Datasets:

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
9,829	L57008	L	298.4	309.4	1,385	50	201	0	No Failure
4,532	L51711	L	302.5	310.5	1,520	41.2	154	0	No Failure
1,735	M16594	M	298.5	308.1	1,501	39.2	127	0	No Failure
8,309	L55488	L	298.7	310.1	1,401	45.3	67	0	No Failure
7,598	L54777	L	300.5	311	2,074	18.9	9	0	No Failure
8,134	L55313	L	299.8	311.1	1,466	46.1	58	0	No Failure
2,710	L49889	L	299.6	309.1	1,641	35.8	81	0	No Failure
915	M15774	M	295.4	305.9	1,518	40.6	178	0	No Failure
850	H30263	H	296.4	307.4	1,586	35.5	0	0	No Failure
3,475	M18334	M	301.9	310.8	1,557	35.3	65	0	No Failure
9,034	L56213	L	297.4	308.2	1,386	41	35	0	No Failure
1,810	L48989	L	298.1	307.7	1,767	27	127	0	No Failure
9,274	H38687	H	298.2	308.7	1,520	35.7	40	0	No Failure
3,769	L50948	L	302.2	311	1,555	34.2	185	0	No Failure
6,688	L53867	L	301.7	311	1,700	28.7	19	0	No Failure
2,452	L49631	L	299.2	308.7	1,650	30.5	93	0	No Failure
8,870	L56049	L	297.9	309	1,528	37.5	54	0	No Failure
6,240	L53419	L	301.2	310.7	1,644	31.6	166	0	No Failure
392	L47571	L	297.6	308.6	1,491	38.1	152	0	No Failure
67	M14926	M	298.9	308.9	1,679	28.7	181	0	No Failure
7,976	M22835	M	301.2	312.3	1,548	38.3	87	0	No Failure
9,705	L56884	L	298.9	310.1	1,577	41.4	80	0	No Failure
484	L47663	L	297.4	309	1,324	56.9	173	0	No Failure
3,260	M18119	M	301.2	310	1,625	31.6	173	0	No Failure
8,571	H37984	H	297.9	308.7	1,545	35.9	120	0	No Failure
8,631	L55810	L	297.4	308.4	1,371	57.4	52	0	No Failure
8,852	M23711	M	297.7	308.9	1,573	35.1	9	0	No Failure
1,640	M16499	M	297.9	307.8	1,450	43.5	106	0	No Failure
2,589	L49768	L	299	308.7	1,706	28.6	206	0	No Failure
2,434	L49613	L	299	308.3	1,441	44	48	0	No Failure
5,764	H35177	H	301.8	311.2	1,451	39.4	70	0	No Failure
8,320	L55499	L	298.7	309.7	1,393	45.7	99	0	No Failure
1,593	L48772	L	298.1	308.4	1,592	38.2	211	0	No Failure
544	H29957	H	297.5	309.3	1,563	36.1	100	0	No Failure
5,707	L52886	L	302.4	311.9	1,290	70	139	1	Power Failure
4,358	L51537	L	302	309.9	1,407	52.8	154	0	No Failure
4,389	L51568	L	302	309.8	1,701	27.2	4	0	No Failure
1,476	M16335	M	298.4	309.5	1,519	35.4	133	0	No Failure
6,939	L54118	L	300.7	311.2	1,452	44.4	33	0	No Failure
9,907	M24766	M	298.6	309.1	1,587	37.3	203	0	No Failure
6,771	M21630	M	301.3	310.8	1,509	40.1	25	0	No Failure
9,632	L56811	L	299	310	1,672	33.2	144	0	No Failure
1,037	M15896	M	296.4	307.5	1,684	31.4	72	0	No Failure
7,103	M21962	M	300.8	310.3	1,494	42.2	35	0	No Failure
7,615	L54794	L	300.5	311.4	1,432	47.5	51	0	No Failure
9,452	H38865	H	298	308.7	1,536	39.6	99	0	No Failure
1,275	H30688	H	298.1	309.5	1,530	40.2	65	0	No Failure
4,012	L51191	L	302.2	311.1	1,447	52.1	174	0	No Failure
7,908	L55087	L	300.8	312.3	1,858	26.3	144	0	No Failure
277	M15136	M	298	307.9	1,750	26.6	67	0	No Failure
