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
6,211	L53390	L	300.8	310.5	1,434	44.5	89	0	No Failure
3,989	L51168	L	302.2	311.3	1,554	40.2	118	0	No Failure
3,918	L51097	L	302.6	311.7	1,542	34.1	137	0	No Failure
1,820	M16679	M	298.1	307.6	2,066	19.2	150	0	No Failure
6,001	H35414	H	300.4	310.2	1,431	43.2	0	0	No Failure
2,859	L50038	L	300.5	309.3	1,417	51.5	231	1	Overstrain Failure
4,059	M18918	M	302	310.9	1,456	47.2	54	0	No Failure
4,667	M19526	M	303.3	311.5	1,569	36.6	47	0	No Failure
9,418	H38831	H	298.1	308.4	1,515	43.8	6	0	No Failure
8,959	M23818	M	297.4	308.1	1,734	27.7	70	0	No Failure
6,647	L53826	L	301.5	310.5	1,479	34.2	147	0	No Failure
8,064	M22923	M	300.3	311.7	1,551	36.4	84	0	No Failure
443	L47622	L	297.4	308.5	1,399	61.5	61	1	Power Failure
5,453	M20312	M	303	312.7	1,553	35.8	122	0	No Failure
117	L47296	L	298.9	308.7	1,564	34.1	99	0	No Failure
2,213	L49392	L	299.7	309.1	1,475	40	123	0	No Failure
9,667	M24526	M	299.1	310.3	1,838	24	235	0	No Failure
306	L47485	L	297.8	308.4	2,129	19.2	148	0	No Failure
2,426	L49605	L	298.8	308.1	1,472	53.5	28	0	No Failure
1,881	L49060	L	298.1	307.7	1,705	29.1	109	0	No Failure
4,856	L52035	L	303.7	312.3	1,375	46.2	98	0	No Failure
5,915	L53094	L	300.7	310.3	1,592	36	14	0	No Failure
5,210	M20069	M	303.8	312.7	1,507	38.5	180	0	No Failure
8,349	M23208	M	298.7	309.6	1,452	42.7	180	0	No Failure
4,461	L51640	L	302.6	310.5	1,596	32.8	193	0	No Failure
868	H30281	H	295.9	306.5	1,594	33.2	55	0	No Failure
4,895	H34308	H	303.8	312.5	1,447	46.6	198	0	No Failure
2,023	L49202	L	298.7	308.4	1,373	46.9	60	0	No Failure
7,195	L54374	L	300.1	310.1	1,380	52.6	59	0	No Failure
5,698	L52877	L	302.5	311.9	1,354	49.4	117	0	No Failure
7,835	L55014	L	300	311.4	1,483	45.6	187	0	No Failure
1,105	L48284	L	296.6	307.4	1,389	42.7	48	0	No Failure
224	L47403	L	298.4	308.6	1,569	34.4	160	0	No Failure
4,972	L52151	L	303.8	312.7	1,838	27.8	181	0	No Failure
7,142	M22001	M	300.4	309.8	1,356	44.4	136	0	No Failure
8,417	M23276	M	298.8	310.1	1,585	31.3	147	0	No Failure
5,428	L52607	L	302.7	312.4	1,423	51.9	60	0	No Failure
5,421	L52600	L	302.6	312.3	1,512	34.2	44	0	No Failure
7,546	L54725	L	300.2	311.4	1,891	22.6	86	0	No Failure
983	L48162	L	296.2	306.9	1,516	39.1	138	0	No Failure
656	L47835	L	297.7	309.1	1,435	38.8	165	0	No Failure
7,187	M22046	M	300.4	310.5	1,644	31.4	41	0	No Failure
9,878	L57057	L	298.8	309.7	1,374	58.6	123	0	No Failure
1,516	M16375	M	298.2	308.9	1,614	35.5	15	0	No Failure
7,358	L54537	L	299.6	310.1	1,487	42.9	42	0	No Failure
4,397	H33810	H	302.3	310.1	1,383	42.9	24	0	No Failure
2,624	M17483	M	299.6	309.4	1,283	62.1	83	0	No Failure
3,629	L50808	L	302.2	311.4	1,609	32.1	41	0	No Failure
488	M15347	M	297.4	309.1	1,463	35	183	0	No Failure
5,045	L52224	L	304.1	313.2	1,412	47.5	150	0	No Failure
