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
5,103	M19962	M	304.1	313.5	1,587	33.6	108	0	No Failure
5,991	M20850	M	300.7	310.7	1,343	51.6	211	0	No Failure
374	L47553	L	297.4	308.3	1,412	42	111	0	No Failure
564	L47743	L	297.7	309.6	1,529	35.2	153	0	No Failure
1,239	M16098	M	297.1	308.4	1,615	32.6	184	0	No Failure
8,311	L55490	L	298.7	309.9	1,465	39.7	72	0	No Failure
8,888	L56067	L	297.8	308.9	1,530	37.6	106	0	No Failure
7,194	L54373	L	300.1	310.1	1,306	64.7	57	0	No Failure
3,498	L50677	L	301.9	311	1,642	33.1	126	0	No Failure
4,418	L51597	L	302.6	310.4	1,365	66.8	80	1	Heat Dissipation Failure
6,134	L53313	L	301.1	311.1	1,470	40.9	125	0	No Failure
1,606	L48785	L	297.8	307.8	1,396	42.5	23	0	No Failure
846	L48025	L	296.3	307.3	1,439	41.5	208	0	No Failure
9,947	L57126	L	298.3	307.9	1,502	42	103	0	No Failure
1,864	M16723	M	297.9	307.7	1,517	39.5	69	0	No Failure
1,994	M16853	M	298.3	308	1,463	42.5	190	0	No Failure
8,915	M23774	M	297.3	308.5	1,524	49.3	176	0	No Failure
1,325	M16184	M	298.8	310.1	1,243	74.5	194	1	Power Failure
9,151	M24010	M	297.5	308.6	1,347	57	132	0	No Failure
1,662	M16521	M	298.2	308	1,411	47.2	168	0	No Failure
2,584	L49763	L	299.2	308.9	1,342	50.8	195	0	No Failure
6,437	L53616	L	300.4	310	1,769	26.1	38	0	No Failure
7,430	L54609	L	300	311.4	1,590	33.6	5	0	No Failure
1,307	L48486	L	298.8	310	1,487	41.4	152	0	No Failure
670	H30083	H	297.5	308.9	1,471	37.7	197	0	No Failure
2,402	M17261	M	299.2	308.6	1,367	47.6	168	0	No Failure
5,440	L52619	L	303	312.5	1,626	30.5	87	0	No Failure
8,387	M23246	M	298.9	309.9	1,501	37.1	70	0	No Failure
9,148	L56327	L	297.7	308.7	1,688	27.2	125	0	No Failure
8,361	L55540	L	298.6	309.6	1,540	35.8	5	0	No Failure
1,835	L49014	L	297.8	307.2	1,498	38.1	188	0	No Failure
4,683	L51862	L	303.6	311.8	1,567	31.7	97	0	No Failure
1,467	L48646	L	298.7	309.8	1,365	50.5	111	0	No Failure
881	M15740	M	295.8	306.3	1,235	76.2	89	1	Power Failure
1,170	L48349	L	297	308.1	1,355	43.7	217	0	No Failure
3,052	L50231	L	300.2	309.3	1,366	49.3	59	0	No Failure
369	L47548	L	297.5	308.4	1,489	39.5	96	0	No Failure
3,784	H33197	H	302.2	310.8	1,397	47.6	11	0	No Failure
6,349	L53528	L	300.2	309.8	1,557	33.8	19	0	No Failure
3,577	L50756	L	301.6	310.4	1,599	41.7	116	0	No Failure
3,201	M18060	M	300.1	309.2	1,454	44.4	19	0	No Failure
5,390	L52569	L	302.8	312.3	1,366	49.1	221	0	No Failure
1,377	M16236	M	298.8	310.2	1,527	31.2	102	0	No Failure
3,280	L50459	L	301.2	309.9	1,382	52.4	13	0	No Failure
7,085	L54264	L	300.6	310.3	1,794	24.4	211	0	No Failure
7	L47186	L	298.1	308.6	1,558	42.4	14	0	No Failure
3,388	M18247	M	301.6	310.8	1,290	65.3	63	0	No Failure
9,429	H38842	H	298.2	308.8	1,837	28.4	34	0	No Failure
5,290	M20149	M	303.9	313.3	1,507	34.3	161	0	No Failure
6,263	L53442	L	301	310.6	1,641	33.4	12	0	No Failure
