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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
427	L47606	L	297.4	308.5	1,501	44.9	20	0	No Failure
7,814	L54993	L	300	311.5	1,455	41.7	130	0	No Failure
2,643	L49822	L	299.8	309.5	1,542	40.3	141	0	No Failure
6,182	L53361	L	301	310.8	1,975	19.7	17	0	No Failure
5,737	M20596	M	302.4	311.9	1,439	36.6	212	0	No Failure
8,823	L56002	L	297.4	308.8	1,462	49.7	132	0	No Failure
4,213	M19072	M	302	310.6	1,392	60.5	10	0	No Failure
6,632	M21491	M	301.5	310.4	1,378	55.3	109	0	No Failure
7,656	L54835	L	300.4	311.5	1,596	32.5	154	0	No Failure
9,613	M24472	M	299	310.2	1,625	31.8	89	0	No Failure
8,088	L55267	L	300.1	311.4	1,446	40.6	147	0	No Failure
2,933	L50112	L	300.9	309.7	1,460	42.1	181	0	No Failure
7,436	L54615	L	299.9	311.3	1,504	40.7	20	0	No Failure
2,162	L49341	L	299.4	309.1	1,464	40.5	215	0	No Failure
6,236	L53415	L	301.3	310.9	1,596	33.9	157	0	No Failure
6,530	L53709	L	301.3	310.6	1,481	40.9	57	0	No Failure
2,166	L49345	L	299.5	309.1	1,476	47.8	223	0	No Failure
7,565	M22424	M	300.3	311.2	1,381	65.2	136	1	Power Failure
8,003	M22862	M	300.9	312.1	1,851	23	156	0	No Failure
8,116	L55295	L	300.4	311.8	1,367	57.2	10	0	No Failure
1,373	M16232	M	298.8	310.3	1,573	41.8	91	0	No Failure
5,975	L53154	L	300.5	310.7	1,488	39.4	159	0	No Failure
5,776	L52955	L	301.6	311.1	1,907	21.5	102	0	No Failure
2,723	L49902	L	299.6	309.3	1,558	34.8	115	0	No Failure
1,806	H31219	H	298.1	307.7	1,376	56.2	113	0	No Failure
5,264	L52443	L	303.5	312.8	1,877	22.3	96	0	No Failure
5,512	L52691	L	302.8	312.1	1,958	20.3	56	0	No Failure
8,990	L56169	L	297.2	307.9	1,469	48.2	144	0	No Failure
6,738	M21597	M	301.7	311	1,537	33.5	146	0	No Failure
8,220	L55399	L	299	310.4	1,504	34.3	48	0	No Failure
8,210	L55389	L	299.3	310.8	1,391	46.9	21	0	No Failure
1,862	M16721	M	297.9	307.6	1,609	30.3	64	0	No Failure
857	L48036	L	296.1	307.1	1,898	22.7	20	0	No Failure
1,151	L48330	L	297.1	307.9	1,456	50	166	0	No Failure
1,053	L48232	L	296.7	307.7	1,927	23.9	112	0	No Failure
9,454	H38867	H	298.2	309	1,360	56.8	107	0	No Failure
6,138	M20997	M	300.9	310.8	1,988	19.7	136	0	No Failure
4,243	L51422	L	302.4	311	1,462	48.5	81	0	No Failure
6,768	L53947	L	301.3	310.9	1,509	41.7	16	0	No Failure
9,205	L56384	L	297.8	308.8	1,621	36.1	68	0	No Failure
6,440	L53619	L	300.6	310.1	1,656	32.7	44	0	No Failure
3,733	M18592	M	302.2	311.2	1,347	49.8	94	0	No Failure
2,939	L50118	L	300.7	309.5	1,479	34.5	197	0	No Failure
9,698	M24557	M	298.8	309.8	1,413	45.5	64	0	No Failure
7,432	M22291	M	300	311.4	1,352	61.8	10	0	No Failure
2,733	L49912	L	299.7	309.2	1,346	57.4	138	0	No Failure
3,906	M18765	M	302.2	311.2	1,561	34.9	106	0	No Failure
3,607	L50786	L	301.7	310.7	1,318	55	194	0	No Failure
2,303	L49482	L	299.2	308.5	1,515	39.8	141	0	No Failure
