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
3,545	M18404	M	301.9	310.9	1,483	37	35	0	No Failure
6,472	L53651	L	300.4	309.6	1,523	38.5	124	0	No Failure
4,714	L51893	L	303.5	311.8	1,451	45.2	173	0	No Failure
1,032	L48211	L	296.4	307.5	1,549	36.1	58	0	No Failure
5,385	M20244	M	302.9	312.4	1,421	46	206	0	No Failure
1,796	M16655	M	298.1	307.7	1,498	38.3	81	0	No Failure
2,651	L49830	L	299.9	309.6	1,280	59.3	163	0	No Failure
2,147	L49326	L	299.3	308.8	1,647	32.9	172	0	No Failure
6,860	M21719	M	301.1	311.3	1,909	22.7	38	0	No Failure
5,113	M19972	M	304.1	313.6	1,441	43.7	131	0	No Failure
1,078	L48257	L	296.8	307.6	1,547	36.5	179	0	No Failure
642	L47821	L	297.9	309.5	1,390	47.9	127	0	No Failure
7,985	L55164	L	301	312.3	1,550	34.9	111	0	No Failure
2,678	L49857	L	299.8	309.5	1,495	39.6	10	0	No Failure
3,712	L50891	L	302.2	311.5	1,543	38.5	37	0	No Failure
7,635	M22494	M	300.3	311.3	1,506	40.7	98	0	No Failure
5,180	M20039	M	304	313.1	1,450	42.8	101	0	No Failure
9,437	L56616	L	298	308.6	1,481	42.5	54	0	No Failure
6,524	M21383	M	301.1	310.2	1,850	27.7	44	0	No Failure
5,303	L52482	L	303.9	313.1	1,491	37.2	195	0	No Failure
5,738	L52917	L	302.3	311.8	1,574	42.8	215	0	No Failure
5,200	L52379	L	303.8	312.8	1,503	40	154	0	No Failure
1,189	L48368	L	297.3	308.4	1,339	52.1	36	0	No Failure
5,595	L52774	L	302.6	311.9	1,598	35.5	69	0	No Failure
4,421	H33834	H	302.6	310.2	1,873	21.3	87	0	No Failure
3,397	M18256	M	301.4	310.6	1,459	35	87	0	No Failure
5,378	L52557	L	302.9	312.4	2,030	19.1	192	0	No Failure
5,169	H34582	H	304.1	313.4	1,696	29.6	65	0	No Failure
8,786	L55965	L	297.5	308.6	1,694	27.1	36	0	No Failure
526	L47705	L	297.4	309.4	1,466	45.5	53	0	No Failure
812	L47991	L	296.8	307.6	1,588	37.6	126	0	No Failure
8,628	L55807	L	297.4	308.3	1,347	45.8	43	0	No Failure
539	M15398	M	297.4	309.3	1,499	36.8	88	0	No Failure
1,761	L48940	L	298.1	307.5	1,684	33.1	200	0	No Failure
1,898	L49077	L	297.8	307.4	1,418	41.2	155	0	No Failure
8,068	M22927	M	300.6	312	1,490	39.8	94	0	No Failure
5,933	L53112	L	300.5	310.5	1,515	36.6	54	0	No Failure
4,186	L51365	L	302.2	310.6	1,348	48.4	161	1	Heat Dissipation Failure
3,250	L50429	L	301.1	309.8	1,493	38.9	149	0	No Failure
9,967	L57146	L	298.3	307.9	1,507	41.2	149	0	No Failure
1,948	L49127	L	298.2	308.1	1,462	49.9	69	0	No Failure
936	M15795	M	295.5	306	1,641	36.6	21	0	No Failure
6,790	M21649	M	301.1	310.5	1,646	30.7	76	0	No Failure
3,551	M18410	M	301.9	311	1,432	41.5	51	0	No Failure
3,697	L50876	L	302.1	311.2	1,454	46.8	0	0	No Failure
8,501	L55680	L	298.3	309.5	1,711	30.3	148	0	No Failure
8,847	M23706	M	297.4	308.8	1,325	62.4	204	1	Tool Wear Failure
6,313	M21172	M	300.9	310.2	1,533	38.1	137	0	No Failure
4,359	H33772	H	302	309.9	1,606	34.5	156	0	No Failure
9,808	L56987	L	298.2	309	1,413	55	145	0	No Failure
