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
8,738	L55917	L	297.3	308.7	1,556	36.7	114	0	No Failure
7,483	M22342	M	300.2	311.6	1,510	47.5	146	0	No Failure
2,051	M16910	M	299.5	309.3	1,675	29.2	132	0	No Failure
8,377	L55556	L	298.8	309.8	1,334	49.3	42	0	No Failure
3,324	L50503	L	301.5	310.5	1,589	36.7	118	0	No Failure
7,775	L54954	L	300.3	311.5	1,634	31.9	36	0	No Failure
9,557	L56736	L	299.5	310.8	1,374	48.3	154	0	No Failure
6,086	L53265	L	300.9	310.6	1,538	36.7	3	0	No Failure
9,735	H39148	H	298.9	310.1	1,458	44.3	156	0	No Failure
2,456	L49635	L	299	308.6	1,946	22.3	102	0	No Failure
2,363	H31776	H	299.3	308.6	1,520	41.4	67	0	No Failure
2,671	L49850	L	299.8	309.4	1,467	46.2	219	0	No Failure
204	L47383	L	298.4	308.5	1,490	37.9	110	0	No Failure
7,657	L54836	L	300.5	311.6	1,541	47.8	156	0	No Failure
4,313	L51492	L	301.5	310.1	1,430	46.5	35	0	No Failure
3,348	L50527	L	301.3	310.6	1,529	41.8	176	0	No Failure
6,279	L53458	L	301.2	310.7	1,568	38.3	49	0	No Failure
8,272	L55451	L	299.1	310.7	1,309	51.1	188	0	No Failure
967	M15826	M	295.8	306.5	1,641	32.2	101	0	No Failure
2,816	M17675	M	300.1	309.4	1,569	31.6	124	0	No Failure
8,106	L55285	L	300.4	311.9	1,476	48.7	189	0	No Failure
9	M14868	M	298.3	308.7	1,667	28.6	18	0	No Failure
5,432	L52611	L	302.8	312.5	1,462	43.4	68	0	No Failure
7,568	M22427	M	300.2	311	2,370	14.7	144	0	No Failure
183	M15042	M	298.1	308.2	1,342	48.1	54	0	No Failure
4,202	L51381	L	302.4	311	2,211	15.4	203	0	No Failure
9,584	L56763	L	299.3	310.5	1,281	59.8	15	0	No Failure
2,612	L49791	L	299.4	309.1	1,957	22.1	55	0	No Failure
3,180	L50359	L	300.1	309.3	1,570	36.8	189	0	No Failure
4,164	L51343	L	302.1	310.5	1,696	30.9	107	0	No Failure
8,451	L55630	L	298.4	310	1,559	44.2	23	0	No Failure
7,435	L54614	L	300	311.4	1,508	38.2	18	0	No Failure
2,547	L49726	L	299.2	309.1	1,605	34.3	107	0	No Failure
2,682	L49861	L	299.8	309.5	1,545	32.2	18	0	No Failure
7,606	H37019	H	300.4	311.3	2,026	20.3	26	0	No Failure
2,845	L50024	L	300.3	309.2	1,650	35.2	196	0	No Failure
510	M15369	M	297.6	309.3	1,415	41.3	17	0	No Failure
8,820	H38233	H	297.4	308.7	1,349	48.9	120	0	No Failure
9,988	M24847	M	298.8	308.6	1,500	37.1	210	0	No Failure
4,478	L51657	L	302.6	310.3	1,647	34.2	14	0	No Failure
6,733	L53912	L	301.7	311	1,503	44.8	134	0	No Failure
7,732	L54911	L	300.6	312	1,566	30.1	128	0	No Failure
3,447	H32860	H	301.6	310.6	1,400	49.5	211	0	No Failure
6,942	L54121	L	300.8	311.4	1,316	57.6	43	0	No Failure
1,915	L49094	L	298	307.7	1,643	32.3	200	0	No Failure
2,465	M17324	M	298.9	308.5	1,534	42.9	121	0	No Failure
2,552	L49731	L	299.3	309.2	1,541	37.2	118	0	No Failure
1,396	L48575	L	299.1	310.4	1,452	39.7	151	0	No Failure
3,104	L50283	L	299.8	309.1	1,668	30.3	200	0	No Failure
1,783	L48962	L	298.4	308	1,571	37.4	50	0	No Failure