974	L48153	L	295.9	306.6	1,679	30.4	117	0	No Failure
6,190	M21049	M	301	310.9	1,910	21.9	37	0	No Failure
4,825	L52004	L	303.4	311.8	1,499	45	16	0	No Failure
9,563	M24422	M	299.7	311	1,435	50.1	168	0	No Failure
2,087	H31500	H	299.4	309.3	1,439	49.7	9	0	No Failure
415	L47594	L	297.4	308.4	1,588	32.5	207	0	No Failure
1,816	M16675	M	298.1	307.6	1,565	36.3	140	0	No Failure
9,785	M24644	M	298.7	309.8	1,435	48.8	71	0	No Failure
8,901	M23760	M	297.3	308.6	1,584	29.4	141	0	No Failure
2,182	H31595	H	299.5	309.1	1,548	44.3	40	0	No Failure
7,188	L54367	L	300.4	310.5	1,402	54.3	44	0	No Failure
2,001	L49180	L	298.4	308.1	1,279	53.1	9	0	No Failure
7,345	L54524	L	299.6	310.1	1,384	49.8	11	0	No Failure
8,862	L56041	L	297.9	309.1	1,619	34.7	33	0	No Failure
9,633	M24492	M	299	310	1,337	57.4	146	0	No Failure
5,522	L52701	L	302.6	311.9	1,397	46.9	82	0	No Failure
4,057	L51236	L	301.9	310.9	1,597	36.9	50	0	No Failure
7,465	L54644	L	300.1	311.3	1,535	42.3	92	0	No Failure
2,116	L49295	L	299.4	309	1,404	47.3	86	0	No Failure
9,976	M24835	M	298.6	308.3	1,589	34.1	174	0	No Failure
1,323	H30736	H	298.9	310.1	1,452	49.9	187	0	No Failure
6,502	M21361	M	300.9	310	1,600	36	204	0	No Failure
2,436	L49615	L	298.9	308.2	1,686	30.4	53	0	No Failure
150	L47329	L	298.4	308.3	1,473	39.9	184	0	No Failure
7,676	L54855	L	300.5	311.6	1,447	45.4	204	0	No Failure
7,924	M22783	M	300.8	312	1,450	45	183	0	No Failure
9,900	L57079	L	298.7	309.2	1,586	31.4	180	0	No Failure
3,914	M18773	M	302.4	311.4	1,675	29.6	128	0	No Failure
6,404	L53583	L	300.1	309.6	1,649	33.6	168	0	No Failure
4,682	M19541	M	303.6	311.8	1,659	34.7	94	0	No Failure
7,100	M21959	M	300.7	310.2	1,373	44.1	28	0	No Failure
618	M15477	M	298.1	310	1,393	43.1	65	0	No Failure
8,707	L55886	L	297.2	308.6	1,335	53	39	0	No Failure
4,669	H34082	H	303.3	311.4	1,692	27.9	55	0	No Failure
5,532	M20391	M	302.3	311.7	1,504	37.3	107	0	No Failure
6,541	M21400	M	301.4	310.7	1,368	63.7	92	1	Power Failure
1,385	L48564	L	298.9	310.3	1,484	43.8	124	0	No Failure
8,606	L55785	L	297.5	308.4	1,633	33.3	213	0	No Failure
7,590	L54769	L	300.4	311	1,802	26	197	0	No Failure
9,408	L56587	L	297.8	308.3	1,435	50.1	189	0	No Failure
290	L47469	L	298.1	308.4	1,436	46.7	103	0	No Failure
194	H29607	H	298.2	308.4	1,678	34.6	81	0	No Failure
9,082	L56261	L	297.3	308	1,527	35.1	165	0	No Failure
6,411	L53590	L	300.4	310.1	1,544	41.9	184	0	No Failure
3,264	L50443	L	301.3	310	1,344	54.8	186	0	No Failure
1,113	M15972	M	296.5	307.4	1,350	55.6	69	0	No Failure
303	H29716	H	297.8	308.4	1,512	35.1	138	0	No Failure
3,424	L50603	L	301.4	310.4	1,496	35.2	153	0	No Failure
7,123	L54302	L	300.9	310.4	1,788	27.8	90	0	No Failure
5,412	L52591	L	302.8	312.6	1,462	39.4	22	0	No Failure
9,052	L56231	L	297.4	308.6	1,820	24.6	79	0	No Failure