Datasets:

EddyGiusepe
/

Modified_dataset_for_predictive_maintenance

Dataset card Data Studio Files Files and versions Community

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
3,303	L50482	L	301.3	310.5	1,503	48.6	72	0	No Failure
1,860	L49039	L	297.8	307.4	1,355	45.8	60	0	No Failure
377	M15236	M	297.4	308.2	1,401	51.9	117	0	No Failure
5,720	L52899	L	302.3	312	1,398	43.3	171	0	No Failure
7,629	L54808	L	300.5	311.7	1,619	32.7	85	0	No Failure
2,443	M17302	M	299.1	308.4	1,332	51.7	71	0	No Failure
8,827	M23686	M	297.2	308.8	1,485	47.9	143	0	No Failure
6,839	L54018	L	301.1	311.1	1,570	41.6	202	0	No Failure
4,015	L51194	L	302.1	311	1,740	30.8	182	0	No Failure
1,727	L48906	L	298.3	307.8	1,906	22.1	104	0	No Failure
5,127	L52306	L	304.3	313.5	1,802	25.4	170	0	No Failure
6,383	L53562	L	300.2	309.8	1,481	41.9	106	0	No Failure
2,759	M17618	M	299.7	309.2	1,412	45.3	205	0	No Failure
4,696	L51875	L	303.3	311.6	1,514	34.7	130	0	No Failure
7,579	L54758	L	300.4	311.2	1,673	28.9	171	0	No Failure
5,478	L52657	L	302.7	312.1	1,763	26.5	184	0	No Failure
2,607	H32020	H	299.4	309.3	1,534	37.5	39	0	No Failure
5,120	L52299	L	304.2	313.6	1,411	46	149	0	No Failure
431	L47610	L	297.5	308.6	1,596	37.1	30	0	No Failure
7,115	H36528	H	300.9	310.4	1,457	43.8	69	0	No Failure
1,242	M16101	M	297.1	308.5	1,621	32.4	194	0	No Failure
9,834	L57013	L	298.3	309.1	1,386	45.3	212	0	No Failure
9,091	M23950	M	297.2	307.9	1,747	29	188	0	No Failure
6,364	M21223	M	300	309.6	1,618	36.2	53	0	No Failure
675	L47854	L	297.8	309	1,456	41.2	0	0	No Failure
9,503	L56682	L	299.3	310.2	1,495	49.2	16	0	No Failure
2,399	L49578	L	299.2	308.5	1,490	43.2	158	0	No Failure
2,904	M17763	M	300.7	309.5	1,733	26.7	108	0	No Failure
4,254	M19113	M	302.6	311	1,329	48.6	111	1	Heat Dissipation Failure
6,017	L53196	L	300.7	310.7	1,425	45.3	48	0	No Failure
375	L47554	L	297.4	308.3	1,431	43	113	0	No Failure
7,770	L54949	L	300.3	311.5	1,552	38.9	23	0	No Failure
2,391	L49570	L	299.2	308.5	1,487	41.2	140	0	No Failure
7,827	L55006	L	299.8	311.1	1,300	64.2	165	0	No Failure
517	L47696	L	297.5	309.3	1,732	29.9	32	0	No Failure
5,560	M20419	M	302.5	312	1,451	43.2	189	0	No Failure
2,060	H31473	H	299.5	309.4	1,386	44.4	154	0	No Failure
9,607	L56786	L	298.9	310.1	1,401	44.4	76	0	No Failure
3,857	M18716	M	302.4	311.2	1,330	58.6	201	0	No Failure
8,491	M23350	M	298.5	309.6	1,364	58.7	123	0	No Failure
5,775	L52954	L	301.5	311.1	1,602	34.3	100	0	No Failure
176	L47355	L	298.2	308.1	1,382	43.5	37	0	No Failure
5,084	L52263	L	304.1	313.1	1,327	54.1	57	0	No Failure
9,468	L56647	L	298.6	309.3	1,702	27.6	143	0	No Failure
8,733	L55912	L	297.2	308.6	1,864	23.6	103	0	No Failure
5,828	L53007	L	301.3	311.1	1,624	40.9	0	0	No Failure
6,565	L53744	L	301.4	310.6	1,557	38.2	157	0	No Failure
7,820	L54999	L	299.8	311.2	1,369	46.2	146	0	No Failure
