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
8,254	L55433	L	299.1	310.4	1,657	31	129	0	No Failure
5,781	L52960	L	301.7	311.2	1,517	42.4	113	0	No Failure
7,602	L54781	L	300.4	311.2	1,351	62	18	0	No Failure
5,142	L52321	L	304.4	313.7	1,509	35	205	1	Tool Wear Failure
2,135	L49314	L	299.3	309	1,473	46.3	146	0	No Failure
9,520	L56699	L	299	310.1	1,531	36	57	0	No Failure
5,488	M20347	M	302.6	312.1	1,611	39.9	210	0	No Failure
6,557	L53736	L	301.5	310.7	1,686	27.9	135	0	No Failure
4,905	H34318	H	303.6	312.4	1,480	50.7	2	0	No Failure
5,768	M20627	M	301.6	311.2	1,415	46.5	82	0	No Failure
7,278	L54457	L	300.1	310.2	1,475	54.2	53	0	No Failure
1,896	L49075	L	297.9	307.6	1,344	54.3	151	0	No Failure
9,127	L56306	L	297.4	308.5	1,477	40.7	74	0	No Failure
5,886	L53065	L	301.3	311.1	1,647	28.2	140	0	No Failure
100	L47279	L	298.8	308.8	1,523	44.4	55	0	No Failure
3,874	L51053	L	302.6	311.8	1,638	35.1	17	0	No Failure
9,357	L56536	L	298.3	308.9	1,270	52.7	44	0	No Failure
4,013	M18872	M	302.2	311.2	1,360	52.8	176	0	No Failure
2,256	L49435	L	299.1	308.3	1,559	33.7	30	0	No Failure
4,332	M19191	M	301.6	309.9	1,746	31.1	83	0	No Failure
995	M15854	M	296.2	307.2	1,168	63.4	172	0	No Failure
7,707	L54886	L	300.5	311.5	1,708	31.2	57	0	No Failure
2,823	L50002	L	300.3	309.6	1,593	38.1	140	0	No Failure
6,466	M21325	M	300.5	309.8	1,416	48.5	110	0	No Failure
1,213	L48392	L	296.9	307.9	1,359	56.5	110	0	No Failure
4,811	M19670	M	303.4	312.1	1,499	39.4	197	0	No Failure
8,749	L55928	L	297.3	308.5	1,384	39.6	144	0	No Failure
9,163	M24022	M	297.6	308.6	1,509	39.7	166	0	No Failure
8,264	H37677	H	299.2	310.6	1,704	30.6	160	0	No Failure
8,053	L55232	L	300.5	311.9	1,403	45.7	54	0	No Failure
5,832	L53011	L	301.3	311.3	1,474	50.7	10	0	No Failure
1,650	H31063	H	298	307.9	1,482	37.8	132	0	No Failure
5,788	L52967	L	301.7	311.3	1,584	38.8	132	0	No Failure
3,117	L50296	L	300	309.2	1,566	34.4	18	0	No Failure
6,533	H35946	H	301.2	310.6	1,352	52	69	0	No Failure
4,498	L51677	L	302.5	310.3	1,523	36	72	0	No Failure
5,995	L53174	L	300.6	310.4	1,608	39.2	221	0	No Failure
109	H29522	H	298.9	308.8	1,621	32.7	75	0	No Failure
6,296	H35709	H	301.1	310.6	1,782	24.9	93	0	No Failure
9,275	L56454	L	298.2	308.7	1,428	54.9	45	0	No Failure
7,130	L54309	L	300.6	310	1,635	31	107	0	No Failure
5,580	L52759	L	302.6	312.2	1,695	27.1	32	0	No Failure
9,843	L57022	L	298.4	309.3	1,395	47.6	24	0	No Failure
94	L47273	L	299.1	309	1,450	43	40	0	No Failure
5,011	L52190	L	303.7	312.8	1,543	38.3	61	0	No Failure
3,888	L51067	L	302.4	311.2	1,448	50.5	53	0	No Failure
3,609	M18468	M	301.7	310.8	1,954	21.6	198	0	No Failure
