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
9,570	M24429	M	299.8	311	1,948	20	185	0	No Failure
633	H30046	H	298.3	310	1,419	47.1	105	0	No Failure
9,141	L56320	L	297.5	308.5	1,373	39.9	110	0	No Failure
3,112	L50291	L	300	309.2	1,759	27.9	5	0	No Failure
3,529	L50708	L	302	310.9	1,378	53.1	212	1	Overstrain Failure
6,203	L53382	L	301	310.9	1,296	54.9	69	0	No Failure
5,989	H35402	H	300.7	310.8	1,296	58.2	204	0	No Failure
6,904	M21763	M	301	311.6	1,609	35.8	156	0	No Failure
1,814	L48993	L	298.1	307.7	1,479	45	136	0	No Failure
8,690	L55869	L	297.1	308.4	1,543	39.6	205	0	No Failure
9,045	L56224	L	297.4	308.4	1,378	39.9	63	0	No Failure
3,176	L50355	L	300.3	309.6	1,468	44.7	179	0	No Failure
896	M15755	M	295.6	306.2	1,435	51.6	126	0	No Failure
2,190	H31603	H	299.7	309.2	1,554	41.6	62	0	No Failure
287	L47466	L	298.2	308.3	1,589	33.2	94	0	No Failure
6,462	L53641	L	300.6	310	1,505	35.9	95	0	No Failure
8,095	H37508	H	300.2	311.6	1,662	28.8	162	0	No Failure
1,659	H31072	H	298.1	308	1,570	35.3	159	0	No Failure
9,699	L56878	L	298.8	309.8	1,663	28.2	67	0	No Failure
8,714	L55893	L	297.2	308.6	1,917	24.1	54	0	No Failure
2,900	L50079	L	300.6	309.4	1,410	40.6	99	0	No Failure
9,355	M24214	M	298.2	308.8	1,607	31.9	39	0	No Failure
1,212	H30625	H	296.9	308	1,416	46.9	105	0	No Failure
7,111	M21970	M	300.8	310.4	1,518	36	59	0	No Failure
6,052	L53231	L	300.9	311	1,382	51.2	136	0	No Failure
547	L47726	L	297.5	309.4	1,809	24.3	110	0	No Failure
6,614	L53793	L	301.7	310.6	1,513	41.1	64	0	No Failure
7,578	L54757	L	300.4	311.2	1,530	32	169	0	No Failure
5,119	M19978	M	304.2	313.6	1,512	33.4	146	0	No Failure
663	M15522	M	297.6	308.9	1,479	38.1	182	0	No Failure
4,413	L51592	L	302.6	310.5	1,450	43.2	68	0	No Failure
9,601	M24460	M	298.9	310	1,561	45.3	58	0	No Failure
1,125	M15984	M	296.7	307.8	1,258	69	105	1	Power Failure
1,664	M16523	M	298.1	307.9	1,759	28.6	176	0	No Failure
4,646	L51825	L	303.3	311.4	1,732	25.6	232	0	No Failure
7,808	M22667	M	300	311.5	1,451	49	115	0	No Failure
3,855	L51034	L	302.4	311	1,338	67.6	194	1	Power Failure
3,839	L51018	L	302.4	311.1	1,880	24.5	156	0	No Failure
751	L47930	L	296.7	308	1,535	36.8	210	0	No Failure
9,939	L57118	L	298.3	308.1	1,528	33.9	82	0	No Failure
4,152	M19011	M	301.9	310.4	1,373	48	73	1	Heat Dissipation Failure
7,152	H36565	H	300.2	309.9	1,906	22.9	165	0	No Failure
6,212	L53391	L	300.8	310.6	1,360	48.8	91	0	No Failure
977	M15836	M	296	306.6	1,392	51.3	124	0	No Failure
4,812	M19671	M	303.4	312	1,748	28.4	200	0	No Failure
9,424	L56603	L	298.1	308.5	1,676	30.5	22	0	No Failure
9,343	H38756	H	298.3	308.9	1,706	31.8	8	0	No Failure
979	M15838	M	296.2	306.8	1,526	42.3	129	0	No Failure
498	L47677	L	297.4	309	1,505	39.2	209	0	No Failure
8,299	H37712	H	298.7	310.1	1,435	45.6	37	0	No Failure
