Datasets:

EddyGiusepe
/

Modified_dataset_for_predictive_maintenance

Dataset card Data Studio Files Files and versions Community

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
3,555	L50734	L	301.9	310.8	1,525	43.2	62	0	No Failure
7,551	M22410	M	300.3	311.4	1,554	34.3	99	0	No Failure
175	L47354	L	298.2	308.1	1,306	58.3	35	0	No Failure
9,965	L57144	L	298.3	307.9	1,766	26.5	145	0	No Failure
7,426	M22285	M	300	311.4	1,791	24.1	213	0	No Failure
7,122	M21981	M	300.9	310.4	1,375	44.7	87	0	No Failure
9,243	M24102	M	298.2	308.7	1,269	60.9	163	0	No Failure
5,008	L52187	L	303.8	312.9	1,442	48.3	52	0	No Failure
7,238	M22097	M	299.8	310	1,632	33.7	172	0	No Failure
9,189	L56368	L	297.9	309	1,502	40.2	30	0	No Failure
2,601	L49780	L	299.3	309	1,422	47.3	25	0	No Failure
8,025	L55204	L	300.9	312	1,493	38.7	217	0	No Failure
5,659	M20518	M	302.2	311.4	1,372	55.1	9	0	No Failure
6,641	L53820	L	301.4	310.4	1,334	43.2	133	0	No Failure
1,152	L48331	L	297	307.9	1,350	47.7	168	0	No Failure
2,260	L49439	L	299.1	308.3	1,431	52.3	38	0	No Failure
4,970	L52149	L	303.9	312.7	1,528	38.4	177	0	No Failure
2,961	L50140	L	300.7	309.5	1,467	44.3	55	0	No Failure
5,346	L52525	L	303.5	312.8	1,524	39.4	96	0	No Failure
4,369	L51548	L	302	310	1,664	28.6	190	0	No Failure
4,030	H33443	H	302	310.9	1,679	29	222	0	No Failure
5,162	M20021	M	304.1	313.2	2,028	18.9	45	0	No Failure
3,630	L50809	L	302.1	311.3	1,415	44.1	43	0	No Failure
4,582	L51761	L	303	311.2	1,601	32.9	69	0	No Failure
1,725	M16584	M	298.3	307.8	1,457	52.5	98	0	No Failure
5,150	L52329	L	304.3	313.5	1,452	41.5	15	0	No Failure
8,029	L55208	L	300.6	311.8	1,501	44.8	226	0	No Failure
2,109	H31522	H	299.4	309	1,415	51.7	62	0	No Failure
4,608	L51787	L	303	311.1	1,980	20.2	137	0	No Failure
8,199	M23058	M	299.3	310.7	1,374	48.9	222	0	No Failure
6,644	M21503	M	301.5	310.5	1,308	60.5	139	0	No Failure
3,509	L50688	L	301.7	310.9	1,608	33	160	0	No Failure
8,666	L55845	L	297.6	308.7	1,365	50.6	143	0	No Failure
1,782	L48961	L	298.5	308.1	1,662	28.6	48	0	No Failure
744	L47923	L	296.8	308.2	1,361	53.8	193	0	No Failure
7,210	L54389	L	299.8	309.7	1,624	34.2	96	0	No Failure
8,433	L55612	L	298.8	310	1,537	39.9	190	0	No Failure
5,585	L52764	L	302.4	311.9	1,578	29.9	44	0	No Failure
7,141	L54320	L	300.5	309.9	1,382	46.5	134	0	No Failure
3,803	M18662	M	302.2	310.9	1,488	44.2	57	0	No Failure
873	M15732	M	295.8	306.4	1,335	51.7	69	0	No Failure
1,179	L48358	L	297.3	308.5	1,398	60.4	12	0	No Failure
4,791	L51970	L	303.8	312.8	1,443	40.7	145	0	No Failure
8,013	M22872	M	300.9	312	1,375	56.1	182	0	No Failure
3,193	M18052	M	300.1	309.2	1,418	39.8	221	0	No Failure
4,264	L51443	L	302.6	311	1,620	36.2	139	0	No Failure
2,863	L50042	L	300.6	309.5	1,867	23	242	0	No Failure
5,930	L53109	L	300.3	310.2	1,471	45.2	48	0	No Failure
1,535	L48714	L	298	308.8	1,757	29.1	71	0	No Failure
