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
4,735	L51914	L	303.2	311.5	1,507	39.2	225	0	No Failure
5,949	L53128	L	300.7	310.8	2,113	18.5	95	0	No Failure
7,771	L54950	L	300.3	311.5	1,548	32.2	25	0	No Failure
8,659	L55838	L	297.4	308.5	1,496	36.4	126	0	No Failure
3,489	L50668	L	301.9	310.9	1,379	54.8	99	0	No Failure
6,118	L53297	L	300.8	311	1,578	44.4	86	0	No Failure
5,643	L52822	L	302.5	312	1,495	38.8	186	0	No Failure
2,551	L49730	L	299.4	309.3	1,366	48.4	116	0	No Failure
8,604	H38017	H	297.3	308	1,384	49.1	206	0	No Failure
3,121	H32534	H	300.1	309.4	1,563	40.8	28	0	No Failure
1,085	M15944	M	297	307.7	1,498	47.1	199	0	No Failure
2,128	H31541	H	299.3	309	1,425	40.6	123	0	No Failure
6,905	M21764	M	300.9	311.5	1,704	31.3	159	0	No Failure
5,635	M20494	M	302.6	312.2	1,353	56.5	168	0	No Failure
6,448	L53627	L	300.6	310.1	1,337	45.8	62	0	No Failure
6,874	L54053	L	301	311.4	1,478	39.5	75	0	No Failure
5,218	M20077	M	303.8	312.8	1,420	47.9	200	0	No Failure
1,137	L48316	L	296.9	307.8	1,557	38.1	135	0	No Failure
7,324	L54503	L	299.9	310.2	1,479	46.3	173	0	No Failure
5,790	M20649	M	301.8	311.5	1,416	49	136	0	No Failure
8,444	M23303	M	298.6	309.9	1,668	32.3	6	0	No Failure
2,152	M17011	M	299.3	308.7	1,289	51.5	185	0	No Failure
7,674	M22533	M	300.5	311.6	1,476	39.1	199	0	No Failure
5,152	L52331	L	304.3	313.6	1,409	56	19	0	No Failure
7,222	H36635	H	299.7	309.6	1,433	49.6	129	0	No Failure
9,751	L56930	L	298.7	310	1,555	32.6	197	0	No Failure
5,774	H35187	H	301.6	311.2	1,395	46.8	95	0	No Failure
6,427	L53606	L	300.2	309.7	1,448	36.8	14	0	No Failure
4,458	M19317	M	302.5	310.3	1,710	27.3	186	0	No Failure
8,385	L55564	L	298.8	309.7	1,450	43.1	63	0	No Failure
6,940	M21799	M	300.7	311.3	1,348	53	35	0	No Failure
4,899	H34312	H	303.6	312.4	1,460	53.7	214	0	No Failure
5,078	L52257	L	304.3	313.3	1,775	24.9	39	0	No Failure
1,908	L49087	L	297.9	307.6	1,504	42.4	180	0	No Failure
8,485	L55664	L	298.4	309.5	1,397	50.3	110	0	No Failure
8,054	L55233	L	300.5	311.9	1,887	21.7	56	0	No Failure
8,393	M23252	M	298.5	309.6	1,502	39.4	84	0	No Failure
5,615	H35028	H	303	312.2	1,624	28.8	117	0	No Failure
2,695	M17554	M	300.1	309.6	1,625	38	46	0	No Failure
4,605	L51784	L	302.9	311	1,820	24.6	128	0	No Failure
4,028	L51207	L	302	311	1,566	37.8	218	0	No Failure
6,777	L53956	L	301.3	310.6	1,451	47.5	42	0	No Failure
5,618	L52797	L	303.1	312.4	1,404	61.5	127	1	Power Failure
1,541	M16400	M	298.4	309.1	1,525	39.3	86	0	No Failure
4,523	M19382	M	302.5	310.5	1,918	21.6	131	0	No Failure
9,959	M24818	M	298.1	307.8	1,525	35.9	132	0	No Failure
2,438	L49617	L	299.1	308.3	1,426	40.1	60	0	No Failure
3,556	L50735	L	301.8	310.7	1,551	37.7	64	0	No Failure
9,972	H39385	H	298.5	308.2	1,563	44.6	163	0	No Failure
3,061	L50240	L	300	309.1	1,882	23.8	84	0	No Failure
