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
8,062	M22921	M	300.2	311.6	1,465	41.4	78	0	No Failure
7,156	M22015	M	300.2	309.9	1,569	31.2	176	0	No Failure
1,625	M16484	M	297.8	307.8	1,310	57.9	70	0	No Failure
1,024	L48203	L	296.2	307.3	1,881	24.3	40	0	No Failure
2,782	L49961	L	300.2	309.5	2,183	17.8	39	0	No Failure
928	H30341	H	295.6	306	1,396	52.4	0	0	No Failure
5,381	L52560	L	302.8	312.3	1,494	37.5	198	0	No Failure
6,290	L53469	L	301	310.5	1,248	61.4	77	0	No Failure
2,511	L49690	L	299.1	309	1,405	53.8	18	0	No Failure
8,720	L55899	L	297.2	308.8	1,451	43.1	68	0	No Failure
1,387	L48566	L	298.9	310.2	1,445	40	129	0	No Failure
2,953	H32366	H	300.7	309.5	1,667	30.5	29	0	No Failure
1,938	L49117	L	298.2	308	1,411	42.4	48	0	No Failure
1,759	L48938	L	298.1	307.4	1,608	33.9	193	0	No Failure
4,844	L52023	L	303.3	311.8	1,842	24.5	67	0	No Failure
2,604	M17463	M	299.3	309.2	1,334	46.3	31	0	No Failure
5,697	H35110	H	302.5	311.9	1,595	34.6	112	0	No Failure
24	L47203	L	299	309.4	1,758	25.7	68	0	No Failure
3,671	L50850	L	302.3	311.7	1,701	27.5	145	0	No Failure
9,021	L56200	L	297.3	308.2	1,553	33.5	2	0	No Failure
2,537	L49716	L	298.9	308.8	1,281	53.9	77	0	No Failure
8,496	L55675	L	298.3	309.4	1,668	27.1	136	0	No Failure
2,642	H32055	H	299.8	309.5	1,420	46.7	136	0	No Failure
8,867	H38280	H	297.9	308.9	1,416	39.6	45	0	No Failure
388	L47567	L	297.7	308.7	1,249	60.4	143	0	No Failure
2,815	L49994	L	300	309.3	1,395	56.5	122	0	No Failure
9,342	M24201	M	298.3	308.9	1,363	46.1	5	0	No Failure
7,337	H36750	H	299.9	310.5	1,549	42.8	208	0	No Failure
8,371	L55550	L	298.8	309.8	1,634	33.6	27	0	No Failure
8,178	L55357	L	299.7	311.1	1,439	44.9	174	0	No Failure
3,676	M18535	M	302.1	311.5	1,866	23.1	159	0	No Failure
9,366	M24225	M	298	308.6	1,254	55.8	65	0	No Failure
186	L47365	L	298.2	308.2	1,446	38.2	61	0	No Failure
715	L47894	L	297.4	308.6	1,609	36.2	116	0	No Failure
7,564	M22423	M	300.4	311.2	1,831	23.4	133	0	No Failure
8,350	M23209	M	298.7	309.5	1,487	33.6	183	0	No Failure
4,882	M19741	M	303.8	312.6	1,406	47.1	162	0	No Failure
686	M15545	M	297.7	309	1,636	29.7	32	0	No Failure
9,481	M24340	M	298.9	309.6	1,434	43.8	180	0	No Failure
8,704	M23563	M	297.2	308.6	1,284	51.3	32	0	No Failure
6,053	L53232	L	300.9	311	2,003	20.2	138	0	No Failure
5,114	L52293	L	304.1	313.6	1,382	46.7	134	0	No Failure
929	L48108	L	295.6	306	1,949	21.9	5	0	No Failure
4,644	L51823	L	303.2	311.4	1,324	54.2	228	1	Heat Dissipation Failure
3,621	H33034	H	301.9	311.2	1,474	41.8	18	0	No Failure
308	M15167	M	297.8	308.4	1,579	36.6	152	0	No Failure
5,502	L52681	L	302.7	312.1	1,543	37.5	33	0	No Failure
2,554	L49733	L	299.3	309.1	1,473	40.3	125	0	No Failure
6,910	L54089	L	300.8	311.2	1,376	48.1	172	0	No Failure
8,214	M23073	M	299.2	310.5	1,548	33.5	35	0	No Failure