4,347	L51526	L	301.8	309.7	1,598	30.4	124	0	No Failure
326	L47505	L	297.8	308.5	1,699	27.8	199	0	No Failure
5,360	M20219	M	303.3	312.6	1,397	47.1	137	0	No Failure
7,667	M22526	M	300.6	311.7	1,424	50.8	182	0	No Failure
3,614	L50793	L	301.7	310.9	1,557	39.4	2	0	No Failure
4,219	M19078	M	302	310.6	1,479	40.5	24	0	No Failure
2,504	L49683	L	299.2	309	1,408	47.2	0	0	No Failure
6,368	L53547	L	300	309.6	1,571	33.1	65	0	No Failure
3,517	L50696	L	302	311.1	1,402	47.8	182	0	No Failure
6,775	H36188	H	301.2	310.7	1,747	27.3	35	0	No Failure
1,291	L48470	L	298.6	309.7	1,429	45.8	113	0	No Failure
3,699	H33112	H	302.2	311.3	1,758	26.4	4	0	No Failure
4,365	H33778	H	302.1	310.1	1,615	29.9	176	0	No Failure
4,723	M19582	M	303.4	311.8	1,391	42.7	197	0	No Failure
5,247	L52426	L	303.5	313	1,465	41	56	0	No Failure
2,920	L50099	L	300.6	309.6	1,726	30	147	0	No Failure
8,936	L56115	L	297.4	308.3	1,801	26.9	11	0	No Failure
1,927	L49106	L	298	307.7	1,606	30.8	17	0	No Failure
9,412	L56591	L	298	308.5	1,404	46.6	201	0	No Failure
2,667	H32080	H	299.7	309.2	1,691	27.7	203	0	No Failure
3,567	L50746	L	301.8	310.6	1,295	62.3	91	0	No Failure
3,750	L50929	L	302.4	311.1	1,652	33.9	139	0	No Failure
7,196	M22055	M	300.1	310.1	1,443	49.3	61	0	No Failure
4,823	L52002	L	303.5	311.9	1,565	38.9	12	0	No Failure
6,233	L53412	L	301.3	311	1,576	30.4	151	0	No Failure
1,305	L48484	L	298.8	310	2,098	19.6	148	0	No Failure
271	H29684	H	298	308	1,520	39.6	51	0	No Failure
9,794	H39207	H	298.5	309.4	1,414	46.7	102	0	No Failure
1,371	L48550	L	298.7	310.3	1,451	40	86	0	No Failure
3,886	L51065	L	302.5	311.5	1,677	29.2	49	0	No Failure
991	L48170	L	296.2	307	1,414	48.3	162	0	No Failure
5,701	L52880	L	302.5	311.9	1,497	41.6	123	0	No Failure
4,871	M19730	M	303.7	312.4	1,631	28.5	132	0	No Failure
7,622	L54801	L	300.5	311.5	1,490	38.4	67	0	No Failure
7,063	M21922	M	300.6	310.4	1,407	51.1	157	0	No Failure
5,960	L53139	L	300.6	310.8	1,378	51.2	119	0	No Failure
5,250	M20109	M	303.4	312.9	1,422	39.9	63	0	No Failure
3,342	H32755	H	301.4	310.7	1,329	52	160	0	No Failure
7,204	M22063	M	299.8	309.6	1,434	48	82	0	No Failure
9,718	L56897	L	298.9	309.9	1,500	44.2	115	0	No Failure
8,989	L56168	L	297.2	307.9	1,825	24.6	142	0	No Failure
11	H29424	H	298.4	308.9	1,782	23.9	24	0	No Failure
6,605	M21464	M	301.5	310.6	1,573	37.4	37	0	No Failure
6,626	M21485	M	301.6	310.7	1,421	44.4	94	0	No Failure
7,093	L54272	L	300.7	310.2	1,493	35.9	10	0	No Failure
4,262	L51441	L	302.7	311.1	1,730	28.1	135	0	No Failure
3,908	M18767	M	302.3	311.2	1,842	23.9	111	0	No Failure
8,006	L55185	L	300.8	312	1,477	37.3	164	0	No Failure
8,497	M23356	M	298.3	309.4	1,816	22.6	138	0	No Failure
2,012	L49191	L	298.7	308.5	1,616	30.2	34	0	No Failure
1,426	L48605	L	298.6	309.7	1,356	54	6	0	No Failure
4,281	L51460	L	302.1	310.1	1,753	28.9	176	0	No Failure

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