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
6,599	L53778	L	301.5	310.7	1,424	51.1	22	0	No Failure
8,694	M23553	M	297.2	308.5	1,584	40	4	0	No Failure
582	L47761	L	297.8	309.7	1,394	42.9	206	0	No Failure
2,379	L49558	L	299.1	308.2	1,348	56.1	110	0	No Failure
4,757	H34170	H	303.4	311.7	1,991	19	53	0	No Failure
2,762	L49941	L	299.8	309.3	1,299	65.1	212	1	Overstrain Failure
3,220	M18079	M	300.6	309.6	1,503	38.4	68	0	No Failure
9,050	L56229	L	297.3	308.5	1,545	34.3	74	0	No Failure
572	M15431	M	297.8	309.8	1,676	29	178	0	No Failure
9,109	M23968	M	297.5	308.6	1,440	38.8	29	0	No Failure
8,920	L56099	L	297.2	308.3	1,693	28	188	0	No Failure
2,475	L49654	L	298.9	308.5	1,503	40.6	145	0	No Failure
7,787	L54966	L	300.3	311.5	1,466	46.2	62	0	No Failure
2,874	H32287	H	300.6	309.4	1,555	37.9	24	0	No Failure
870	L48049	L	295.8	306.5	1,358	49.2	63	0	No Failure
4,126	L51305	L	302.1	310.6	1,439	40	7	0	No Failure
9,158	L56337	L	297.5	308.5	1,462	52.3	148	0	No Failure
5,260	L52439	L	303.5	312.9	1,544	36.9	87	0	No Failure
2,977	M17836	M	300.5	309.3	1,881	25.5	98	0	No Failure
4,093	H33506	H	302	310.5	1,812	24.4	138	0	No Failure
7,999	L55178	L	300.9	312.1	1,359	51.7	146	0	No Failure
455	L47634	L	297.4	308.7	1,468	46.6	94	0	No Failure
3,067	M17926	M	300.1	309.2	1,457	44.3	98	0	No Failure
1,293	M16152	M	298.7	309.7	1,868	23.8	118	0	No Failure
4,822	L52001	L	303.5	311.9	1,405	45.6	10	0	No Failure
655	L47834	L	297.8	309.2	1,683	30.9	163	0	No Failure
8,624	M23483	M	297.5	308.3	1,476	45.6	31	0	No Failure
9,130	L56309	L	297.6	308.6	1,664	30.1	81	0	No Failure
8,937	L56116	L	297.4	308.3	1,465	42	13	0	No Failure
7,730	H37143	H	300.7	311.9	1,329	59.2	121	0	No Failure
811	L47990	L	296.9	307.7	1,550	39.7	124	0	No Failure
3,306	M18165	M	301.3	310.4	1,577	48.3	78	0	No Failure
4,948	L52127	L	303.7	312.7	1,395	53.9	123	0	No Failure
1,302	L48481	L	298.7	309.9	1,483	32.8	142	0	No Failure
8,966	L56145	L	297.1	307.9	1,496	44.7	88	0	No Failure
8,401	L55580	L	298.6	309.6	1,533	40.7	106	0	No Failure
7,101	L54280	L	300.7	310.2	1,569	32.8	31	0	No Failure
8,708	L55887	L	297.2	308.5	1,471	41.7	41	0	No Failure
200	L47379	L	298.4	308.6	1,433	47.1	101	0	No Failure
6,715	L53894	L	301.3	310.6	1,440	53.8	90	0	No Failure
174	M15033	M	298.2	308	1,591	33.7	32	0	No Failure
2,957	M17816	M	300.8	309.6	1,404	38.7	44	0	No Failure
8,487	M23346	M	298.5	309.5	1,501	40.2	114	0	No Failure
8,782	L55961	L	297.6	308.7	1,552	42.3	27	0	No Failure
1,398	L48577	L	299.1	310.2	1,569	38.2	155	0	No Failure
2,065	L49244	L	299.6	309.5	1,453	41.4	168	0	No Failure
8,201	L55380	L	299.3	310.8	1,426	42.4	0	0	No Failure
5,538	L52717	L	302.4	311.8	1,648	30	122	0	No Failure
7,765	M22624	M	300.4	311.7	1,555	38.7	5	0	No Failure
4,045	M18904	M	301.9	310.9	1,419	47.7	20	1	No Failure