4,020	M18879	M	302	310.9	1,558	45.3	193	0	No Failure
9,401	L56580	L	297.7	308.2	1,446	43.9	172	0	No Failure
1,834	L49013	L	297.8	307.3	1,327	61	186	1	Overstrain Failure
743	L47922	L	296.8	308.2	1,643	34.7	191	0	No Failure
8,949	M23808	M	297.4	308.3	1,483	41.9	47	0	No Failure
1,194	L48373	L	297.1	308.2	1,347	50.8	49	0	No Failure
9,511	M24370	M	299.2	310.4	1,504	43.3	37	0	No Failure
4,338	L51517	L	301.6	309.9	1,440	43.4	100	0	No Failure
4,514	L51693	L	302.4	310.3	1,900	24.4	113	0	No Failure
7,670	L54849	L	300.7	311.8	1,336	58.4	189	1	Overstrain Failure
2,073	L49252	L	299.6	309.5	1,570	35.5	189	0	random failures
7,317	L54496	L	299.9	310.4	1,497	47	150	0	No Failure
788	L47967	L	296.9	308.1	1,435	45.3	62	0	No Failure
4,859	L52038	L	303.7	312.3	1,349	51	105	0	No Failure
709	M15568	M	297.6	308.8	1,416	45.9	101	0	No Failure
3,334	M18193	M	301.6	310.8	1,343	49.5	140	0	No Failure
9,927	M24786	M	298.5	308.6	1,897	20.2	50	0	No Failure
3,847	L51026	L	302.3	310.9	1,403	47.2	173	0	No Failure
4,215	L51394	L	301.9	310.6	1,573	36.6	15	0	No Failure
6,509	H35922	H	301	310.1	1,756	30.7	2	0	No Failure
3,495	L50674	L	301.9	311	1,356	45.7	119	0	No Failure
9,580	L56759	L	299.5	310.7	1,589	33.5	5	0	No Failure
862	M15721	M	296.1	306.9	1,951	23.3	38	0	No Failure
560	L47739	L	297.5	309.4	1,503	40.6	144	0	No Failure
7,082	L54261	L	300.7	310.4	1,366	52.6	205	0	No Failure
9,176	L56355	L	297.8	309	1,403	64.2	0	1	Power Failure
6,986	H36399	H	300.8	311.1	1,698	24.8	156	0	No Failure
5,877	L53056	L	301.5	311.1	1,426	52.1	121	0	No Failure
5,047	M19906	M	304.1	313.2	1,410	42.4	155	0	No Failure
5,434	L52613	L	302.9	312.5	1,550	45.5	72	0	No Failure
7,895	M22754	M	300.8	312.6	1,588	35.6	114	0	No Failure
6,964	H36377	H	300.7	311	1,981	19.9	99	0	No Failure
1,634	L48813	L	297.9	307.9	1,476	45.2	91	0	No Failure
6,044	M20903	M	300.7	310.9	1,468	41.8	112	0	No Failure
8,564	L55743	L	298	308.9	1,500	36.7	104	0	No Failure
6,130	M20989	M	301	311	1,508	46.9	113	0	No Failure
6,297	L53476	L	301	310.5	1,429	39.4	98	0	No Failure
2,570	H31983	H	299.5	309.2	1,872	22.6	162	0	No Failure
6,947	L54126	L	300.7	311.2	1,486	46.8	56	0	No Failure
5,296	L52475	L	303.8	313.2	1,336	47.8	176	0	No Failure
1,188	M16047	M	297.4	308.6	1,522	38	33	0	No Failure
1,269	L48448	L	298	309.5	1,496	45.8	46	0	No Failure
5,807	L52986	L	301.4	310.9	1,440	45.4	177	0	No Failure
5,896	M20755	M	301.2	310.9	1,460	46.7	166	0	No Failure
4,726	M19585	M	303.4	311.8	1,515	42.6	204	0	No Failure
1,094	M15953	M	296.8	307.5	1,443	39.2	13	0	No Failure
5,525	L52704	L	302.6	311.9	1,633	30.9	89	0	No Failure
6,305	L53484	L	301.1	310.5	1,532	37.5	119	0	No Failure
3,526	L50705	L	301.8	310.9	1,609	31.7	202	0	No Failure
8,953	M23812	M	297.2	308	1,478	42.5	56	0	No Failure

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