Datasets:

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
4,571	L51750	L	302.8	310.9	1,312	52.2	40	1	Heat Dissipation Failure
9,213	L56392	L	298	308.9	1,390	53.9	88	0	No Failure
5,396	L52575	L	302.8	312.4	1,529	36.8	237	0	No Failure
2,910	L50089	L	300.7	309.6	1,500	44.1	122	0	No Failure
6,131	L53310	L	301	310.9	1,473	44.2	116	0	No Failure
8,912	L56091	L	297.1	308.3	1,773	23.8	169	0	No Failure
5,722	M20581	M	302.3	311.8	1,443	43.4	175	0	No Failure
841	L48020	L	296.6	307.5	1,582	37.9	197	0	No Failure
7,932	L55111	L	300.7	311.7	1,499	38.4	205	0	No Failure
7,962	L55141	L	301	312.2	1,264	59	57	0	No Failure
9,910	L57089	L	298.7	309.1	1,607	32.7	2	0	No Failure
4,237	L51416	L	302.2	310.9	1,604	40.5	68	0	No Failure
6,064	L53243	L	301.1	311.1	1,450	43.3	168	0	No Failure
1,946	L49125	L	298.1	308.1	1,616	32.8	65	0	No Failure
9,600	L56779	L	299	310.1	1,463	37.4	56	0	No Failure
9,734	M24593	M	298.9	310.1	1,442	42.9	153	0	No Failure
2,097	M16956	M	299.5	309.4	1,387	56.2	32	0	No Failure
1,278	M16137	M	298.2	309.4	1,408	46.5	76	0	No Failure
6,397	L53576	L	300	309.6	1,526	46.4	150	0	No Failure
7,888	L55067	L	300.7	312.4	1,590	37.9	98	0	No Failure
9,697	L56876	L	298.9	309.9	1,404	39.8	62	0	No Failure
1,710	L48889	L	298.2	307.8	1,749	26.1	66	0	No Failure
8,863	M23722	M	298	309.2	1,558	41.7	35	0	No Failure
6,988	L54167	L	300.7	311.1	2,437	13.8	163	0	No Failure
3,755	L50934	L	302.3	311	1,442	43.7	152	0	No Failure
4,475	L51654	L	302.7	310.5	1,563	35	8	0	No Failure
3,831	L51010	L	302.3	310.9	1,891	22.7	135	0	No Failure
3,744	L50923	L	302.5	311.4	1,759	24.6	124	0	No Failure
513	L47692	L	297.5	309.2	1,426	44.8	24	0	No Failure
3,235	L50414	L	300.8	309.4	1,489	38.4	109	0	No Failure
103	L47282	L	298.8	308.8	1,555	40.6	61	0	No Failure
651	L47830	L	297.6	309.2	1,611	33.1	155	0	No Failure
3,980	L51159	L	302.3	311.3	1,439	41.8	96	0	No Failure
3,900	M18759	M	302.1	311	1,711	28.7	83	0	No Failure
6,289	L53468	L	301	310.5	1,317	50.9	75	0	No Failure
2,197	M17056	M	299.7	308.9	1,551	35.4	82	0	No Failure
2,895	L50074	L	300.7	309.6	1,733	24.8	85	0	No Failure
4,129	L51308	L	301.9	310.4	1,708	24.8	17	0	No Failure
7,207	L54386	L	299.8	309.7	1,457	51.9	89	0	No Failure
7,948	L55127	L	300.8	311.7	1,426	45.5	16	0	No Failure
9,672	L56851	L	299	310.2	1,412	44.1	246	0	No Failure
5,611	L52790	L	303.1	312.4	1,407	41.2	107	0	No Failure
4,968	L52147	L	303.9	312.6	1,426	53.4	172	0	No Failure
8,027	L55206	L	300.7	311.9	1,399	50.2	222	1	Overstrain Failure
3,641	H33054	H	302.4	311.6	1,544	39.1	70	0	No Failure
8,051	L55230	L	300.7	312	1,401	51.1	50	0	No Failure
8,284	H37697	H	298.9	310.6	1,615	33	221	0	No Failure
9,221	L56400	L	297.8	308.9	1,282	58.1	108	0	No Failure
9,509	L56688	L	299.2	310.4	1,611	36.4	32	0	No Failure
6,897	M21756	M	301	311.6	1,454	40	140	0	No Failure
