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
9,350	M24209	M	298.2	308.7	1,599	36.2	28	0	No Failure
7,289	M22148	M	300.2	310.6	1,983	20.8	83	0	No Failure
4,940	L52119	L	303.6	312.5	1,286	62.4	101	0	No Failure
8,793	L55972	L	297.4	308.5	1,418	51.2	52	0	No Failure
1,159	L48338	L	297	307.9	1,436	47.7	191	0	No Failure
3,427	L50606	L	301.5	310.5	1,380	48.7	160	0	No Failure
3,910	H33323	H	302.3	311.3	1,744	30.3	116	0	No Failure
9,432	L56611	L	298	308.6	1,430	57	43	0	No Failure
9,616	M24475	M	299	310.2	1,564	39.9	97	0	No Failure
4,218	L51397	L	301.9	310.6	1,462	38.8	22	0	No Failure
9,711	L56890	L	299.1	310.1	1,336	61.3	94	0	No Failure
458	L47637	L	297.4	308.6	1,276	53.6	103	0	No Failure
825	L48004	L	296.6	307.4	1,436	42.8	156	0	No Failure
2,050	M16909	M	299.3	309.2	1,586	37.9	129	0	No Failure
2,726	L49905	L	299.8	309.4	1,555	34.8	122	0	No Failure
3,331	L50510	L	301.7	310.8	1,385	50.7	133	0	No Failure
2,617	L49796	L	299.4	309.1	1,207	66.5	66	0	No Failure
9,875	M24734	M	298.9	309.9	1,449	44.1	112	0	No Failure
461	H29874	H	297.3	308.6	1,431	42	109	0	No Failure
1,953	L49132	L	298	307.8	1,266	60.5	81	0	No Failure
4,708	L51887	L	303.5	311.8	1,944	23.5	159	0	No Failure
8,671	L55850	L	297.5	308.9	1,581	30.4	155	0	No Failure
6,257	L53436	L	301	310.6	1,493	37.8	206	1	Tool Wear Failure
5,561	L52740	L	302.4	311.9	1,541	37.9	192	0	No Failure
914	L48093	L	295.5	306	1,621	29.5	176	0	No Failure
4,665	M19524	M	303.3	311.3	1,566	46.1	41	0	No Failure
3,420	L50599	L	301.5	310.5	1,611	33.8	144	0	No Failure
3,453	H32866	H	301.6	310.5	1,602	32.3	2	0	random failures
4,988	M19847	M	303.7	313	1,303	54.4	2	0	No Failure
35	M14894	M	298.8	309.1	1,559	34.7	95	0	No Failure
9,687	L56866	L	299.1	310.1	1,486	40.7	39	0	No Failure
9,946	L57125	L	298.3	308	1,578	37.8	101	0	No Failure
3,835	M18694	M	302.3	311.1	1,295	57.1	146	0	No Failure
387	L47566	L	297.6	308.7	1,319	50.9	141	0	No Failure
8,781	M23640	M	297.5	308.6	1,327	52.1	24	0	No Failure
8,248	L55427	L	299	310.4	1,713	28	116	0	No Failure
6,756	M21615	M	301.8	311.1	1,663	31.6	199	0	No Failure
6,960	L54139	L	300.6	311	1,543	34.7	89	0	No Failure
7,245	L54424	L	300	310.2	1,760	26.9	193	0	No Failure
7,733	L54912	L	300.6	312	1,430	42.7	130	0	No Failure
7,580	L54759	L	300.4	311.2	1,436	56.8	173	0	No Failure
7,746	L54925	L	300.4	311.7	1,460	39.6	162	0	No Failure
7,417	M22276	M	300.1	311.2	1,452	42.4	190	0	No Failure
9,602	L56781	L	298.9	310.1	2,109	18	61	0	No Failure
2,010	M16869	M	298.6	308.3	1,717	28.7	29	0	No Failure
152	M15011	M	298.4	308.2	1,463	37.6	188	0	No Failure
6,511	L53690	L	301.1	310.2	1,455	55.3	9	0	No Failure
4,641	L51820	L	303.1	311.2	1,435	40.1	219	0	No Failure
4,795	L51974	L	303.6	312.6	1,699	27.9	160	0	No Failure
2,189	L49368	L	299.7	309.3	1,420	44.1	60	0	No Failure
