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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
2,226	M17085	M	299.7	309	1,465	49	158	0	No Failure
9,567	L56746	L	299.8	311.1	1,603	35.1	179	0	No Failure
7,734	L54913	L	300.6	312	1,481	40.9	132	0	No Failure
3,320	L50499	L	301.4	310.4	1,689	30.6	110	0	No Failure
1,546	M16405	M	298.4	309	1,544	38.8	97	0	No Failure
5,922	L53101	L	300.5	310.3	1,336	57.1	29	0	No Failure
2,378	M17237	M	299.2	308.3	1,582	45.5	107	0	No Failure
9,090	L56269	L	297.2	307.9	1,989	20.3	186	0	No Failure
3,011	L50190	L	300.3	309.6	1,537	37.1	187	0	No Failure
6,341	H35754	H	300.5	309.9	1,397	45.9	210	1	Tool Wear Failure
8,318	L55497	L	298.7	309.7	1,667	30.4	92	0	No Failure
8,987	M23846	M	297.1	307.8	1,443	43.9	137	0	No Failure
9,134	L56313	L	297.7	308.7	1,479	45.7	93	0	No Failure
7,202	L54381	L	300	309.8	1,474	40.6	78	0	No Failure
5,996	L53175	L	300.6	310.3	1,920	22.3	223	0	No Failure
9,920	L57099	L	298.5	308.8	1,305	58.7	26	0	No Failure
1,560	L48739	L	298.2	308.3	1,458	41.8	132	0	No Failure
638	L47817	L	298.2	309.7	1,585	37.4	118	0	No Failure
2,094	L49273	L	299.4	309.2	1,564	39	26	0	No Failure
3,976	H33389	H	302.4	311.5	1,540	43.7	81	0	No Failure
9,921	H39334	H	298.5	308.7	1,450	43.9	28	0	No Failure
5,377	H34790	H	302.8	312.3	1,336	57.5	187	0	No Failure
6,774	L53953	L	301.3	310.8	1,381	47.9	33	0	No Failure
9,814	L56993	L	298.3	309.1	1,387	52.3	160	0	No Failure
4,848	L52027	L	303.4	311.9	1,434	44.6	78	0	No Failure
8,668	M23527	M	297.5	308.8	1,455	46.1	147	0	No Failure
6,963	M21822	M	300.7	311.1	1,373	49.9	96	0	No Failure
8,111	H37524	H	300.3	311.8	2,141	18.5	204	0	No Failure
1,561	M16420	M	298.2	308.4	1,510	39.9	134	0	No Failure
6,299	L53478	L	301.1	310.5	1,428	44.1	103	0	No Failure
5,499	M20358	M	302.9	312.5	1,903	21.2	23	0	No Failure
3,378	H32791	H	301.5	310.8	1,591	29.6	33	0	No Failure
9,746	L56925	L	298.8	310	1,611	32.4	183	0	No Failure
1,127	L48306	L	296.8	307.9	1,706	30.8	111	0	No Failure
2,976	H32389	H	300.5	309.4	1,360	46.2	93	0	No Failure
3,988	M18847	M	302.3	311.3	1,444	43.1	115	0	No Failure
3,103	L50282	L	299.9	309.1	1,412	48.3	198	0	No Failure
6,699	L53878	L	301.6	310.8	1,418	44.7	46	0	No Failure
3,961	L51140	L	302.2	311.4	1,390	48.1	40	0	No Failure
2,981	L50160	L	300.4	309.5	1,447	39.3	110	0	No Failure
7,373	L54552	L	299.6	310.2	1,473	42.7	81	0	No Failure
7,331	H36744	H	299.8	310.2	1,537	36.6	191	0	No Failure
9,261	L56440	L	298.2	309	1,377	57.8	8	0	No Failure
516	L47695	L	297.5	309.2	1,715	28	30	0	No Failure
4,444	L51623	L	302.5	310.3	1,405	57.4	152	0	No Failure
1,663	H31076	H	298.2	307.9	1,462	45.5	171	0	No Failure
7,919	L55098	L	300.8	312.1	1,505	41.3	173	0	No Failure
3,974	L51153	L	302.3	311.4	1,535	41.8	77	0	No Failure
2,745	L49924	L	299.7	309.2	1,620	30	168	0	No Failure