6,519	H35932	H	301	310	1,212	67.9	30	0	No Failure
1,942	L49121	L	298.1	307.9	1,425	58.2	57	0	No Failure
9,872	M24731	M	298.9	309.8	1,947	21.7	105	0	No Failure
8,934	M23793	M	297.3	308.3	1,544	41.7	6	0	No Failure
6,379	L53558	L	300	309.6	1,514	44.6	98	0	No Failure
4,283	L51462	L	301.9	309.9	1,374	48.5	180	1	Heat Dissipation Failure
2,943	L50122	L	300.7	309.5	1,461	49.9	0	0	No Failure
4,367	L51546	L	302	309.9	1,388	51.4	183	0	No Failure
5,409	L52588	L	302.6	312.4	1,628	33	15	0	No Failure
5,380	L52559	L	302.9	312.4	1,446	41.7	196	0	No Failure
3,032	M17891	M	300.5	309.7	1,389	43.3	9	0	No Failure
7,305	L54484	L	300.1	310.5	1,394	44.3	121	0	No Failure
4,349	L51528	L	301.9	309.8	1,507	44.7	131	0	No Failure
4,872	L52051	L	303.7	312.4	1,513	40.1	135	0	No Failure
7,907	L55086	L	300.9	312.4	1,372	51	142	0	No Failure
9,428	L56607	L	298.2	308.8	1,540	34.8	32	0	No Failure
9,202	L56381	L	297.8	308.7	1,404	44.2	62	0	No Failure
7,896	L55075	L	300.8	312.6	1,422	50	117	0	No Failure
7,225	L54404	L	299.8	309.6	1,598	31	139	0	No Failure
4,311	L51490	L	301.4	310	1,776	25.6	30	0	No Failure
1,653	H31066	H	297.9	307.8	1,635	34	142	0	No Failure
66	L47245	L	299	309.1	1,394	45.1	179	0	No Failure
474	M15333	M	297.4	309	1,520	37	147	0	No Failure
661	M15520	M	297.7	309.2	1,700	27.4	176	0	No Failure
2,906	L50085	L	300.6	309.4	1,552	36.4	113	0	No Failure
8,603	L55782	L	297.4	308.1	1,729	31.7	204	0	No Failure
243	L47422	L	298	308.2	1,348	58.8	202	1	Overstrain Failure
7,352	L54531	L	299.7	310.2	1,458	43.4	28	0	No Failure
1,321	M16180	M	299	310.3	1,540	38.1	182	0	No Failure
5,083	H34496	H	304.1	313.2	1,590	43.4	52	0	No Failure
6,804	M21663	M	301.1	310.7	1,367	43.4	111	0	No Failure
6,556	H35969	H	301.5	310.7	1,394	46.7	130	0	No Failure
40	L47219	L	298.8	309.1	1,350	52.5	111	0	No Failure
4,320	M19179	M	301.6	310.2	1,411	45.1	54	0	No Failure
1,489	L48668	L	298.2	309.1	1,568	36.3	166	0	No Failure
2,333	L49512	L	299.2	308.5	1,378	50.4	220	1	Overstrain Failure
6,219	H35632	H	301	310.6	1,366	50.6	106	0	No Failure
2,674	L49853	L	299.8	309.4	1,480	40.9	2	0	No Failure
9,585	L56764	L	299.3	310.5	1,529	41.3	17	0	No Failure
5,171	M20030	M	304.1	313.3	1,480	38.4	72	0	No Failure
207	L47386	L	298.5	308.7	1,609	35.3	117	0	No Failure
345	M15204	M	297.5	308.2	2,448	13.8	29	0	No Failure
5,811	L52990	L	301.3	311	1,856	21.9	189	0	No Failure
7,097	L54276	L	300.6	310.2	1,489	47.8	21	0	No Failure
9,356	L56535	L	298.3	308.9	1,708	28	42	0	No Failure
5,719	L52898	L	302.4	312	1,621	32.5	169	0	No Failure
4,372	L51551	L	302	309.8	1,480	40	199	0	No Failure
7,929	L55108	L	300.6	311.7	1,497	43.6	198	0	No Failure
2,468	M17327	M	298.9	308.6	1,574	33.5	128	0	No Failure
4,559	L51738	L	302.7	310.7	1,369	47.5	11	1	Heat Dissipation Failure

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