1,103	L48282	L	296.8	307.5	1,347	54.8	43	0	No Failure
646	L47825	L	297.7	309.4	1,392	44.1	140	0	No Failure
1,034	H30447	H	296.4	307.5	1,556	38	62	0	No Failure
3,314	L50493	L	301.4	310.4	1,737	31.9	96	0	No Failure
959	L48138	L	295.8	306.4	1,399	47.6	84	0	No Failure
2,539	L49718	L	299.1	308.8	1,429	50.1	84	0	No Failure
6,883	L54062	L	300.9	311.4	2,073	21.4	105	0	No Failure
8,555	L55734	L	298.1	309	1,592	33.9	85	0	No Failure
8,280	L55459	L	298.8	310.6	1,803	25.4	209	0	No Failure
4,460	L51639	L	302.6	310.4	1,743	26.3	191	0	No Failure
6,763	L53942	L	301.4	310.8	1,362	53.2	4	0	No Failure
4,781	L51960	L	303.7	312.4	1,404	46.6	119	0	No Failure
6,264	M21123	M	301	310.6	1,698	27.3	14	0	No Failure
5,929	M20788	M	300.2	310.1	1,550	38.7	45	0	No Failure
335	M15194	M	297.5	308.1	1,469	44.8	5	0	No Failure
5,079	M19938	M	304.3	313.4	1,482	43.8	41	0	No Failure
4,161	M19020	M	302	310.4	1,608	33.1	97	0	No Failure
4,619	M19478	M	303	311.3	1,335	53.6	164	1	Heat Dissipation Failure
5,271	L52450	L	303.5	312.9	1,275	64.4	113	0	No Failure
3,124	H32537	H	300	309.4	1,498	38.5	37	0	No Failure
7,282	L54461	L	300	310.2	1,675	29.7	64	0	No Failure
7,192	L54371	L	300.3	310.3	1,629	34.1	52	0	No Failure
1,083	H30496	H	297.1	307.9	1,420	39.8	192	0	No Failure
9,194	M24053	M	297.9	309	1,530	40.9	42	0	No Failure
8,293	H37706	H	298.9	310.5	1,429	39.9	19	0	No Failure
3,084	L50263	L	300.1	309.3	1,712	28.5	141	0	No Failure
7,306	M22165	M	300	310.5	1,790	25.7	123	0	No Failure
5,382	L52561	L	302.8	312.4	1,651	27	200	0	No Failure
371	M15230	M	297.5	308.3	1,622	37.2	103	0	No Failure
9,894	M24753	M	298.9	309.6	1,284	55.3	166	0	No Failure
417	L47596	L	297.4	308.5	1,495	37.8	211	0	No Failure
6,695	M21554	M	301.7	310.9	1,300	62.7	36	0	No Failure
2,659	L49838	L	300	309.4	1,395	44.5	181	0	No Failure
7,227	L54406	L	299.7	309.6	1,399	51.3	144	0	No Failure
4,786	H34199	H	303.9	312.7	1,401	50	129	0	No Failure
4,080	L51259	L	302	310.5	1,978	22	106	0	No Failure
3,959	L51138	L	302.2	311.3	1,378	55.5	35	0	No Failure
7,500	L54679	L	300.3	311.8	1,746	26.3	187	0	No Failure
4,877	M19736	M	303.7	312.4	1,540	37.4	146	0	No Failure
4,524	L51703	L	302.5	310.4	1,488	48.4	134	0	No Failure
5,347	L52526	L	303.4	312.7	1,534	35.5	98	0	No Failure
4,956	M19815	M	303.8	312.5	1,366	45.1	143	0	No Failure
5,433	L52612	L	302.8	312.4	1,392	46.2	70	0	No Failure
5,984	H35397	H	300.8	310.8	1,466	45.2	188	0	No Failure
6,467	L53646	L	300.4	309.7	1,740	31.1	113	0	No Failure
6,741	L53920	L	301.8	311.2	1,417	55.9	156	0	No Failure
3,788	L50967	L	302.3	310.8	1,377	47.3	22	1	Heat Dissipation Failure
7,890	M22749	M	300.7	312.4	1,371	61.7	102	0	No Failure
2,155	M17014	M	299.3	308.9	1,767	24.8	196	0	No Failure
4,690	M19549	M	303.4	311.5	1,560	36.4	114	0	No Failure

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