2,292	M17151	M	299.5	308.8	1,886	20.9	117	0	No Failure
8,109	M22968	M	300.3	311.8	1,607	33.7	199	0	No Failure
8,115	H37528	H	300.4	311.8	2,496	13.5	5	0	No Failure
9,717	H39130	H	299	310	1,387	45.2	110	0	No Failure
1,282	H30695	H	298.3	309.5	1,427	54.3	89	0	No Failure
4,625	M19484	M	303	311.1	1,428	39.8	181	0	No Failure
9,552	L56731	L	299.4	310.8	1,391	48.9	139	0	No Failure
2,392	L49571	L	299.2	308.4	1,580	32.6	142	0	No Failure
9,218	L56397	L	297.8	308.8	1,421	49.6	101	0	No Failure
6,746	M21605	M	301.8	311.1	1,395	44.6	171	0	No Failure
4,235	H33648	H	302.2	310.9	1,522	35.9	61	0	No Failure
3,265	H32678	H	301.3	310.1	1,455	44.1	188	0	No Failure
5,852	L53031	L	301.2	311	1,573	32.8	57	0	No Failure
8,999	L56178	L	297.1	308	1,467	42.8	169	0	No Failure
767	L47946	L	296.8	308	1,561	38.3	9	0	No Failure
9,618	L56797	L	299	310.2	1,516	35.3	102	0	No Failure
9,662	H39075	H	299	310	1,458	44.9	221	0	No Failure
4,600	L51779	L	303.1	311.1	1,420	55.8	113	0	No Failure
6,675	L53854	L	301.5	310.7	1,618	35.5	218	0	No Failure
1,484	L48663	L	298	308.9	1,578	35.6	153	0	No Failure
8,669	L55848	L	297.5	308.8	1,502	45.9	150	0	No Failure
8,079	L55258	L	300.3	311.7	1,571	31.2	123	0	No Failure
7,027	L54206	L	300.6	310.7	1,543	39.6	60	0	No Failure
5,845	L53024	L	301.4	311.1	1,462	37.1	41	0	No Failure
6,004	L53183	L	300.4	310.2	1,529	36.2	10	0	No Failure
4,779	H34192	H	303.6	312.2	1,371	54.6	112	1	Heat Dissipation Failure
7,566	M22425	M	300.3	311.2	1,783	25.6	139	0	No Failure
2,261	H31674	H	299.1	308.3	1,521	36.5	40	0	No Failure
9,982	L57161	L	298.7	308.5	1,353	47	190	0	No Failure
7,462	L54641	L	300	311.5	1,749	28.3	83	0	No Failure
609	L47788	L	298	309.9	1,403	47.7	43	0	No Failure
8,338	M23197	M	298.8	309.7	1,589	35.3	149	0	No Failure
3,266	L50445	L	301.3	310.1	1,355	53.6	193	0	No Failure
2,767	M17626	M	299.9	309.4	1,889	26	6	0	No Failure
6,573	L53752	L	301.4	310.7	1,428	53.7	176	0	No Failure
4,863	L52042	L	303.5	312.1	1,326	55.7	114	0	No Failure
8,033	L55212	L	300.8	312	1,416	46.5	7	0	No Failure
4,581	L51760	L	303	311.2	1,494	37	67	0	No Failure
1,372	M16231	M	298.7	310.3	1,495	38.7	88	0	No Failure
140	L47319	L	298.8	308.6	1,268	55.8	155	0	No Failure
6,018	L53197	L	300.8	310.9	1,398	38.2	50	0	No Failure
3,867	L51046	L	302.6	311.6	1,311	53.2	0	0	No Failure
9,100	H38513	H	297.3	308.1	1,477	52.3	2	0	No Failure
7,014	M21873	M	300.4	310.4	1,544	36.3	21	0	No Failure
9,250	L56429	L	298.3	309	1,657	32.2	179	0	No Failure
8,536	L55715	L	298.6	309.5	1,547	44.8	36	0	No Failure
232	L47411	L	298.3	308.4	1,408	43.1	177	0	No Failure
1,771	H31184	H	298.4	307.9	1,605	31	18	0	No Failure
4,909	M19768	M	303.6	312.5	1,459	48.2	17	0	No Failure
9,496	H38909	H	299.3	310	1,373	44.8	221	0	No Failure
6,028	M20887	M	300.7	311	1,413	44.3	72	0	No Failure