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
6,856	M21715	M	301.1	311.3	1,654	30.7	28	0	No Failure
2,932	L50111	L	300.8	309.7	1,373	45.4	179	0	No Failure
5,642	L52821	L	302.6	312.1	1,473	37.3	184	0	No Failure
1,121	H30534	H	296.6	307.7	1,654	31	91	0	No Failure
4,540	L51719	L	302.5	310.3	1,592	32.6	174	0	No Failure
9,289	L56468	L	298.2	308.9	1,444	53.1	83	0	No Failure
2,227	M17086	M	299.6	308.9	1,685	27.8	161	0	No Failure
9,459	L56638	L	298.4	309.1	1,417	40.6	121	0	No Failure
5,510	L52689	L	302.8	312.2	1,509	36.5	52	0	random failures
3,538	M18397	M	302	311	1,980	21.5	20	0	No Failure
7,625	L54804	L	300.6	311.7	1,507	45.5	74	0	No Failure
1,508	M16367	M	298	308.6	1,376	55.7	214	0	No Failure
6,083	L53262	L	300.9	310.7	1,352	46.4	212	0	No Failure
1,478	L48657	L	298.3	309.4	1,570	35.6	138	0	No Failure
9,300	M24159	M	298.1	308.9	1,335	50.4	110	0	No Failure
9,674	M24533	M	299	310.1	1,593	35.4	5	0	No Failure
1,358	L48537	L	298.6	309.9	1,461	45.7	49	0	No Failure
925	L48104	L	295.5	306	1,800	27.6	208	0	No Failure
9,159	H38572	H	297.4	308.4	1,487	46.2	150	0	No Failure
9,313	H38726	H	298.5	309.4	1,573	33.6	143	0	No Failure
9,410	L56589	L	298	308.5	1,664	28.3	196	0	No Failure
2,297	L49476	L	299.4	308.7	1,553	42.7	128	0	No Failure
8,563	L55742	L	298.1	308.9	1,351	52.4	102	0	No Failure
1,943	L49122	L	298.1	308	1,456	42.4	59	0	No Failure
5,450	L52629	L	303.1	312.8	2,329	15.1	113	0	No Failure
1,327	L48506	L	298.9	310.2	1,411	46.5	202	0	No Failure
3,100	M17959	M	299.9	309.1	1,513	43.8	188	0	No Failure
9,989	L57168	L	298.9	308.6	1,771	24.1	213	0	No Failure
7,834	L55013	L	300	311.4	1,604	38.7	185	0	No Failure
2,558	M17417	M	299.4	309.1	1,440	50	134	0	No Failure
1,868	L49047	L	298.1	307.9	1,502	41.8	79	0	No Failure
8,230	L55409	L	299.1	310.5	1,739	27.4	72	0	No Failure
2,321	H31734	H	299.2	308.8	1,440	39.1	188	0	No Failure
8,859	L56038	L	297.8	308.9	1,506	33.5	26	0	No Failure
8,099	L55278	L	300.2	311.6	1,500	39	174	0	No Failure
798	L47977	L	296.8	307.7	1,565	40.1	89	0	No Failure
9,245	L56424	L	298.3	308.8	1,767	27.3	168	0	No Failure
9,754	L56933	L	298.5	309.8	1,593	35.1	203	0	No Failure
20	M14879	M	298.9	309.3	1,632	32.5	55	0	No Failure
1,669	L48848	L	298.2	307.9	1,551	34.1	190	0	No Failure
9,998	M24857	M	299	308.6	1,645	33.4	22	0	No Failure
1,314	L48493	L	298.9	310.2	1,359	56.9	166	0	No Failure
3,177	L50356	L	300.3	309.6	1,435	45.4	181	0	No Failure
9,918	M24777	M	298.5	308.8	1,557	36	21	0	No Failure
3,392	L50571	L	301.5	310.7	1,466	47.3	77	0	No Failure
7,586	L54765	L	300.4	311.1	1,397	50.8	189	0	No Failure
9,840	M24699	M	298.4	309.2	1,491	51.2	13	0	No Failure
6,479	L53658	L	300.5	309.8	1,663	29.1	145	1	No Failure
4,233	L51412	L	302.2	310.9	1,452	42.3	56	0	No Failure
5,270	L52449	L	303.5	312.9	1,504	44.8	111	0	No Failure