8,308	M23167	M	298.7	310.1	1,402	69.7	64	1	Power Failure
4,926	L52105	L	303.4	312.3	1,680	30.6	67	0	No Failure
3,785	L50964	L	302.2	310.8	1,744	29.7	16	0	No Failure
5,274	L52453	L	303.6	313.1	1,395	44.1	120	0	No Failure
1,952	L49131	L	298	307.8	1,839	22.7	79	0	No Failure
7,298	L54477	L	300.1	310.5	1,500	39.8	107	0	No Failure
7,610	L54789	L	300.5	311.3	1,490	41.8	39	0	No Failure
9,807	L56986	L	298.3	309.1	1,417	60.5	143	0	No Failure
8,060	L55239	L	300.2	311.6	1,540	37.7	71	0	No Failure
2,307	L49486	L	299.1	308.6	1,260	57.8	152	0	No Failure
3,631	L50810	L	302	311.2	1,845	27.3	45	0	No Failure
8,670	M23529	M	297.5	308.8	1,471	52.3	152	0	No Failure
6,954	L54133	L	300.8	311.3	1,462	41.4	75	0	No Failure
6,891	M21750	M	300.9	311.4	1,532	41.5	126	0	No Failure
1,192	M16051	M	297.2	308.3	1,776	28	43	0	No Failure
887	L48066	L	295.7	306.2	1,458	40.6	103	0	No Failure
8,745	M23604	M	297.4	308.7	1,798	23	135	0	No Failure
3,804	L50983	L	302.2	310.9	1,531	37.5	60	0	No Failure
6,663	M21522	M	301.3	310.4	2,093	18.7	190	0	No Failure
9,114	L56293	L	297.6	308.6	1,744	28.5	42	0	No Failure
5,289	L52468	L	303.8	313.2	1,531	39.4	159	0	No Failure
1,840	L49019	L	297.7	307.1	1,715	30.2	0	0	No Failure
9,004	L56183	L	297.1	307.9	1,342	49.1	179	0	No Failure
1,924	L49103	L	298	307.7	1,529	34.1	11	0	No Failure
4,984	L52163	L	303.8	313.1	1,869	25.8	211	0	No Failure
6,796	L53975	L	301.4	310.8	1,477	50.4	90	0	No Failure
8,800	L55979	L	297.3	308.4	1,472	41.3	67	0	No Failure
8,522	L55701	L	298.4	309.5	1,376	50.4	202	0	No Failure
409	M15268	M	297.4	308.6	1,434	44.4	193	0	No Failure
6,809	L53988	L	301	310.7	1,391	45	123	0	No Failure
8,229	M23088	M	299.1	310.4	1,422	49.3	69	0	No Failure
6,033	L53212	L	300.7	310.8	1,754	27.7	84	0	No Failure
8,842	L56021	L	297.3	308.7	1,506	39.3	187	0	No Failure
9,038	L56217	L	297.3	308.2	1,896	24.4	47	0	No Failure
9,745	L56924	L	298.8	310.1	1,574	36.2	181	0	No Failure
1,257	M16116	M	297.5	308.9	1,535	37.7	12	0	No Failure
7,725	M22584	M	300.5	311.6	1,454	41.4	108	0	No Failure
892	L48071	L	295.7	306.1	1,408	47.9	117	0	No Failure
2,588	L49767	L	299	308.7	2,248	16.8	204	0	No Failure
4,088	L51267	L	301.9	310.4	1,376	54.9	126	1	Heat Dissipation Failure
199	L47378	L	298.4	308.7	1,588	35	99	0	No Failure
7,244	M22103	M	300	310.2	1,393	51.2	190	0	No Failure
9,470	L56649	L	298.6	309.4	1,698	33.2	147	0	No Failure
2,269	L49448	L	299.2	308.5	1,438	46.6	63	0	No Failure
2,772	L49951	L	299.9	309.5	1,451	39.4	18	0	No Failure
5,640	L52819	L	302.6	312.1	1,668	28.7	180	0	random failures
8,336	M23195	M	299	309.8	2,240	15.9	144	0	No Failure
5,940	L53119	L	300.5	310.5	1,409	60.9	73	0	No Failure
6,602	M21461	M	301.5	310.7	1,347	47.9	29	0	No Failure
742	L47921	L	296.9	308.3	1,513	38.8	189	0	No Failure

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