Datasets:

EddyGiusepe
/

Modified_dataset_for_predictive_maintenance

Dataset card Viewer Files Files and versions Community

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
4,076	L51255	L	302	310.6	1,583	38.9	94	0	No Failure
2,149	L49328	L	299.4	308.9	1,583	34.1	176	0	No Failure
7,799	L54978	L	300	311.5	1,812	28.3	94	0	No Failure
8,343	L55522	L	298.7	309.7	1,510	40.6	162	0	No Failure
824	M15683	M	296.6	307.5	1,482	39.9	153	0	No Failure
6,438	L53617	L	300.4	310	1,282	66.1	40	0	No Failure
8,917	L56096	L	297.1	308.2	2,267	15.7	181	0	No Failure
6,232	M21091	M	301.3	311	1,495	40.8	148	0	No Failure
662	M15521	M	297.6	309	1,427	45.6	179	0	No Failure
9,765	L56944	L	298.5	309.5	1,294	66.7	12	1	Power Failure
4,588	M19447	M	302.8	311	1,507	33.4	82	0	No Failure
5,001	L52180	L	303.7	312.8	1,832	23.6	35	0	No Failure
4,784	L51963	L	303.7	312.5	1,641	36	125	0	No Failure
5,559	L52738	L	302.5	311.9	1,553	40.1	187	0	No Failure
9,099	L56278	L	297.3	308.1	1,468	49.8	0	0	No Failure
9,081	L56260	L	297.2	308	1,869	25.4	163	0	No Failure
5,871	L53050	L	301.5	311.1	2,055	16.8	105	0	No Failure
593	H30006	H	297.5	309.5	1,668	27.9	240	0	No Failure
295	M15154	M	298.1	308.5	1,372	51.1	116	0	No Failure
8,296	L55475	L	298.9	310.4	1,739	26.3	30	0	No Failure
1,286	M16145	M	298.5	309.6	1,492	41.7	100	0	No Failure
2,579	L49758	L	299.4	309.3	1,391	46.6	185	0	No Failure
1,678	M16537	M	297.9	307.5	1,647	30.8	212	0	No Failure
9,058	M23917	M	297.3	308.4	1,686	34.5	97	0	No Failure
3,898	M18757	M	302.2	311.1	1,640	32.8	77	0	No Failure
3,256	L50435	L	301	309.7	1,491	42.9	165	0	No Failure
6,723	L53902	L	301.4	310.7	1,657	28.7	108	0	No Failure
309	L47488	L	297.9	308.5	1,305	47.2	155	0	No Failure
4,288	M19147	M	301.7	309.9	1,457	39.2	192	0	No Failure
2,412	L49591	L	299	308.5	1,559	38.1	194	0	No Failure
5,265	L52444	L	303.4	312.8	1,376	53.4	98	0	No Failure
5,941	M20800	M	300.6	310.6	1,427	52.8	75	0	No Failure
237	L47416	L	298.1	308.3	1,495	38.7	188	0	No Failure
135	L47314	L	298.8	308.4	1,369	53	138	0	No Failure
2,176	M17035	M	299.5	309.2	1,590	35.9	22	0	No Failure
9,029	L56208	L	297.4	308.3	1,395	48.7	21	0	No Failure
5,684	M20543	M	302.2	311.6	1,592	37.7	79	0	No Failure
6,252	M21111	M	300.8	310.2	1,598	36.5	195	0	No Failure
2,792	H32205	H	300.4	309.6	1,416	43.3	66	0	No Failure
7,243	H36656	H	299.9	310.1	1,447	51.4	185	0	No Failure
4,361	L51540	L	302.1	310.1	1,543	35.8	164	0	No Failure
2,510	L49689	L	299	308.9	1,511	35.9	16	0	No Failure
8,591	L55770	L	297.4	307.9	1,557	35.5	174	0	No Failure
3,982	M18841	M	302.2	311.3	1,931	21.9	101	0	No Failure
8,080	L55259	L	300.2	311.5	1,528	36.1	125	0	No Failure
5,033	M19892	M	304	313.1	1,694	31.4	116	0	No Failure
5,791	M20650	M	301.7	311.2	1,563	34.5	139	0	No Failure
6,868	L54047	L	301	311.3	1,342	50.9	60	0	No Failure
