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EddyGiusepe
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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
2,387	L49566	L	299.1	308.4	1,543	37.9	130	0	No Failure
8,974	L56153	L	296.8	307.4	1,549	48.3	105	0	No Failure
2,979	H32392	H	300.5	309.4	1,642	36.2	103	0	No Failure
7,690	L54869	L	300.6	311.7	1,432	39.2	2	0	No Failure
1,465	L48644	L	298.8	310	1,412	46.3	107	0	No Failure
9,219	L56398	L	297.7	308.8	1,354	50.2	103	0	No Failure
6,508	L53687	L	301	310.1	1,558	32.6	0	0	No Failure
7,481	M22340	M	300.2	311.4	1,570	35.3	138	0	No Failure
5,121	M19980	M	304.2	313.6	1,424	43.7	151	0	No Failure
6,266	L53445	L	300.8	310.3	1,383	46.6	19	0	No Failure
1,525	L48704	L	298.2	309	1,601	35.8	43	0	No Failure
3,840	M18699	M	302.3	311	1,578	33.5	158	0	No Failure
1,592	L48771	L	298.2	308.4	1,355	49.4	209	0	No Failure
6,693	M21552	M	301.8	311	1,839	23.6	30	0	No Failure
1,339	L48518	L	298.6	310.1	1,721	27.2	5	0	No Failure
2,127	L49306	L	299.3	309	1,449	46.5	121	0	No Failure
6,387	L53566	L	300.2	309.7	1,656	34.3	120	0	No Failure
968	M15827	M	295.9	306.6	1,532	38.6	104	0	No Failure
2,487	M17346	M	298.9	308.7	1,772	28.4	177	0	No Failure
9,800	M24659	M	298.5	309.3	1,551	34.7	121	0	No Failure
7,454	H36867	H	300.3	311.7	1,432	47.7	61	0	No Failure
7,804	M22663	M	299.8	311.3	1,517	41.2	105	0	No Failure
2,521	L49700	L	298.8	308.6	1,535	41.2	40	0	No Failure
5,410	L52589	L	302.7	312.4	1,433	44.2	17	0	No Failure
987	H30400	H	296.4	307.1	1,638	32.5	146	0	No Failure
9,887	L57066	L	298.8	309.6	1,903	22.3	145	0	No Failure
9,547	M24406	M	299.7	311.2	1,560	43.9	126	0	No Failure
7,716	L54895	L	300.5	311.5	1,302	49.6	80	0	No Failure
452	H29865	H	297.5	308.6	1,440	46.1	84	0	No Failure
2,445	L49624	L	299.2	308.6	1,267	68.2	76	1	Power Failure
1,691	M16550	M	297.9	307.4	1,435	42.9	18	0	No Failure
4,718	M19577	M	303.4	311.6	1,425	45.4	184	0	No Failure
3,643	L50822	L	302.3	311.6	1,309	57.6	77	0	No Failure
2,925	L50104	L	300.8	309.7	1,461	44.3	158	0	No Failure
3,827	H33240	H	302.3	310.8	1,438	43.8	119	0	No Failure
2,660	H32073	H	299.8	309.3	1,595	32.1	183	0	No Failure
4,511	L51690	L	302.4	310.2	1,346	62.4	106	1	Heat Dissipation Failure
1,357	L48536	L	298.6	309.9	1,593	37.4	47	0	No Failure
8,829	L56008	L	297.3	308.7	1,587	35.8	148	0	No Failure
733	L47912	L	297.2	308.6	1,924	22.1	163	0	No Failure
8,634	L55813	L	297.4	308.3	1,336	53.7	61	0	No Failure
8,154	L55333	L	299.6	310.8	1,507	42.4	108	0	No Failure
6,501	M21360	M	300.9	310	1,416	46.6	201	0	No Failure
2,931	H32344	H	300.7	309.6	1,403	51.3	174	0	No Failure
610	L47789	L	298.1	309.9	1,629	32.5	45	0	No Failure
3,368	H32781	H	301.5	310.7	1,790	26.2	8	0	No Failure
3,741	L50920	L	302.3	311.2	1,401	49.7	118	0	No Failure
5,050	H34463	H	304	313.1	1,472	45.5	166	0	No Failure