1,531	L48710	L	298.1	309	1,497	40.5	58	0	No Failure
3,934	L51113	L	302.6	311.6	1,576	34.7	182	0	No Failure
6,972	M21831	M	300.7	311	1,559	42.8	121	0	No Failure
8,335	M23194	M	298.8	309.7	1,459	47.3	141	0	No Failure
7,971	M22830	M	300.9	312.1	1,297	48.6	76	0	No Failure
3,912	M18771	M	302.3	311.3	1,339	50.8	123	0	No Failure
8,360	M23219	M	298.6	309.6	1,525	42.4	2	0	No Failure
9,309	L56488	L	298.4	309.1	1,423	48	135	0	No Failure
6,933	L54112	L	300.8	311.4	1,322	67.2	18	1	Power Failure
2,724	L49903	L	299.7	309.4	1,362	51.9	117	0	No Failure
7,472	L54651	L	300.3	311.7	1,365	53.3	113	0	No Failure
8,097	M22956	M	300.2	311.7	1,555	37.4	169	0	No Failure
1,015	L48194	L	296.2	307.2	1,445	41.8	20	0	No Failure
7,469	L54648	L	300.3	311.6	1,560	37.7	107	0	No Failure
8,092	L55271	L	300.2	311.6	1,375	56.9	155	0	No Failure
3,352	L50531	L	301.4	310.8	1,680	31.4	185	0	No Failure
336	L47515	L	297.4	308.1	1,749	25.9	8	0	No Failure
3,927	L51106	L	302.6	311.5	1,609	36	162	0	No Failure
7,371	M22230	M	299.6	310.1	1,455	46.1	76	0	No Failure
8,207	L55386	L	299.3	310.8	1,483	43.5	15	0	No Failure
7,418	M22277	M	300.1	311.3	1,495	41	193	0	No Failure
9,670	L56849	L	299.1	310.3	1,619	31.1	242	0	No Failure
5,064	H34477	H	304	312.9	1,495	46.6	0	0	No Failure
9,288	L56467	L	298.2	308.9	1,709	28.1	81	0	No Failure
1,693	M16552	M	298.1	307.6	1,764	27.7	23	0	No Failure
6,496	M21355	M	300.6	309.8	1,694	31.1	187	0	No Failure
7,699	L54878	L	300.6	311.5	1,419	38.6	31	0	No Failure
3,845	L51024	L	302.4	311.1	1,484	45.9	169	0	No Failure
9,480	H38893	H	298.9	309.6	1,600	33.5	175	0	No Failure
8,125	L55304	L	300.2	311.4	1,568	41	32	0	No Failure
1,329	M16188	M	298.8	310.1	1,719	28.8	206	0	No Failure
5,141	M20000	M	304.3	313.6	1,585	32.1	202	0	No Failure
6,458	L53637	L	300.7	310	1,395	48	85	0	No Failure
3,877	L51056	L	302.6	311.8	1,627	31.8	23	0	No Failure
4,736	L51915	L	303.2	311.5	1,544	42.5	227	0	No Failure
9,902	M24761	M	298.7	309.2	1,423	48.9	187	0	No Failure
7,819	L54998	L	299.8	311.2	2,142	16.6	144	0	No Failure
9,316	L56495	L	298.5	309.5	1,569	41	153	0	No Failure
354	H29767	H	297.5	308.3	1,674	30	54	0	No Failure
9,211	M24070	M	297.9	309	2,456	13.9	82	0	No Failure
3,050	L50229	L	300.1	309.2	1,326	55.9	55	0	No Failure
2,317	L49496	L	299.2	308.8	1,542	39.2	179	0	No Failure
9,262	H38675	H	298.3	309	1,470	38.4	10	0	No Failure
7,074	L54253	L	300.7	310.6	1,491	43.2	187	0	No Failure
1,350	L48529	L	298.7	310.2	1,402	45.9	30	0	No Failure
5,988	L53167	L	300.7	310.8	1,608	39.5	202	0	No Failure
8,066	M22925	M	300.5	311.9	1,670	26.3	89	0	No Failure
476	L47655	L	297.4	309.1	1,380	41.1	152	0	No Failure
2,721	L49900	L	299.6	309.2	1,559	39.1	110	0	No Failure
9,379	L56558	L	297.6	308.3	1,816	28.8	106	0	No Failure

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