9,934	L57113	L	298.3	308.3	1,597	32.4	69	0	No Failure
4,068	L51247	L	301.9	310.7	1,429	51	76	0	No Failure
7,445	L54624	L	300.2	311.7	1,286	55.1	42	0	No Failure
2,179	L49358	L	299.6	309.2	1,602	37.3	31	0	No Failure
1,425	L48604	L	298.7	309.7	1,462	46.8	4	0	No Failure
2,986	L50165	L	300.7	309.8	1,596	31.5	123	0	No Failure
7,537	L54716	L	300.1	311.3	2,579	12.5	64	1	Power Failure
8,047	L55226	L	300.6	311.8	1,471	41.4	39	0	No Failure
9,922	M24781	M	298.5	308.7	1,347	48.5	33	0	No Failure
8,075	L55254	L	300.4	312	1,631	34.9	115	0	No Failure
1,883	M16742	M	298	307.6	1,581	43.4	113	0	No Failure
5,916	M20775	M	300.6	310.2	1,532	38.7	16	0	No Failure
1,960	M16819	M	297.8	307.6	1,352	49.4	102	0	No Failure
8,512	L55691	L	298.4	309.7	1,457	44.2	175	0	No Failure
7,788	L54967	L	300.3	311.5	1,378	47.5	64	0	No Failure
3,462	H32875	H	301.6	310.4	1,330	49.5	30	0	No Failure
797	M15656	M	296.9	307.9	2,010	18.9	86	0	No Failure
2,917	L50096	L	300.6	309.6	1,411	41.6	140	0	No Failure
1,454	L48633	L	299.1	310.4	1,450	40.9	85	0	No Failure
6,282	M21141	M	301.3	310.8	1,455	41.2	56	0	No Failure
958	M15817	M	295.7	306.4	1,387	40.1	81	0	No Failure
54	L47233	L	298.7	309	1,565	35.1	152	0	No Failure
4,636	M19495	M	303	311.2	1,614	35.7	207	0	No Failure
8,554	M23413	M	298.1	309	1,661	38.2	82	0	No Failure
7,237	M22096	M	299.8	310	1,460	37.1	169	0	No Failure
7,503	H36916	H	300.3	311.7	1,655	29.9	193	0	No Failure
8,151	M23010	M	299.5	310.7	1,424	41.3	101	0	No Failure
2,565	L49744	L	299.3	309.1	1,493	38	151	0	No Failure
2,768	L49947	L	300	309.5	1,925	21.9	9	0	No Failure
5,913	M20772	M	300.7	310.3	1,659	29.8	6	0	No Failure
1,388	L48567	L	298.9	310.1	1,823	26.1	131	0	No Failure
2,273	M17132	M	299.3	308.6	1,448	52.1	71	0	No Failure
6,097	M20956	M	300.8	310.7	1,483	40.8	28	0	No Failure
7,060	L54239	L	300.6	310.5	1,644	33.8	148	0	No Failure
8,408	L55587	L	298.4	309.5	1,357	50.1	125	0	No Failure
5,046	M19905	M	304.1	313.2	1,510	46.9	152	0	No Failure
8,442	L55621	L	298.6	309.9	1,630	30.6	2	0	No Failure
5,019	M19878	M	303.9	313	1,620	36.6	80	0	No Failure
6,867	M21726	M	301	311.3	1,454	41.5	57	0	No Failure
3,322	L50501	L	301.5	310.6	1,522	41	114	0	No Failure
3,039	L50218	L	300.4	309.5	1,349	50.4	30	0	No Failure
3,115	M17974	M	299.9	309.2	1,683	30.5	13	0	No Failure
8,163	L55342	L	299.6	311	1,574	35	133	0	No Failure
1,828	M16687	M	297.9	307.3	1,420	47.8	171	0	No Failure
6,441	L53620	L	300.6	310.2	1,648	31.7	46	0	No Failure
6,373	M21232	M	300	309.5	1,879	22.4	79	0	No Failure
9,958	L57137	L	298.1	307.8	1,606	33	130	0	No Failure
6,445	M21304	M	300.8	310.3	1,270	61	54	0	No Failure
5,406	L52585	L	302.7	312.4	1,444	48.7	9	0	No Failure
7,914	L55093	L	300.7	312.1	1,395	41.9	157	0	No Failure
6,273	M21132	M	301.1	310.6	1,429	52.7	35	0	No Failure
9,441	M24300	M	298.1	308.8	1,378	53.5	65	0	No Failure