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
4,973	H34386	H	303.8	312.6	1,811	24.9	183	0	No Failure
3,628	L50807	L	302.2	311.5	1,588	30.6	39	0	No Failure
3,894	L51073	L	302.3	311.2	1,549	40.6	66	0	No Failure
7,071	L54250	L	300.7	310.7	1,333	61	177	0	No Failure
8,548	M23407	M	298.4	309.4	1,666	24.3	68	0	No Failure
1,260	M16119	M	297.5	308.9	1,280	48.5	19	0	No Failure
358	L47537	L	297.6	308.4	1,517	34.2	66	0	No Failure
5,955	L53134	L	300.8	310.9	1,732	25.7	109	0	No Failure
5,518	L52697	L	302.6	311.9	1,448	49.5	72	0	No Failure
6,949	L54128	L	300.7	311.2	1,457	51.4	61	0	No Failure
34	L47213	L	298.9	309.3	1,665	32.5	93	0	No Failure
779	L47958	L	296.7	308	1,580	32.2	39	0	No Failure
1,347	L48526	L	298.6	310.1	1,533	33.9	24	0	No Failure
8,511	L55690	L	298.3	309.7	1,484	44.3	173	0	No Failure
2,858	M17717	M	300.4	309.2	1,528	37.2	228	0	No Failure
1,304	L48483	L	298.7	309.9	1,593	42.5	146	0	No Failure
8,804	L55983	L	297.4	308.5	1,486	48.6	75	0	No Failure
5,100	L52279	L	304.2	313.5	1,438	50.1	100	0	No Failure
9,153	L56332	L	297.5	308.6	1,260	53.6	137	0	No Failure
5,373	H34786	H	302.9	312.3	1,509	46.8	175	0	No Failure
8,530	M23389	M	298.5	309.4	1,522	47.4	20	0	No Failure
479	L47658	L	297.4	309	1,833	22.6	161	0	No Failure
5,702	M20561	M	302.5	311.9	1,347	54.3	125	0	No Failure
8,595	L55774	L	297.4	308	1,356	51.9	184	0	No Failure
8,940	M23799	M	297.3	308.4	1,434	44.8	21	0	No Failure
5,576	H34989	H	302.4	312	1,477	39.7	18	0	No Failure
6,425	M21284	M	300.3	310	1,409	43.2	9	0	No Failure
7,482	H36895	H	300.2	311.4	1,506	36.1	141	0	No Failure
3,367	M18226	M	301.4	310.7	1,692	32.3	5	0	No Failure
5,041	H34454	H	304.1	313.2	1,586	34.6	139	0	No Failure
7,292	L54471	L	300.2	310.5	1,416	46.7	90	0	No Failure
8,367	M23226	M	298.9	309.8	1,836	22.8	18	0	No Failure
9,899	L57078	L	298.7	309.2	1,396	44.8	178	0	No Failure
1,699	L48878	L	297.9	307.6	1,481	38	40	0	No Failure
5,048	M19907	M	304.1	313.3	1,680	29.3	158	0	No Failure
4,100	L51279	L	302	310.4	1,464	47.2	159	0	No Failure
6,389	H35802	H	300.3	309.9	1,509	46.6	125	0	No Failure
4,077	M18936	M	302	310.6	1,539	37.4	96	0	No Failure
2,670	H32083	H	299.7	309.3	1,494	37.8	214	0	No Failure
8,057	L55236	L	300.1	311.5	1,499	43.4	65	0	No Failure
2,215	H31628	H	299.7	309.2	1,355	44.8	127	0	No Failure
6,725	L53904	L	301.3	310.6	1,560	36.8	113	0	No Failure
4,629	M19488	M	303	311.1	1,597	36.7	191	0	No Failure
2,699	L49878	L	300	309.4	2,010	20	55	0	No Failure
4,228	L51407	L	302.2	310.8	1,383	46.9	45	0	No Failure
8,828	L56007	L	297.2	308.7	1,463	49.9	146	0	No Failure
5,366	L52545	L	303.1	312.6	1,548	36.4	150	0	No Failure
9,536	M24395	M	299.3	310.6	1,609	31.4	99	0	No Failure
3,891	L51070	L	302.3	311.2	1,386	53.5	59	0	No Failure
3,386	L50565	L	301.5	310.7	1,466	43.6	56	0	No Failure
