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EddyGiusepe
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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
2,500	M17359	M	299.1	308.9	1,325	48.4	220	0	No Failure
3,081	M17940	M	299.9	309.2	1,539	43.2	132	0	No Failure
8,653	H38066	H	297.3	308.3	1,461	41.5	108	0	No Failure
2,729	L49908	L	299.7	309.3	1,779	25.5	129	0	No Failure
8,043	L55222	L	300.8	311.9	1,486	45.1	30	0	No Failure
3,714	L50893	L	302.3	311.5	1,565	35.6	41	0	No Failure
4,754	H34167	H	303.2	311.4	1,607	36.6	43	0	No Failure
1,586	L48765	L	298.2	308.3	1,400	48.7	194	0	No Failure
4,561	L51740	L	302.7	310.7	1,597	41.9	15	0	No Failure
2,212	M17071	M	299.6	309	1,245	64	120	0	No Failure
8,258	M23117	M	299	310.6	1,587	34.2	141	0	No Failure
858	M15717	M	296.1	307.1	1,350	53.3	22	0	No Failure
1,957	M16816	M	297.9	307.7	1,364	46.8	89	0	No Failure
1,378	L48557	L	298.8	310.2	1,461	46.7	105	0	No Failure
3,519	L50698	L	301.9	311	1,376	44.9	186	0	No Failure
3,285	H32698	H	301.2	309.9	1,362	50.7	25	0	No Failure
6,315	M21174	M	301	310.4	1,793	25	142	0	No Failure
3,747	H33160	H	302.5	311.3	1,393	47.5	130	0	No Failure
741	M15600	M	296.9	308.4	1,450	46.9	186	0	No Failure
5,910	H35323	H	300.7	310.2	1,364	65.3	208	1	Tool Wear Failure
922	H30335	H	295.5	305.9	1,593	37.2	197	0	No Failure
8,321	M23180	M	298.8	309.7	1,453	47.7	101	0	No Failure
4,671	L51850	L	303.2	311.4	1,610	35.5	63	0	No Failure
5,466	L52645	L	302.9	312.4	1,424	49.5	155	0	No Failure
449	L47628	L	297.5	308.6	1,552	44.9	77	0	No Failure
7,538	L54717	L	300.1	311.3	1,305	64.7	66	0	No Failure
1,486	M16345	M	298.1	309	1,976	19.3	158	0	No Failure
6,473	H35886	H	300.4	309.6	1,571	33.6	126	0	No Failure
6,906	M21765	M	301	311.5	1,550	34.9	162	0	No Failure
1,407	L48586	L	298.9	310.1	1,442	48	181	0	No Failure
5,978	L53157	L	300.6	310.7	1,750	30.6	171	0	No Failure
424	L47603	L	297.3	308.3	1,484	43.9	13	0	No Failure
157	M15016	M	298.4	308.1	1,495	46	203	0	No Failure
4,256	M19115	M	302.5	311	1,387	52.1	116	0	No Failure
5,689	M20548	M	302.3	311.7	1,423	44.6	93	0	No Failure
4,212	L51391	L	302.1	310.7	1,314	52.8	8	1	Heat Dissipation Failure
7,443	L54622	L	300	311.5	1,601	36.9	35	0	No Failure
7,492	L54671	L	300.4	311.8	1,320	57.9	168	0	No Failure
489	L47668	L	297.4	309.2	1,584	42.8	186	0	No Failure
8,425	L55604	L	299.1	310.6	1,380	44.7	170	0	No Failure
6,320	L53499	L	300.8	310.2	1,514	40	155	0	No Failure
106	L47285	L	298.8	308.7	1,591	31.1	68	0	No Failure
3,134	H32547	H	300.2	309.6	1,442	49.2	61	0	No Failure
7,757	L54936	L	300.5	311.8	1,368	57.9	191	1	Overstrain Failure
8,219	L55398	L	299.1	310.5	1,485	37.8	46	0	No Failure
3,838	L51017	L	302.4	311.2	1,450	47.9	154	0	No Failure
9,172	M24031	M	297.7	308.8	1,388	45.6	190	0	No Failure
4,319	L51498	L	301.5	310.1	1,541	42.2	52	0	No Failure