9,783	L56962	L	298.7	309.9	1,404	47.1	64	0	No Failure
6,308	L53487	L	301	310.3	1,617	34.5	126	0	No Failure
7,342	L54521	L	299.7	310.3	1,505	37.7	4	0	No Failure
9,544	M24403	M	299.5	310.9	1,378	48.7	119	0	No Failure
395	L47574	L	297.5	308.4	1,528	39.9	160	0	No Failure
1,726	M16585	M	298.3	307.8	1,392	50.4	101	0	No Failure
2,208	L49387	L	299.8	309.2	1,591	37.5	109	0	No Failure
7,865	L55044	L	300.5	311.9	1,330	59.5	33	0	No Failure
9,911	L57090	L	298.6	309	1,469	46	4	0	No Failure
3,054	H32467	H	300.2	309.3	1,506	35.6	63	0	No Failure
6,535	L53714	L	301.3	310.6	1,436	44.2	76	0	No Failure
1,248	L48427	L	297.2	308.5	1,513	42.9	212	0	No Failure
2,916	L50095	L	300.5	309.5	1,255	62.1	138	0	No Failure
2,860	L50039	L	300.6	309.4	1,549	43.4	233	0	No Failure
1,022	M15881	M	296.3	307.2	1,454	42.5	35	0	No Failure
590	L47769	L	297.6	309.4	1,491	40.2	231	0	No Failure
2,569	L49748	L	299.6	309.2	1,450	43.1	160	0	No Failure
3,164	L50343	L	300.4	309.8	1,549	38.9	150	0	No Failure
601	L47780	L	297.8	309.7	1,547	37.3	25	0	No Failure
9,942	L57121	L	298.4	308.1	1,395	44	92	0	No Failure
4,145	L51324	L	301.8	310.1	1,738	28	58	0	No Failure
4,471	L51650	L	302.7	310.6	1,564	34.3	0	0	No Failure
9,901	H39314	H	298.7	309.2	1,449	42.3	182	0	No Failure
3,692	L50871	L	302.1	311.2	1,460	46.9	198	0	No Failure
4,764	L51943	L	303.7	312.1	1,443	45.9	74	0	No Failure
885	L48064	L	295.8	306.4	1,356	48	99	0	No Failure
3,354	L50533	L	301.6	310.9	1,632	31.6	189	0	No Failure
5,257	L52436	L	303.5	313	1,393	51.6	80	0	No Failure
349	L47528	L	297.6	308.3	1,617	31.7	39	0	No Failure
279	M15138	M	298	308	1,620	29.4	75	0	No Failure
8,740	H38153	H	297.4	308.7	1,429	37.6	118	0	No Failure
2,374	L49553	L	299.2	308.4	1,350	51.3	96	0	No Failure
3,189	M18048	M	300.1	309.2	1,438	51	211	0	No Failure
2,277	L49456	L	299.3	308.7	1,393	54.2	80	0	No Failure
9,594	L56773	L	299.1	310.2	1,352	52.8	41	0	No Failure
1,696	L48875	L	298	307.6	1,509	41.6	33	0	No Failure
6,571	L53750	L	301.4	310.6	1,634	31.1	171	0	No Failure
5,540	H34953	H	302.3	311.7	1,482	39	127	0	No Failure
1,600	L48779	L	297.9	308	1,490	46.2	6	0	No Failure
810	L47989	L	296.9	307.6	1,452	45.7	122	0	No Failure
4,070	M18929	M	301.9	310.7	1,405	47.9	80	0	No Failure
4,737	L51916	L	303.2	311.5	1,513	37.9	0	0	No Failure
2,898	M17757	M	300.6	309.5	1,530	40.2	93	0	No Failure
7,193	M22052	M	300.2	310.2	1,429	43.8	54	0	No Failure
7,180	L54359	L	300.2	310.1	1,523	42.3	25	0	No Failure
257	L47436	L	298.1	308.3	1,331	63	13	0	No Failure
4,037	L51216	L	302	310.8	1,445	49.1	2	0	No Failure
7,870	M22729	M	300.5	312	1,779	27.7	46	0	No Failure
3,890	L51069	L	302.4	311.2	1,404	52	57	0	No Failure
1,216	L48395	L	296.8	307.9	1,709	28.4	118	0	No Failure

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