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
7,246	L54425	L	300	310.1	1,477	34.6	195	0	No Failure
5,295	L52474	L	303.9	313.4	1,442	48.5	174	0	No Failure
5,266	M20125	M	303.5	312.9	1,883	23.3	100	0	No Failure
6,342	M21201	M	300.4	309.8	1,421	47.2	0	0	No Failure
5,417	L52596	L	302.6	312.3	1,660	30.3	36	0	No Failure
3,203	L50382	L	300.2	309.2	1,430	43.4	24	0	No Failure
4,643	L51822	L	303.2	311.4	1,238	54.6	226	1	Heat Dissipation Failure
3,546	L50725	L	301.8	310.8	1,576	38.6	38	0	No Failure
9,373	L56552	L	297.7	308.4	1,487	41.4	84	0	No Failure
4,775	L51954	L	303.6	312	1,827	23.3	103	0	No Failure
712	L47891	L	297.5	308.7	1,443	46.2	110	0	No Failure
8,533	L55712	L	298.6	309.4	1,315	55.5	28	0	No Failure
7,066	L54245	L	300.8	310.6	1,384	52.9	165	0	No Failure
5,418	L52597	L	302.6	312.4	1,386	45.8	38	0	No Failure
7,000	M21859	M	300.6	310.7	1,457	36.7	193	0	No Failure
8,000	M22859	M	300.9	312.1	1,617	31	148	0	No Failure
2,665	M17524	M	299.9	309.4	1,487	42.2	198	0	No Failure
5,459	L52638	L	303.1	312.6	1,514	42.1	138	0	No Failure
2,072	M16931	M	299.7	309.6	1,313	60	186	0	No Failure
847	M15706	M	296.4	307.4	1,416	50	210	0	No Failure
966	L48145	L	295.8	306.6	1,508	46.5	99	0	No Failure
4,954	L52133	L	303.7	312.5	1,670	26.1	139	0	No Failure
4,564	L51743	L	302.7	310.7	1,977	20	21	0	No Failure
4,433	L51612	L	302.4	310.2	1,445	46.4	125	0	No Failure
7,853	L55032	L	300.3	311.7	1,515	37.5	5	0	No Failure
7,268	L54447	L	300.5	310.5	1,695	26.7	28	0	No Failure
8,200	L55379	L	299.2	310.7	1,737	27	225	1	Tool Wear Failure
3,466	M18325	M	301.8	310.7	1,383	45.7	44	0	No Failure
3,563	L50742	L	301.7	310.6	1,471	43.8	80	0	No Failure
2,078	L49257	L	299.4	309.4	1,701	31.2	199	0	No Failure
7,319	H36732	H	299.9	310.3	1,535	43.9	154	0	No Failure
2,066	L49245	L	299.7	309.6	1,419	45.1	170	0	No Failure
6,841	L54020	L	301.1	311.1	1,799	21.7	206	0	No Failure
6,827	L54006	L	301	310.9	1,822	21.6	168	0	No Failure
8,835	L56014	L	297.4	308.8	1,473	46.2	167	0	No Failure
3,075	L50254	L	300.1	309.2	1,783	27.3	118	0	No Failure
39	H29452	H	298.9	309.2	1,379	50.7	106	0	No Failure
3,753	H33166	H	302.3	311.1	1,455	40.3	145	0	No Failure
7,816	M22675	M	299.9	311.3	1,703	28.4	134	0	No Failure
8,547	L55726	L	298.4	309.3	1,716	28.4	66	0	No Failure
6,135	L53314	L	301	311	1,581	37	127	0	No Failure
6,426	L53605	L	300.3	309.9	1,393	56.1	12	0	No Failure
7,212	L54391	L	299.8	309.7	1,431	40.3	101	0	No Failure
2,489	L49668	L	298.9	308.7	1,356	50.7	185	0	No Failure
4,818	L51997	L	303.5	312.1	1,674	30.8	0	0	No Failure
3,485	L50664	L	301.9	310.8	1,519	39	90	0	No Failure
3	L47182	L	298.1	308.5	1,498	49.4	5	0	No Failure
4,704	M19563	M	303.6	311.8	1,432	42.5	150	0	No Failure
81	H29494	H	298.8	308.8	1,445	49.9	4	0	No Failure
9,284	M24143	M	298.3	309	1,802	27.5	71	0	No Failure
7,688	M22547	M	300.7	311.7	2,097	18.9	232	1	Tool Wear Failure