2,576	L49755	L	299.5	309.3	1,422	49.2	179	0	No Failure
477	L47656	L	297.4	309	1,570	37.9	154	0	No Failure
8,234	M23093	M	299.1	310.6	1,449	43.2	80	0	No Failure
9,196	L56375	L	297.9	309	1,532	37.6	47	0	No Failure
5,458	M20317	M	303	312.5	1,602	33.7	135	0	No Failure
7,303	L54482	L	300.1	310.5	1,494	44.2	117	0	No Failure
8,592	L55771	L	297.4	307.9	1,606	33.4	176	0	No Failure
1,589	L48768	L	298.2	308.3	1,688	32	202	0	No Failure
7,536	L54715	L	300	311.2	1,629	31.7	62	0	No Failure
4,124	M18983	M	302.1	310.6	1,517	38.9	2	0	No Failure
1,528	H30941	H	298.1	309.1	1,425	44.5	49	0	No Failure
9,603	L56782	L	298.9	310.2	1,705	32.5	63	0	No Failure
5,456	M20315	M	303.1	312.6	1,895	23.5	129	0	No Failure
420	M15279	M	297.3	308.3	1,501	38.2	2	0	No Failure
7,363	L54542	L	299.5	310	1,594	35.1	54	0	No Failure
3,014	L50193	L	300.5	309.6	1,390	48.4	194	0	No Failure
6,489	L53668	L	300.7	309.8	1,330	54.4	171	0	No Failure
708	L47887	L	297.7	308.9	1,838	27.3	99	0	No Failure
6,580	L53759	L	301.3	310.4	1,501	41.6	192	0	No Failure
332	M15191	M	297.6	308.4	1,391	51.9	218	0	No Failure
8,313	M23172	M	298.8	310	1,529	38.5	77	0	No Failure
1,547	L48726	L	298.4	308.9	1,391	48.4	100	0	No Failure
30	L47209	L	299	309.4	1,693	30.1	84	0	No Failure
1,757	M16616	M	298.1	307.4	1,363	60.1	187	0	No Failure
3,236	L50415	L	300.8	309.4	1,946	20.5	111	0	No Failure
1,139	L48318	L	296.9	307.9	1,435	41.6	139	0	No Failure
8,898	M23757	M	297.3	308.7	1,577	35.6	133	0	No Failure
3,739	M18598	M	302.3	311.2	1,454	43.8	112	0	No Failure
195	M15054	M	298.2	308.5	2,678	10.7	86	1	Power Failure
6,719	L53898	L	301.4	310.6	2,137	18	99	0	No Failure
8,623	L55802	L	297.5	308.3	1,437	42.3	29	0	No Failure
531	M15390	M	297.6	309.5	1,709	32.2	65	0	No Failure
6,991	L54170	L	300.7	311.1	2,478	13.4	170	1	Power Failure
6,420	H35833	H	300.3	309.9	1,394	46.7	210	1	Tool Wear Failure
2,255	L49434	L	299.1	308.3	1,325	46.9	28	0	No Failure
2,973	M17832	M	300.6	309.4	1,432	44.2	84	0	No Failure
3,190	L50369	L	300.1	309.1	1,551	33.7	214	0	No Failure
8,897	L56076	L	297.4	308.7	1,638	31.9	131	0	No Failure
1,929	L49108	L	298	307.8	1,623	29.9	24	0	No Failure
1,117	L48296	L	296.4	307.3	1,487	37.5	83	0	No Failure
4,549	L51728	L	302.6	310.5	1,511	37.2	197	0	No Failure
5,536	L52715	L	302.3	311.7	1,465	43.5	117	0	No Failure
6,729	L53908	L	301.5	310.9	1,891	23.2	122	0	No Failure
120	L47299	L	298.7	308.5	1,467	40.7	106	0	No Failure
4,797	L51976	L	303.5	312.4	1,390	47.3	164	0	No Failure
4,208	M19067	M	302.3	310.9	1,710	30.4	218	1	Tool Wear Failure
9,566	M24425	M	299.8	311.1	1,498	38.1	176	0	No Failure
4,293	M19152	M	301.8	310.1	2,372	13.9	205	1	Power Failure
2,742	L49921	L	299.6	309	1,378	51.9	162	0	No Failure
8,910	L56089	L	297.1	308.4	1,529	40.4	165	0	No Failure

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