4,917	H34330	H	303.4	312.3	1,769	27.9	40	0	No Failure
2,697	L49876	L	300	309.6	1,452	46	51	0	No Failure
6,317	L53496	L	300.9	310.4	1,544	36	148	0	No Failure
4,106	L51285	L	302	310.6	1,583	35.2	171	0	No Failure
3,632	M18491	M	302.1	311.4	1,419	36.2	47	0	No Failure
4,412	L51591	L	302.5	310.3	1,688	31.6	66	0	No Failure
8,882	H38295	H	298	309.2	1,520	37.9	89	0	No Failure
4,864	M19723	M	303.6	312.3	1,915	22.3	116	0	No Failure
8,469	H37882	H	298.6	309.7	1,463	39.1	66	0	No Failure
9,046	L56225	L	297.4	308.4	1,603	34.6	65	0	No Failure
2,033	L49212	L	298.8	308.5	1,444	42.2	83	0	No Failure
639	L47818	L	298	309.6	1,536	37.3	120	0	No Failure
2,996	L50175	L	300.5	309.8	1,550	37.4	148	0	No Failure
7,495	L54674	L	300.2	311.8	1,436	48.2	175	0	No Failure
6,339	L53518	L	300.4	309.9	1,681	28.6	206	0	No Failure
1,934	L49113	L	298.1	308	1,638	35.1	38	0	No Failure
7,512	L54691	L	300.4	311.8	1,601	36.1	0	0	No Failure
1,310	L48489	L	298.9	310.2	1,654	31.1	158	0	No Failure
5,065	L52244	L	304	313	1,407	42.1	5	0	No Failure
6,997	M21856	M	300.5	310.6	1,621	32	184	0	No Failure
3,007	L50186	L	300.4	309.7	1,488	35.7	177	0	No Failure
6,937	L54116	L	300.6	311.1	1,471	40.7	26	0	No Failure
5,551	M20410	M	302.3	311.9	1,508	42.3	159	0	No Failure
4,830	L52009	L	303.4	311.9	1,491	38.2	26	0	No Failure
551	L47730	L	297.4	309.2	1,698	29.4	119	0	No Failure
2,218	L49397	L	299.7	309.1	1,347	55.3	139	0	No Failure
736	L47915	L	296.9	308.4	1,557	32.4	173	0	No Failure
7,811	L54990	L	300.1	311.5	2,218	17	123	0	No Failure
8,663	L55842	L	297.5	308.6	1,514	36.9	134	0	No Failure
5,369	M20228	M	303.1	312.5	1,667	30	160	0	No Failure
9,806	L56985	L	298.4	309.2	1,651	28.5	141	0	No Failure
9,259	H38672	H	298.3	309	1,379	43.2	0	0	No Failure
7,601	M22460	M	300.4	311	1,595	35.4	15	0	No Failure
6,446	L53625	L	300.7	310.3	1,662	34.4	57	0	No Failure
2,997	M17856	M	300.5	309.8	1,508	37.8	150	0	No Failure
7,617	M22476	M	300.6	311.4	1,468	40.4	55	0	No Failure
5,060	L52239	L	303.9	312.8	1,419	47.9	196	0	No Failure
2,095	L49274	L	299.4	309.3	1,377	43.6	28	0	No Failure
1,167	M16026	M	297.1	308.1	1,506	37.7	210	0	No Failure
2,361	H31774	H	299.2	308.4	1,388	53.2	59	0	No Failure
9,619	L56798	L	299	310.1	1,447	42.8	104	0	No Failure
2,262	M17121	M	299.1	308.2	1,435	45.2	45	0	No Failure
6,443	L53622	L	300.7	310.2	1,348	54.8	50	0	No Failure
6,195	L53374	L	300.9	310.8	1,571	39.9	51	0	No Failure
8,317	L55496	L	298.8	309.8	1,463	40	90	0	No Failure
6,526	L53705	L	301.1	310.4	1,312	73.6	49	1	Power Failure
9,271	L56450	L	298.2	308.8	1,302	60.4	34	0	No Failure
123	L47302	L	299	308.8	1,310	50.7	112	0	No Failure
9,818	M24677	M	298.5	309.3	1,465	42.4	173	0	No Failure
8,801	L55980	L	297.4	308.5	1,475	47.2	69	0	No Failure
8,764	L55943	L	297.5	308.8	1,603	36.7	184	0	No Failure

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