7,288	M22147	M	300.2	310.4	1,530	35.7	80	0	No Failure
1,262	H30675	H	297.6	309	1,885	25.2	24	0	No Failure
5,317	M20176	M	303.6	312.8	1,689	33.1	16	0	No Failure
5,320	M20179	M	303.5	312.7	1,402	47	23	0	No Failure
7,149	M22008	M	300.3	309.8	1,617	40.8	158	0	No Failure
8,656	L55835	L	297.3	308.3	1,268	60.6	119	0	No Failure
6,728	L53907	L	301.5	310.8	1,785	25.5	120	0	No Failure
8,795	M23654	M	297.4	308.5	1,497	36.4	56	0	No Failure
8,903	H38316	H	297.4	308.7	1,522	46.3	146	0	No Failure
1,512	L48691	L	298.1	308.7	1,642	30.3	3	0	No Failure
7,135	M21994	M	300.5	310	1,406	50.2	119	0	No Failure
6,120	L53299	L	300.9	311.1	1,471	39.3	91	0	No Failure
3,593	H33006	H	301.6	310.4	1,369	45.4	156	0	No Failure
8,014	M22873	M	300.9	312	1,402	50.7	185	0	No Failure
4,525	M19384	M	302.5	310.5	1,527	38.8	136	0	No Failure
3,291	L50470	L	301.2	310.2	1,385	42.3	42	0	No Failure
8,004	M22863	M	300.8	312	1,274	67.3	159	0	No Failure
5,091	M19950	M	303.9	313.2	1,570	40.7	74	0	No Failure
7,595	L54774	L	300.6	311.3	1,531	38.5	0	0	No Failure
1,721	L48900	L	298.2	307.7	1,459	44.5	89	0	No Failure
5,307	H34720	H	304	313.2	1,612	31.7	206	0	No Failure
7,529	M22388	M	300.1	311.3	1,748	26.6	42	0	No Failure
2,447	L49626	L	299.3	308.6	1,422	48.9	83	0	No Failure
3,026	L50205	L	300.5	309.6	1,366	50.2	219	0	No Failure
3,869	M18728	M	302.7	311.7	1,759	29.9	5	0	No Failure
1,196	M16055	M	297	308	1,408	47.9	54	0	No Failure
6,423	L53602	L	300.3	309.9	1,377	55.3	4	0	No Failure
2,008	L49187	L	298.6	308.4	1,562	34.4	25	0	No Failure
6,793	L53972	L	301.2	310.6	1,811	24	84	0	No Failure
1,316	L48495	L	299	310.3	1,520	45	171	0	No Failure
6,115	M20974	M	300.8	310.8	1,549	35.5	79	0	No Failure
5,848	L53027	L	301.4	311.3	1,397	42.3	48	0	No Failure
6,246	L53425	L	300.9	310.4	1,445	41.7	180	0	No Failure
62	M14921	M	298.8	309	1,592	38.2	169	0	No Failure
1,131	L48310	L	296.8	307.9	1,413	46.5	121	0	No Failure
2,618	L49797	L	299.4	309.1	1,670	35.9	68	0	No Failure
7,747	M22606	M	300.4	311.7	1,508	45.4	164	0	No Failure
7,219	H36632	H	299.9	309.8	1,400	48.7	119	0	No Failure
1,809	L48988	L	298.1	307.7	2,567	12.8	125	1	Power Failure
5,431	L52610	L	302.8	312.5	1,694	28.4	66	0	No Failure
2,123	M16982	M	299.2	308.8	1,523	38.9	112	0	No Failure
453	M15312	M	297.4	308.6	1,643	31	89	0	No Failure
2,110	M16969	M	299.3	309	1,496	43.4	67	0	No Failure
1,322	L48501	L	298.9	310.2	1,362	53	185	0	No Failure
2,367	L49546	L	299.3	308.5	1,485	44.7	78	0	No Failure
8,799	L55978	L	297.3	308.4	1,469	46.7	65	0	No Failure
3,254	L50433	L	301.1	309.6	1,502	48.9	160	0	No Failure
6,996	M21855	M	300.6	310.7	1,705	31.2	181	0	No Failure
9,736	L56915	L	299	310.1	1,444	47.7	161	0	No Failure
3,561	L50740	L	301.8	310.7	1,680	32.4	76	0	No Failure

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