5,623	L52802	L	302.9	312.2	1,571	40.6	139	0	No Failure
88	L47267	L	299	309	1,544	31.8	25	0	No Failure
4,572	L51751	L	302.8	310.9	1,708	29.8	42	0	No Failure
637	L47816	L	298.3	309.9	1,463	43.9	116	0	No Failure
1,107	L48286	L	296.7	307.6	1,540	38.6	53	0	No Failure
3,337	L50516	L	301.6	310.8	1,535	35.4	148	0	No Failure
6,323	M21182	M	300.7	310.1	1,483	40.2	162	0	No Failure
7,067	M21926	M	300.8	310.7	1,572	36.2	167	0	No Failure
5,214	M20073	M	303.7	312.6	1,429	43.3	189	0	No Failure
3,494	M18353	M	301.9	311	1,638	35.4	116	0	No Failure
4,563	L51742	L	302.7	310.7	1,398	57.7	19	0	No Failure
9,037	L56216	L	297.3	308.3	1,519	37.7	45	0	No Failure
7,346	L54525	L	299.6	310.2	1,381	60.5	13	0	No Failure
1,158	L48337	L	297	307.8	1,583	37.2	189	0	No Failure
48	L47227	L	298.8	309.1	1,418	46.3	133	0	No Failure
714	L47893	L	297.4	308.6	1,439	46.4	114	0	No Failure
8,797	L55976	L	297.2	308.3	1,796	23.8	61	0	No Failure
8,844	H38257	H	297.3	308.8	1,564	38	191	0	No Failure
8,422	L55601	L	298.9	310.3	1,496	36.3	161	0	No Failure
2,283	L49462	L	299.4	308.7	1,459	47.6	96	0	No Failure
8,459	L55638	L	298.7	309.9	1,753	26.8	40	0	No Failure
2,194	M17053	M	299.5	308.9	1,448	42.9	74	0	No Failure
3,270	M18129	M	301.3	310	1,696	32.4	202	0	No Failure
4,127	M18986	M	302	310.6	1,623	34.3	9	0	No Failure
7,912	L55091	L	300.7	312.1	1,512	36.9	153	0	No Failure
4,291	L51470	L	301.8	310	1,642	32.6	201	0	No Failure
1,768	M16627	M	298.3	307.7	1,520	41.4	10	0	No Failure
8,860	L56039	L	297.9	309.1	1,457	44.4	28	0	No Failure
4,103	L51282	L	302	310.4	1,450	46.6	165	0	No Failure
6,923	L54102	L	301.2	311.7	1,463	48.3	204	0	No Failure
6,345	H35758	H	300.2	309.8	1,374	47.7	8	0	No Failure
529	M15388	M	297.5	309.5	1,553	42.4	60	0	No Failure
9,391	M24250	M	297.5	308	1,560	39	141	0	No Failure
3,950	L51129	L	302.3	311.5	1,384	50.8	13	0	No Failure
3,879	L51058	L	302.6	311.7	1,773	27.1	30	0	No Failure
3,359	L50538	L	301.5	310.6	1,522	36.6	202	0	No Failure
4,854	L52033	L	303.7	312.2	1,487	34	94	0	No Failure
3,002	L50181	L	300.5	309.8	1,445	43.9	164	0	No Failure
8,213	H37626	H	299.2	310.5	1,329	48.9	30	0	No Failure
7,051	L54230	L	300.6	310.4	1,457	47.7	120	0	No Failure
3,967	L51146	L	302.3	311.5	1,530	37.8	57	0	No Failure
4,414	M19273	M	302.7	310.5	1,398	47.3	70	0	No Failure
6,073	M20932	M	300.9	310.8	1,695	30.2	188	0	No Failure
2,502	M17361	M	299.1	308.9	1,476	42.7	225	0	No Failure
1,954	L49133	L	297.9	307.7	1,593	34.9	83	0	No Failure
9,335	L56514	L	298.4	308.9	1,402	44.8	201	0	No Failure
4,933	L52112	L	303.3	312.1	1,418	44.7	83	0	No Failure
2,278	H31691	H	299.3	308.7	1,408	44.4	82	0	No Failure
9,849	H39262	H	298.5	309.2	1,568	40.6	39	0	No Failure
6,375	L53554	L	300	309.5	1,506	38.8	87	0	No Failure
3,770	M18629	M	302.2	311	1,436	47	187	0	No Failure
7,921	L55100	L	300.8	312	1,382	49.3	177	0	No Failure