1,468	L48647	L	298.6	309.8	1,544	30.2	113	0	No Failure
2,884	L50063	L	300.6	309.5	1,437	40	55	0	No Failure
3,539	L50718	L	302	311.1	1,635	36	23	0	No Failure
7,778	L54957	L	300.3	311.5	1,695	25.6	43	0	No Failure
5,480	M20339	M	302.7	312.1	1,564	32.1	188	0	No Failure
5,425	L52604	L	302.6	312.2	1,377	45.5	54	0	No Failure
3,504	L50683	L	301.7	310.8	1,493	47.6	145	0	No Failure
616	L47795	L	298.1	309.9	1,642	30.4	58	0	No Failure
1,176	M16035	M	297.2	308.3	1,578	37.8	3	0	No Failure
6,221	L53400	L	301.1	310.8	1,470	49.3	116	0	No Failure
1,791	L48970	L	298.2	307.9	1,847	23.6	69	0	No Failure
8,055	L55234	L	300.4	311.8	1,405	47.9	58	0	No Failure
2,356	M17215	M	299.3	308.5	1,305	60.6	44	0	No Failure
4,121	M18980	M	302.1	310.7	1,376	46.3	210	1	Heat Dissipation Failure
9,908	M24767	M	298.6	309.1	1,487	43.2	206	0	No Failure
4,793	H34206	H	303.7	312.7	1,564	40.2	150	0	No Failure
1,480	L48659	L	298.2	309.3	1,355	43.8	142	0	No Failure
8,171	L55350	L	299.9	311.3	1,522	45.7	153	0	No Failure
8,307	M23166	M	298.7	310.1	1,549	42.5	61	0	No Failure
4,355	L51534	L	302	309.8	1,456	58.1	145	0	No Failure
5,835	L53014	L	301.3	311.3	1,434	49.8	16	0	No Failure
8,016	M22875	M	301	312	1,558	37.5	190	0	No Failure
7,981	M22840	M	301.2	312.4	1,505	39.6	102	0	No Failure
9,846	L57025	L	298.3	309.1	1,421	47.4	33	0	No Failure
5,077	L52256	L	304.2	313.2	1,464	44.9	37	0	No Failure
3,808	M18667	M	302.3	311	1,546	35.5	70	0	No Failure
1,518	M16377	M	298.2	308.9	1,408	38.8	20	0	No Failure
8,642	M23501	M	297.6	308.5	1,360	48.6	77	0	No Failure
6,187	M21046	M	301.1	311	1,413	46.6	30	0	No Failure
4,579	L51758	L	303	311.2	1,641	32.6	63	0	No Failure
3,731	M18590	M	302.3	311.2	1,405	47.7	88	0	No Failure
7,010	L54189	L	300.5	310.5	1,536	36.2	12	0	No Failure
5,261	M20120	M	303.5	313	1,492	46.1	89	0	No Failure
6,372	L53551	L	300.1	309.6	1,546	36.7	77	0	No Failure
3,499	L50678	L	301.9	311	1,289	54.9	128	0	No Failure
9,026	L56205	L	297.5	308.4	1,440	35.9	13	0	No Failure
1,895	H31308	H	297.9	307.5	1,880	23.3	146	0	No Failure
9,497	M24356	M	299.2	310	1,349	50.4	226	0	No Failure
5,467	M20326	M	302.9	312.3	1,426	44.7	157	0	No Failure
1,608	L48787	L	297.8	307.8	1,412	48.3	27	0	No Failure
2,952	L50131	L	300.7	309.5	1,685	31.1	27	0	No Failure
5,193	L52372	L	303.9	313.1	1,310	62.9	130	0	No Failure
2,157	M17016	M	299.4	308.9	1,457	41.5	201	0	No Failure
816	M15675	M	296.8	307.5	1,516	36.7	135	0	No Failure
4,750	L51929	L	303.2	311.2	1,404	50.9	31	0	No Failure
7,945	L55124	L	300.8	311.7	1,414	49	10	0	No Failure
7,755	M22614	M	300.4	311.7	1,478	39.9	185	0	No Failure
2,351	L49530	L	299.3	308.6	1,744	26.4	33	0	No Failure
3,243	L50422	L	300.9	309.6	1,384	42.4	131	0	No Failure
9,731	L56910	L	298.8	310	1,528	36.7	147	0	No Failure

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