Datasets:

EddyGiusepe
/

Modified_dataset_for_predictive_maintenance

Dataset card Viewer 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
4,383	L51562	L	301.8	309.5	1,525	39.6	227	0	No Failure
5,550	H34963	H	302.3	311.9	1,374	52.4	154	0	No Failure
7,655	M22514	M	300.3	311.5	1,540	41.5	151	0	No Failure
6,207	M21066	M	300.8	310.6	1,669	28.4	79	0	No Failure
4,531	L51710	L	302.5	310.4	1,487	42	152	0	No Failure
9,068	L56247	L	297.1	308.2	1,351	56.6	126	0	No Failure
4,430	M19289	M	302.3	310.1	1,731	33.4	112	0	No Failure
3,373	L50552	L	301.4	310.8	1,431	44.3	21	0	No Failure
9,770	L56949	L	298.6	309.6	1,386	48.6	25	0	No Failure
4,992	M19851	M	303.9	313	1,475	41	11	0	No Failure
4,883	L52062	L	303.7	312.5	1,462	46.2	165	0	No Failure
1,470	L48649	L	298.6	309.8	1,497	41.6	118	0	No Failure
5,149	L52328	L	304.4	313.6	1,507	43.1	13	0	No Failure
9,610	L56789	L	299	310.1	1,470	40.3	83	0	No Failure
4,975	L52154	L	303.8	312.7	1,414	41.7	190	0	No Failure
6,694	M21553	M	301.8	311	1,756	26.7	33	0	No Failure
6,802	L53981	L	301.1	310.7	1,334	48.2	106	0	No Failure
7,412	L54591	L	300	311.1	1,425	47.8	179	0	No Failure
8,351	M23210	M	298.7	309.6	1,382	48.1	186	0	No Failure
7,858	L55037	L	300.5	311.9	1,432	43.1	16	0	No Failure
3,566	M18425	M	301.8	310.7	1,420	52	88	0	No Failure
8,869	L56048	L	297.9	309	1,456	46.5	52	0	No Failure
6,460	M21319	M	300.6	310	1,397	55.2	90	0	No Failure
6,849	M21708	M	301.1	311.3	1,389	53.3	8	0	No Failure
3,012	M17871	M	300.2	309.5	1,434	51.5	189	0	No Failure
8,872	M23731	M	297.9	309.1	1,558	39.2	59	0	No Failure
4,156	L51335	L	302	310.5	1,370	44.4	85	1	Heat Dissipation Failure
1,526	L48705	L	298.2	309	2,449	13.8	45	0	No Failure
3,255	M18114	M	301	309.7	1,288	58.4	162	0	No Failure
5,439	L52618	L	302.9	312.5	1,683	32.1	85	0	No Failure
5,411	M20270	M	302.7	312.5	1,417	51.5	19	0	No Failure
7,012	L54191	L	300.5	310.5	2,633	12.2	17	1	Power Failure
1,926	L49105	L	297.9	307.7	1,537	37.7	15	0	No Failure
1,406	L48585	L	298.9	310.1	1,394	42.7	179	0	No Failure
8,138	H37551	H	299.5	310.8	1,600	32.4	67	0	No Failure
5,590	M20449	M	302.5	311.9	1,298	57.5	57	0	No Failure
227	L47406	L	298.3	308.4	1,329	49.2	166	0	No Failure
1,639	L48818	L	297.9	307.8	1,397	45	104	0	No Failure
3,713	L50892	L	302.3	311.5	1,543	33.1	39	0	No Failure
1,822	L49001	L	298.1	307.6	1,354	43.3	155	0	No Failure
9,195	L56374	L	297.9	308.9	1,393	40.6	45	0	No Failure
7,724	L54903	L	300.5	311.6	1,730	30.2	106	0	No Failure
8,301	L55480	L	298.7	310.1	1,558	37.6	44	0	No Failure
9,301	L56480	L	298.1	308.9	1,367	41.9	113	0	No Failure
6,370	H35783	H	300	309.5	1,781	24.9	70	0	No Failure
6,414	L53593	L	300.4	310.1	1,614	33.5	191	0	No Failure
6,966	L54145	L	300.7	311	1,312	52.1	107	0	No Failure
8,657	M23516	M	297.3	308.3	1,697	27.4	121	0	No Failure