4,535	L51714	L	302.4	310.2	1,633	28	164	0	No Failure
6,109	M20968	M	300.8	310.9	1,678	28.1	63	0	No Failure
1,419	L48598	L	298.8	309.9	1,320	47.4	210	0	No Failure
7,266	L54445	L	300.4	310.6	1,384	48.7	24	0	No Failure
7,365	L54544	L	299.5	309.9	1,402	51.7	58	0	No Failure
4,224	L51403	L	302	310.7	1,657	31.9	37	0	No Failure
5,476	L52655	L	302.7	312.2	1,336	46.8	179	0	No Failure
6,553	L53732	L	301.4	310.7	1,786	26.1	123	0	No Failure
7,279	H36692	H	300	310.1	1,714	28.7	55	0	No Failure
4,242	L51421	L	302.4	311	1,475	47.9	79	0	No Failure
2,937	M17796	M	300.9	309.7	1,394	48.8	192	0	No Failure
6,914	L54093	L	300.8	311.2	1,481	38.5	181	0	random failures
5,959	L53138	L	300.6	310.8	1,533	38.5	117	0	No Failure
5,337	L52516	L	303.2	312.4	1,663	33.7	71	0	No Failure
6,487	L53666	L	300.5	309.8	1,939	21.4	164	0	No Failure
6,529	L53708	L	301.2	310.5	1,546	40	55	0	No Failure
9,339	H38752	H	298.5	309	1,531	30.8	212	0	No Failure
7,019	M21878	M	300.7	310.7	1,377	46.7	36	0	No Failure
6,398	M21257	M	300	309.6	1,587	32.6	152	0	No Failure
268	L47447	L	297.9	308	1,954	21.1	42	0	No Failure
454	L47633	L	297.4	308.7	1,510	36.2	92	0	No Failure
6,042	M20901	M	300.7	311	1,418	49.3	106	0	No Failure
1,369	H30782	H	298.8	310.3	1,708	27.1	78	0	No Failure
1,366	L48545	L	298.7	310.1	1,676	33.5	70	0	No Failure
7,514	L54693	L	300.4	311.8	2,261	14.9	5	0	No Failure
1,821	L49000	L	298.1	307.5	1,493	43.7	153	0	No Failure
2,174	M17033	M	299.5	309.2	1,495	41.6	17	0	No Failure
2,340	L49519	L	299.2	308.2	1,466	41.3	8	0	No Failure
6,122	L53301	L	300.9	311.1	1,457	37.4	96	0	No Failure
3,513	M18372	M	301.8	311	1,393	49.5	168	0	No Failure
2,947	M17806	M	300.7	309.5	1,622	30.5	14	0	No Failure
3,042	L50221	L	300.4	309.5	1,543	38.9	37	0	No Failure
1,769	M16628	M	298.3	307.8	1,485	42	13	0	No Failure
6,913	M21772	M	300.8	311.2	1,634	31.9	178	0	No Failure
4,931	L52110	L	303.4	312.3	1,663	33.9	78	0	No Failure
3,143	L50322	L	300.6	310	1,658	34.7	88	0	No Failure
7,084	L54263	L	300.7	310.4	1,416	61.8	209	1	Power Failure
7,487	L54666	L	300.3	311.7	1,635	31.8	156	0	No Failure
9,750	H39163	H	298.8	310.1	1,483	45.4	192	0	No Failure
7,173	M22032	M	300.1	310.1	1,402	46.6	10	0	No Failure
5,438	M20297	M	302.9	312.6	1,394	46.4	82	0	No Failure
621	M15480	M	298.3	310.1	1,389	49.6	75	0	No Failure
2,852	L50031	L	300.5	309.3	1,373	48.8	211	0	No Failure
57	L47236	L	298.8	309.1	1,477	42.4	158	0	No Failure
8,414	M23273	M	298.6	309.7	1,422	49.7	139	0	No Failure
9,445	L56624	L	298.1	308.9	2,136	15.9	78	0	No Failure
6,413	L53592	L	300.4	310	1,423	44.2	189	0	No Failure
8,323	L55502	L	298.7	309.6	1,364	44.9	106	0	No Failure
3,941	L51120	L	302.3	311.5	1,395	54.2	198	0	No Failure

Subsets and Splits

No community queries yet

The top public SQL queries from the community will appear here once available.