635	L47814	L	298.3	309.9	1,507	41.6	112	0	No Failure
7,034	M21893	M	300.7	310.8	1,469	46.4	75	0	No Failure
3,053	L50232	L	300.1	309.2	1,421	42.5	61	0	No Failure
4,861	M19720	M	303.6	312.4	1,504	49.5	109	0	No Failure
419	L47598	L	297.4	308.4	2,151	17.7	0	0	No Failure
7,665	H37078	H	300.5	311.7	1,454	50.3	175	0	No Failure
9,913	L57092	L	298.6	308.9	1,327	58.8	9	0	No Failure
4,996	L52175	L	303.6	312.6	1,540	39.8	21	0	No Failure
916	M15775	M	295.4	305.8	1,526	38.2	181	0	No Failure
4,952	L52131	L	303.8	312.7	1,596	36.6	134	0	No Failure
3,790	L50969	L	302.3	310.8	1,650	32.4	26	0	No Failure
1,438	H30851	H	298.8	309.9	1,439	45.2	40	1	No Failure
5,126	M19985	M	304.3	313.5	1,416	48.1	167	0	No Failure
9,328	L56507	L	298.5	309.2	1,504	33.7	182	0	No Failure
6,019	M20878	M	300.8	310.9	1,557	31.6	52	0	No Failure
3,757	L50936	L	302.3	311.1	1,546	33.1	156	0	No Failure
9,281	H38694	H	298.2	308.8	1,470	43.3	61	0	No Failure
4,298	M19157	M	301.8	310.2	1,609	34.2	217	0	No Failure
5,963	L53142	L	300.5	310.8	1,728	26.3	125	0	No Failure
4,111	L51290	L	302	310.6	1,361	46.7	182	0	No Failure
8,521	M23380	M	298.3	309.5	1,543	49.9	199	0	No Failure
2,326	L49505	L	299.3	308.8	1,603	33.9	203	0	No Failure
7,183	L54362	L	300.3	310.3	2,158	16.8	32	0	No Failure
4,985	L52164	L	303.8	313.1	1,256	58.7	213	1	Overstrain Failure
3,923	M18782	M	302.6	311.4	1,757	29.5	151	0	No Failure
5,919	L53098	L	300.6	310.1	1,541	42	23	0	No Failure
7,901	L55080	L	300.8	312.4	1,825	23.8	127	0	No Failure
2,518	L49697	L	298.8	308.5	1,395	44.4	33	0	No Failure
9,893	H39306	H	298.9	309.7	1,407	48.6	161	0	No Failure
3,926	L51105	L	302.6	311.6	1,638	29.6	160	0	No Failure
4,247	L51426	L	302.6	311	1,537	35.5	91	0	No Failure
1,254	L48433	L	297.5	308.8	1,309	57.3	0	0	No Failure
446	L47625	L	297.5	308.6	1,793	26.7	70	0	No Failure
3,603	M18462	M	301.7	310.6	1,417	45.2	185	0	No Failure
469	L47648	L	297.3	308.7	1,619	31.6	129	0	No Failure
1,978	M16837	M	298.1	307.7	1,633	30.7	145	0	No Failure
5,523	L52702	L	302.6	311.9	1,453	39.1	84	0	No Failure
3,167	M18026	M	300.4	309.7	1,539	37.7	156	0	No Failure
7,960	L55139	L	301	312.1	1,585	32.3	50	0	No Failure
3,432	L50611	L	301.6	310.7	1,429	43.6	176	0	No Failure
5,343	M20202	M	303.5	312.8	1,375	45.7	89	0	No Failure
6,850	L54029	L	301.1	311.3	1,498	37.6	11	0	No Failure
6,327	L53506	L	300.6	310	1,455	40.4	172	0	No Failure
6,830	H36243	H	300.9	310.9	1,474	35.7	175	0	No Failure
921	M15780	M	295.5	305.9	1,518	44.1	194	0	No Failure
5,344	L52523	L	303.5	312.8	1,607	38.4	92	0	No Failure
8,981	L56160	L	297	307.6	1,513	42.4	124	0	No Failure
705	L47884	L	297.7	308.9	1,516	33.7	92	0	No Failure
3,330	L50509	L	301.6	310.7	1,683	29.7	131	0	No Failure
8,627	L55806	L	297.4	308.2	1,402	49.7	41	0	No Failure

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