4,867	L52046	L	303.6	312.4	1,781	28.7	124	0	No Failure
4,483	H33896	H	302.7	310.5	1,568	36.9	28	0	No Failure
542	L47721	L	297.4	309.4	1,296	52.3	96	0	No Failure
5,110	M19969	M	304	313.4	1,389	45.8	123	0	No Failure
9,010	L56189	L	297.3	307.9	1,579	34.4	193	0	No Failure
1,847	H31260	H	297.7	307.3	1,514	38.6	19	0	No Failure
9,226	L56405	L	298	309.1	1,820	23.6	120	0	No Failure
1,615	M16474	M	297.8	307.9	1,802	25.8	43	0	No Failure
8,492	L55671	L	298.5	309.5	1,579	38.6	126	0	No Failure
2,691	L49870	L	300	309.5	1,728	26	37	0	No Failure
2,377	M17236	M	299.2	308.3	1,364	51.8	104	0	No Failure
1,129	M15988	M	296.8	307.9	1,843	25.2	116	0	No Failure
6,513	M21372	M	301.1	310	1,433	48.1	14	0	No Failure
4,778	M19637	M	303.5	312.2	1,818	23.6	109	0	No Failure
7,113	L54292	L	300.9	310.4	1,427	47	65	0	No Failure
8,096	L55275	L	300.2	311.7	1,493	48.3	167	0	No Failure
2,902	L50081	L	300.6	309.4	1,425	40.3	103	0	No Failure
2,210	L49389	L	299.8	309.3	1,386	49.4	116	0	No Failure
4,479	L51658	L	302.5	310.2	1,477	41.6	16	0	No Failure
1,208	M16067	M	297	308.1	1,573	34.9	93	0	No Failure
1,384	M16243	M	298.9	310.2	1,331	49	121	0	No Failure
9,897	M24756	M	298.8	309.3	1,618	35.1	173	0	No Failure
8,612	L55791	L	297.4	308.3	1,472	45.5	2	0	No Failure
6,962	M21821	M	300.7	311	1,378	41.2	93	0	No Failure
9,841	H39254	H	298.3	309.2	1,486	42.4	16	0	No Failure
296	M15155	M	298.1	308.6	1,716	30.7	119	0	No Failure
9,683	L56862	L	299.1	310	1,394	46.6	27	0	No Failure
6,528	L53707	L	301.2	310.4	1,516	44.4	53	0	No Failure
5,824	L53003	L	301.2	311	1,544	39.3	217	0	No Failure
7,813	L54992	L	300	311.5	1,666	32	128	0	No Failure
5,237	L52416	L	303.8	313.1	1,394	45.4	36	0	No Failure
5,423	M20282	M	302.7	312.4	1,422	44.5	49	0	No Failure
9,022	M23881	M	297.4	308.2	1,536	34.6	4	0	No Failure
2,417	L49596	L	299	308.4	1,571	38.6	5	0	No Failure
7,738	M22597	M	300.5	312	1,985	19.3	143	0	No Failure
4,265	M19124	M	302.6	311	1,542	39.7	141	0	No Failure
2,313	M17172	M	299.1	308.6	1,441	36.2	169	0	No Failure
4,499	H33912	H	302.6	310.4	1,614	36	74	0	No Failure
5,509	L52688	L	302.9	312.2	1,367	55.1	50	0	No Failure
4,342	L51521	L	301.7	309.8	1,398	46	109	0	No Failure
9,836	L57015	L	298.4	309.3	1,545	36.9	3	0	No Failure
8,534	M23393	M	298.6	309.4	1,465	41.1	30	0	No Failure
5,667	L52846	L	302.2	311.4	1,430	43.1	29	0	No Failure
9,787	M24646	M	298.7	309.6	1,738	27.3	79	0	No Failure
3,037	L50216	L	300.4	309.6	1,319	48.1	26	0	No Failure
6,795	L53974	L	301.3	310.8	1,428	55.2	88	0	No Failure
9,422	M24281	M	298.1	308.5	1,382	54.5	17	0	No Failure
3,400	L50579	L	301.4	310.7	1,605	34.2	94	0	No Failure
9,190	L56369	L	297.9	309.1	1,595	32	32	0	No Failure
4,454	L51633	L	302.4	310.2	1,400	53.7	175	0	No Failure
3,252	L50431	L	301.1	309.6	1,501	36.1	156	0	No Failure
976	M15835	M	296	306.6	1,628	36.8	121	0	No Failure