1,349	L48528	L	298.7	310.2	1,363	45.5	28	0	No Failure
3,329	L50508	L	301.6	310.6	1,418	43.9	129	0	No Failure
1,705	M16564	M	298.1	307.8	1,503	44.7	54	0	No Failure
1,732	M16591	M	298.3	307.9	1,485	42	117	0	No Failure
1,565	M16424	M	298	308.2	2,090	19	143	0	No Failure
5,164	M20023	M	304.2	313.4	1,713	23.5	50	0	No Failure
4,377	M19236	M	301.9	309.6	1,551	34.6	211	0	No Failure
4,172	M19031	M	302.2	310.5	1,832	23.7	129	0	No Failure
7,653	L54832	L	300.3	311.4	1,346	51.1	147	0	No Failure
3,986	L51165	L	302.3	311.2	1,386	50.3	110	0	No Failure
8,011	L55190	L	300.8	311.8	1,323	61.1	178	0	No Failure
5,999	M20858	M	300.4	310.2	1,613	36.9	231	0	No Failure
6,800	M21659	M	301.1	310.7	2,636	12.2	100	1	Power Failure
2,761	L49940	L	299.8	309.2	1,400	42.6	210	0	No Failure
4,510	L51689	L	302.4	310.1	1,429	43.7	104	0	No Failure
4,122	M18981	M	302.1	310.7	1,364	47.8	213	1	Heat Dissipation Failure
3,172	L50351	L	300.4	309.6	1,386	56.9	170	0	No Failure
9,545	L56724	L	299.6	311	1,708	31	122	0	No Failure
182	H29595	H	298.2	308.3	1,824	24.2	49	0	No Failure
3,674	H33087	H	302.3	311.7	1,449	44.5	152	0	No Failure
3,736	M18595	M	302.2	311.1	1,434	58.6	102	0	No Failure
3,187	M18046	M	300.2	309.4	1,456	48.8	205	0	No Failure
5,548	M20407	M	302.3	311.7	1,540	28.9	149	0	No Failure
6,416	L53595	L	300.4	310.1	1,503	42.2	196	0	No Failure
7,714	M22573	M	300.5	311.4	2,072	18.8	75	0	No Failure
5,806	M20665	M	301.4	310.9	1,557	39.3	174	0	No Failure
2,828	L50007	L	300.4	309.4	1,412	51.6	153	0	No Failure
7,314	L54493	L	299.9	310.4	1,408	38.4	144	0	No Failure
2,626	L49805	L	299.7	309.4	1,399	39.9	91	0	No Failure
9,308	L56487	L	298.3	309.1	1,395	49.8	133	0	No Failure
4,937	L52116	L	303.5	312.4	1,284	70.6	94	1	Power Failure
6,704	M21563	M	301.5	310.7	1,744	28.2	61	0	No Failure
3,639	M18498	M	302.3	311.5	1,445	44.8	65	0	No Failure
5,772	L52951	L	301.6	311.2	1,525	43.7	91	0	No Failure
239	L47418	L	297.9	308.1	1,393	50.3	193	0	No Failure
6,409	L53588	L	300.3	309.9	1,601	31.7	180	0	No Failure
5,825	L53004	L	301.2	311	1,596	37.2	219	0	No Failure
6,179	L53358	L	301.1	310.9	1,282	67.9	10	1	Power Failure
1,982	L49161	L	298	307.6	1,385	45	158	0	No Failure
800	M15659	M	297	307.8	1,579	34.1	94	0	No Failure
3,102	H32515	H	299.8	309	1,467	37.3	193	0	No Failure
8,965	M23824	M	297.2	307.9	1,456	44.9	85	0	No Failure
6,948	M21807	M	300.7	311.3	1,562	37.1	58	0	No Failure
5,833	L53012	L	301.3	311.2	1,675	32.1	12	0	No Failure
6,540	L53719	L	301.4	310.7	1,436	54.1	90	0	No Failure
9,914	L57093	L	298.5	308.8	1,589	30.6	11	0	No Failure
9,525	H38938	H	299	310.3	1,658	27.6	69	0	No Failure
998	M15857	M	296.3	307.2	1,446	45.9	180	0	No Failure
6,732	L53911	L	301.6	310.9	1,385	51.2	132	0	No Failure
9,268	L56447	L	298.2	308.8	1,362	57.3	28	0	No Failure
2,349	L49528	L	299.2	308.4	1,436	41.8	28	0	No Failure
4,294	L51473	L	301.8	310	1,393	44.9	208	0	No Failure