M21157	M	301.1	310.5	1,309	60.7	100	0	No Failure
7,525	L54704	L	300.2	311.5	1,639	31.1	31	0	No Failure
127	L47306	L	299	308.6	1,329	60.5	120	0	No Failure
5,391	H34804	H	302.8	312.3	1,483	47.2	223	0	No Failure
6,003	L53182	L	300.5	310.3	1,683	31.5	8	0	No Failure
631	L47810	L	298.3	310	1,460	47.6	101	0	No Failure
3,710	L50889	L	302.2	311.4	1,754	26.9	33	0	No Failure
9,508	L56687	L	299.3	310.5	1,505	38.8	30	0	No Failure
9,760	L56939	L	298.5	309.7	1,613	36.7	0	0	No Failure
8,551	L55730	L	298.3	309.2	1,456	45.5	75	0	No Failure
4,697	L51876	L	303.4	311.6	1,449	41.7	132	0	No Failure
9,855	H39268	H	298.6	309.4	1,362	45.3	56	0	No Failure
6,627	L53806	L	301.6	310.6	1,613	42.5	97	0	No Failure
7,091	M21950	M	300.6	310.2	1,478	40.1	5	0	No Failure
1,910	L49089	L	298	307.7	1,435	45.6	184	0	No Failure
803	L47982	L	296.9	307.8	1,571	35	102	0	No Failure
7,116	M21975	M	301	310.6	1,460	53.6	74	0	No Failure
3,981	M18840	M	302.2	311.3	1,375	47	98	0	No Failure
8,900	M23759	M	297.3	308.5	1,710	27.7	138	0	No Failure
7,011	M21870	M	300.5	310.5	1,469	42.9	14	0	No Failure
4,924	M19783	M	303.4	312.2	1,972	23.5	59	0	No Failure
9,513	L56692	L	299	310.2	1,575	37.8	42	0	No Failure
4,820	L51999	L	303.6	312.2	1,696	30.7	5	0	No Failure
2,770	M17629	M	300	309.6	1,477	38.1	13	0	No Failure
2,606	L49785	L	299.4	309.2	1,552	37.4	37	0	No Failure
2,331	M17190	M	299.3	308.7	1,390	49.3	215	0	No Failure
6,255	L53434	L	301	310.5	1,408	47	202	0	No Failure
352	M15211	M	297.6	308.4	1,611	31	48	0	No Failure
6,357	M21216	M	300.1	309.7	1,420	48.4	36	0	No Failure
6,635	L53814	L	301.5	310.5	1,396	44.5	117	0	No Failure
3,272	M18131	M	301.4	310	1,689	32.1	207	0	No Failure
5,733	L52912	L	302.2	311.7	1,412	44.5	204	0	No Failure
2,946	H32359	H	300.7	309.6	1,925	20.5	9	0	No Failure
1,630	M16489	M	297.9	307.9	1,336	54.4	82	0	No Failure
5,648	H35061	H	302.5	311.8	2,370	14.7	198	0	No Failure
327	L47506	L	297.7	308.5	1,501	41.4	201	0	No Failure
6,724	M21583	M	301.4	310.6	1,565	36.1	110	0	No Failure
6,865	L54044	L	301.1	311.3	1,268	60	53	0	No Failure
6,941	H36354	H	300.8	311.4	1,453	44.6	38	0	No Failure
886	L48065	L	295.7	306.2	1,397	52	101	0	No Failure
7,872	L55051	L	300.6	312.2	1,308	54.7	52	0	No Failure
1,772	L48951	L	298.4	307.9	1,446	45.3	23	0	No Failure
8,240	L55419	L	299	310.4	1,339	49.6	94	0	No Failure
8,776	H38189	H	297.5	308.6	1,536	38.7	7	0	No Failure
6,611	L53790	L	301.5	310.4	1,543	34	55	0	No Failure
7,366	L54545	L	299.6	310.1	2,057	20.4	60	0	No Failure
8,698	L55877	L	297.3	308.6	1,505	33.5	14	0	No Failure
9,000	L56179	L	297.1	307.9	1,492	39.4	171	0	No Failure
739	L47918	L	296.8	308.3	1,506	45.9	182	0	No Failure
2,353	M17212	M	299.3	308.5	1,422	45.4	37	0	No Failure
1,787	L48966	L	298.4	308.2	1,618	33	61	0	No Failure
1,595	M16454	M	298	308.2	1,373	51.2	215	0	No Failure
6,930	M21789	M	301	311.6	1,301	55	9	0	No Failure
9,097	L56276	L	297.2	308.1	1,712	30.9	204	0	No Failure
3,010	M17869	M	300.4	309.7	1,466	39.8	184	0	No Failure
1,250	L48429	L	297.3	308.7	1,467	36.8	216	0	No Failure
7,038	L54217	L	300.6	310.6	1,514	39.5	87	0	No Failure
5,140	M19999	M	304.4	313.6	1,510	38.9	199	0	No Failure
84	L47263	L	299	309	1,469	40.1	13	0	No Failure
6,862	H36275	H	301.1	311.3	2,207	16.6	43	0	No Failure
2,954	L50133	L	300.7	309.5	1,578	35.4	34	0	No Failure
1,421	M16280	M	298.8	309.9	1,495	35.2	214	0	No Failure
8,334	M23193	M	298.8	309.7	1,477	48.5	138	0	No Failure
4,360	M19219	M	302.1	310	1,531	38	161	0	No Failure
2,623	M17482	M	299.6	309.4	1,642	30.3	80	0	No Failure
8,034	L55213	L	300.7	311.9	1,485	38.8	9	0	No Failure
1,097	L48276	L	297	307.6	1,680	35.8	20	0	No Failure
1,267	L48446	L	298	309.6	1,633	34.8	41	0	No Failure
6,237	M21096	M	301.3	310.9	1,512	36.9	159	0	No Failure
8,701	M23560	M	297.3	308.7	1,451	43.8	24	0	No Failure
2,329	L49508	L	299.3	308.7	1,579	36.3	211	0	No Failure
697	M15556	M	297.6	309	1,815	25.3	66	0	No Failure
3,990	L51169	L	302.2	311.3	1,602	32.8	120	0	No Failure
7,620	L54799	L	300.6	311.5	1,459	47	63	0	No Failure
3,237	M18096	M	300.8	309.4	1,342	62.4	113	1	Heat Dissipation Failure
5,334	M20193	M	303.5	312.6	1,405	51.6	62	0	No Failure
3,774	M18633	M	302.4	311.1	1,887	22.4	197	0	No Failure
4,910	L52089	L	303.5	312.4	1,481	43.7	20	0	No Failure
8,126	L55305	L	300.2	311.4	1,452	47.8	34	0	No Failure

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