664	L47843	L	297.5	308.9	1,469	44	185	0	No Failure
2,794	L49973	L	300.3	309.6	1,597	31.8	73	0	No Failure
6,463	H35876	H	300.6	310	1,483	44	97	0	No Failure
8,954	L56133	L	297.3	308	1,518	36	59	0	No Failure
9,924	M24783	M	298.5	308.7	1,615	33.3	41	0	No Failure
9,816	M24675	M	298.4	309.1	1,576	38.8	167	0	No Failure
434	M15293	M	297.6	308.5	1,848	23.7	37	0	No Failure
8,286	L55465	L	298.9	310.6	1,387	52.7	2	0	No Failure
9,884	H39297	H	298.7	309.6	1,654	34.3	136	0	No Failure
1,513	H30926	H	298	308.7	1,503	36.3	5	0	No Failure
1,253	L48432	L	297.5	308.8	1,533	41.5	223	0	No Failure
8,103	L55282	L	300.3	311.8	1,413	46	182	0	No Failure
5,696	L52875	L	302.4	311.8	1,451	42	110	0	No Failure
4,503	L51682	L	302.4	310.2	1,642	28.3	88	0	No Failure
4,534	M19393	M	302.4	310.3	1,375	52.5	161	1	Heat Dissipation Failure
9,011	L56190	L	297.2	307.9	1,441	40	195	0	No Failure
3,120	L50299	L	300.1	309.4	1,858	23.6	26	0	No Failure
8,537	M23396	M	298.6	309.5	1,426	45.4	38	0	No Failure
3,590	L50769	L	301.7	310.5	2,465	13.7	149	0	No Failure
4,157	M19016	M	302	310.5	1,823	25.1	87	0	No Failure
9,599	L56778	L	299	310.2	1,490	41.1	54	0	No Failure
9,586	M24445	M	299.3	310.5	1,563	42.1	19	0	No Failure
1,417	M16276	M	298.7	309.9	2,083	18.2	205	0	No Failure
7,643	M22502	M	300.4	311.4	1,604	31.7	119	0	No Failure
2,198	L49377	L	299.7	309	1,412	49.2	85	0	No Failure
1,789	L48968	L	298.3	308	1,442	47.3	65	0	No Failure
8,684	L55863	L	297.2	308.5	1,447	47.9	188	0	No Failure
9,230	M24089	M	298.1	309	2,042	17.8	129	0	No Failure
4,078	L51257	L	302	310.5	1,635	39.8	99	0	No Failure
2,429	M17288	M	299	308.3	1,377	47.2	35	0	No Failure
8,895	M23754	M	297.5	308.7	1,546	38	123	0	No Failure
8,324	H37737	H	298.7	309.5	1,453	40.4	108	0	No Failure
2,002	L49181	L	298.4	308.2	1,604	34.9	11	0	No Failure
8,875	L56054	L	298.1	309.3	1,443	45.3	70	0	No Failure
3,366	M18225	M	301.4	310.6	1,630	30.3	2	0	No Failure
5,219	L52398	L	303.8	312.9	1,589	37.2	203	0	No Failure
4,148	L51327	L	301.9	310.3	1,398	44	65	0	No Failure
3,017	L50196	L	300.5	309.8	1,441	48.8	200	0	No Failure
4,049	L51228	L	301.9	311	2,691	12.1	31	1	Power Failure
1,404	L48583	L	299	310.2	1,372	48	174	0	No Failure
970	L48149	L	295.9	306.6	1,412	41	109	0	No Failure
602	L47781	L	297.9	309.7	2,194	16.8	27	0	No Failure
7,692	M22551	M	300.5	311.5	1,370	56.1	7	0	No Failure
3,704	M18563	M	302	311.2	1,418	49.5	17	0	No Failure
1,104	M15963	M	296.7	307.4	1,540	38.7	45	0	No Failure
5,650	M20509	M	302.5	311.9	1,414	51.6	205	0	No Failure
6,057	L53236	L	300.8	310.8	1,634	29.2	149	0	No Failure
4,464	L51643	L	302.8	310.6	2,016	19.9	199	0	No Failure
1,118	L48297	L	296.5	307.4	1,523	40.7	85	0	No Failure
4,731	L51910	L	303.3	311.7	1,508	35.5	217	0	No Failure

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