8,395	M23254	M	298.6	309.5	1,566	38.1	89	0	No Failure
7,815	L54994	L	300	311.4	1,927	24.6	132	0	No Failure
2,091	L49270	L	299.5	309.2	1,393	47.3	20	0	No Failure
8,894	L56073	L	297.5	308.7	1,371	46.5	121	0	No Failure
1,102	H30515	H	296.7	307.5	1,607	33.6	38	0	No Failure
6,731	M21590	M	301.6	311	1,431	42.3	129	0	No Failure
8,002	L55181	L	300.8	312	1,374	50.2	154	0	No Failure
3,711	L50890	L	302.2	311.5	1,489	38.3	35	0	No Failure
2,593	L49772	L	298.9	308.6	1,539	45.4	4	0	No Failure
3,962	M18821	M	302.2	311.4	1,642	32.1	42	0	No Failure
2,332	L49511	L	299.3	308.6	1,384	53.6	218	1	Overstrain Failure
5,827	M20686	M	301.3	311.1	1,492	41.2	223	0	No Failure
2,089	L49268	L	299.6	309.4	1,331	46.4	16	0	No Failure
6,450	L53629	L	300.6	310.2	1,519	44.6	69	0	No Failure
7,235	M22094	M	299.8	310	1,397	48.1	164	0	No Failure
5,229	M20088	M	303.9	313.1	1,343	61.4	14	0	No Failure
5,023	L52202	L	304	313.1	1,404	47.1	90	0	No Failure
9,831	L57010	L	298.3	309.3	1,337	56.1	206	1	Overstrain Failure
3,669	L50848	L	302.3	311.7	1,510	38.7	141	0	No Failure
12	H29425	H	298.6	309.1	1,423	44.3	29	0	No Failure
5,672	H35085	H	302.2	311.6	1,534	37.2	41	0	No Failure
428	M15287	M	297.5	308.5	1,496	42.2	22	0	No Failure
1,888	M16747	M	297.9	307.5	1,642	32.4	126	0	No Failure
4,744	L51923	L	303.3	311.3	1,409	51.8	16	0	No Failure
4,707	L51886	L	303.5	311.7	1,959	22.3	157	0	No Failure
4,422	L51601	L	302.6	310.2	1,325	62.4	92	1	Heat Dissipation Failure
2,581	L49760	L	299.3	309.1	1,293	53.7	189	0	No Failure
4,314	L51493	L	301.4	310.1	1,502	46.6	37	0	No Failure
8,841	M23700	M	297.3	308.7	1,542	37	184	0	No Failure
8,802	L55981	L	297.4	308.6	1,488	36.4	71	0	No Failure
9,303	M24162	M	298.1	308.9	1,804	25.1	118	0	No Failure
3,732	M18591	M	302.2	311.2	1,377	43	91	0	No Failure
9,154	L56333	L	297.5	308.6	1,546	33.8	139	0	No Failure
8,161	M23020	M	299.7	311.1	1,618	30.3	125	0	No Failure
7,856	M22715	M	300.3	311.8	1,592	32.1	11	0	No Failure
472	H29885	H	297.3	308.8	1,419	42.4	139	0	No Failure
1,715	L48894	L	298.2	307.8	1,388	48.6	76	0	No Failure
1,748	L48927	L	298.4	307.9	2,381	14.2	164	0	No Failure
5,179	H34592	H	304	313.2	1,517	43.1	96	0	No Failure
6,013	H35426	H	300.8	310.9	1,425	44	33	0	No Failure
5,231	M20090	M	303.8	313.1	2,117	18.6	22	0	No Failure
322	L47501	L	297.8	308.4	1,518	32.5	190	0	No Failure
2,719	L49898	L	299.5	309.1	1,357	47.3	106	0	No Failure
2,857	H32270	H	300.5	309.3	1,471	45.2	223	0	No Failure
1,838	L49017	L	297.7	307.2	1,392	43	197	0	No Failure
5,526	M20385	M	302.6	312	1,363	45.7	91	0	No Failure
6,285	M21144	M	301.2	310.8	1,734	31.3	64	0	No Failure
6,393	L53572	L	300.1	309.7	1,680	33.8	140	0	No Failure
1,044	L48223	L	296.5	307.6	1,431	45.2	90	0	No Failure
7,254	L54433	L	300.3	310.5	1,522	39.1	217	0	No Failure

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