7,561	M22420	M	300.3	311.3	1,377	53.8	125	0	No Failure
5,238	L52417	L	303.8	313	1,499	42.3	38	0	No Failure
2,062	L49241	L	299.7	309.6	1,359	50.7	161	0	No Failure
6,031	L53210	L	300.6	310.7	1,397	53.7	80	0	No Failure
5,184	M20043	M	303.9	313	1,901	22.5	110	0	No Failure
9,879	L57058	L	298.7	309.7	1,293	59.1	125	0	No Failure
4,841	L52020	L	303.4	311.9	1,298	63.9	59	1	Heat Dissipation Failure
9,147	L56326	L	297.6	308.6	1,528	40	123	0	No Failure
2,086	L49265	L	299.5	309.3	1,462	46.7	7	0	No Failure
7,544	L54723	L	300.3	311.5	1,446	45	82	0	No Failure
1,432	M16291	M	298.9	309.9	1,404	41.4	20	0	No Failure
5,881	L53060	L	301.5	311.1	1,434	49.6	129	0	No Failure
9,321	L56500	L	298.4	309.3	1,409	43.1	166	0	No Failure
6,514	L53693	L	301.1	310	1,513	38	17	0	No Failure
3,871	L51050	L	302.7	311.8	1,461	46.1	10	0	No Failure
8,174	H37587	H	299.9	311.4	1,497	37	162	0	No Failure
5,345	L52524	L	303.4	312.8	1,360	50.8	94	0	No Failure
1,658	M16517	M	298.1	308	1,374	48.8	156	0	No Failure
2,896	M17755	M	300.7	309.6	1,473	48.1	87	0	No Failure
9,120	M23979	M	297.4	308.4	1,675	29.5	59	0	No Failure
6,325	M21184	M	300.7	310.1	1,367	52.6	167	0	No Failure
2,486	L49665	L	298.8	308.6	1,593	35.5	175	0	No Failure
5,658	L52837	L	302.3	311.5	1,794	26.1	7	0	No Failure
6,481	L53660	L	300.7	309.9	1,775	26.6	149	0	No Failure
7,764	L54943	L	300.4	311.6	1,200	76.6	3	1	Power Failure
4,284	M19143	M	301.8	309.9	1,334	61	182	1	Heat Dissipation Failure
5,900	H35313	H	300.9	310.6	1,686	27.7	176	0	No Failure
8,689	L55868	L	297.1	308.5	1,483	46.9	203	0	No Failure
6,612	H36025	H	301.5	310.5	1,587	33.8	57	0	No Failure
944	M15803	M	295.6	306.2	1,477	45	40	0	No Failure
4,058	L51237	L	302	310.9	1,495	38.6	52	0	No Failure
3,597	L50776	L	301.7	310.5	1,354	50	169	0	No Failure
1,505	L48684	L	298	308.7	1,506	47	208	0	No Failure
4,023	L51202	L	302.1	310.9	1,666	30.7	203	0	No Failure
3,376	M18235	M	301.4	310.6	1,459	46.9	27	0	No Failure
9,638	L56817	L	299.2	310.3	1,463	38.9	160	0	No Failure
8,946	L56125	L	297.4	308.2	1,639	33.8	39	0	No Failure
9,827	L57006	L	298.4	309.2	1,345	52.7	196	0	No Failure
7,375	L54554	L	299.5	310	1,379	50.4	85	0	No Failure
1,226	H30639	H	297.1	308.3	1,492	41.5	141	0	No Failure
393	M15252	M	297.6	308.5	1,490	43.4	154	0	No Failure
4,222	L51401	L	301.9	310.6	1,467	39.3	32	0	No Failure
9,047	L56226	L	297.4	308.4	1,664	28.1	67	0	No Failure
2,070	H31483	H	299.7	309.6	1,553	41	179	0	No Failure
1,084	L48263	L	297	307.8	1,683	32.3	197	0	No Failure
8,916	L56095	L	297.1	308.3	1,403	54.1	179	0	No Failure
7,334	M22193	M	299.9	310.4	1,367	53.3	201	0	No Failure
1,517	L48696	L	298.2	308.9	1,278	54	18	0	No Failure
3,842	L51021	L	302.4	311.1	1,565	42.8	163	0	No Failure
3,903	L51082	L	302.2	311.1	1,630	34.6	94	0	No Failure

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