2,865	H32278	H	300.6	309.4	1,380	47.6	246	1	Tool Wear Failure
8,662	L55841	L	297.4	308.5	1,643	33.8	132	0	No Failure
9,478	M24337	M	298.8	309.6	1,693	33.3	170	0	No Failure
6,499	H35912	H	300.8	309.9	2,041	19.2	194	0	No Failure
4,423	M19282	M	302.6	310.2	2,157	17.2	94	0	No Failure
8,843	L56022	L	297.3	308.7	1,492	43.6	189	0	No Failure
5,465	M20324	M	302.9	312.4	1,659	33.1	152	0	No Failure
2,473	L49652	L	298.9	308.5	1,429	55.1	140	0	No Failure
2,158	M17017	M	299.4	309	1,939	19.8	204	0	No Failure
5,784	H35197	H	301.8	311.1	1,543	36.4	120	0	No Failure
1,149	L48328	L	297.1	308	1,348	58	162	0	No Failure
9,495	L56674	L	299.2	309.9	1,516	41.4	219	0	No Failure
7,651	L54830	L	300.3	311.4	1,343	57.7	142	0	No Failure
5,042	L52221	L	304	313.2	1,314	47.1	144	0	No Failure
7,083	L54262	L	300.7	310.3	1,458	40	207	0	No Failure
4,073	L51252	L	301.9	310.6	1,610	33.4	87	0	No Failure
1,811	L48990	L	298.1	307.6	1,364	53.8	129	0	No Failure
3,892	L51071	L	302.2	311.1	1,418	47	61	0	No Failure
9,780	L56959	L	298.8	309.8	1,509	36.2	57	0	No Failure
4,044	M18903	M	302	310.8	1,445	46.3	17	0	No Failure
606	M15465	M	297.9	309.8	1,693	29.9	35	0	No Failure
4,448	M19307	M	302.5	310.3	1,488	41.8	160	0	No Failure
2,536	L49715	L	299	308.8	1,495	38.4	75	0	No Failure
7,727	M22586	M	300.8	311.9	1,761	29	113	0	No Failure
981	L48160	L	296.1	306.7	1,409	42.8	134	0	No Failure
7,637	L54816	L	300.4	311.5	1,704	29.7	103	0	No Failure
2,178	M17037	M	299.6	309.2	1,393	47.7	28	0	No Failure
7,662	L54841	L	300.5	311.6	1,575	32.5	168	0	No Failure
592	H30005	H	297.5	309.3	1,525	41.7	235	0	No Failure
2,389	M17248	M	299.2	308.5	1,526	37.3	135	0	No Failure
7,860	M22719	M	300.5	311.9	1,370	44.8	20	0	No Failure
5,223	L52402	L	303.9	313.1	1,665	29.6	0	0	No Failure
7,374	L54553	L	299.6	310.1	1,553	38	83	0	No Failure
2,143	L49322	L	299.3	308.9	1,376	60.3	163	0	No Failure
939	L48118	L	295.6	306.2	1,823	25.8	29	0	No Failure
5,034	L52213	L	304	313.1	1,564	50.9	119	0	No Failure
8,682	L55861	L	297.2	308.4	1,605	30	183	0	No Failure
8,611	L55790	L	297.4	308.3	1,561	38.3	0	0	No Failure
8,826	M23685	M	297.3	308.8	1,548	41.3	140	0	No Failure
9,326	M24185	M	298.6	309.3	1,510	40.8	177	0	No Failure
3,394	L50573	L	301.5	310.6	1,490	48.1	81	0	No Failure
483	L47662	L	297.3	309	1,548	37.4	171	0	No Failure
1,160	L48339	L	297	307.8	1,609	35.6	193	0	No Failure
5,888	H35301	H	301.4	311.1	1,445	41.4	144	0	No Failure
8,810	L55989	L	297.3	308.5	1,503	43.3	90	0	No Failure
7,167	M22026	M	300.3	310.2	1,429	44.7	203	0	No Failure
128	L47307	L	298.9	308.6	1,413	46.5	122	0	No Failure
2,056	L49235	L	299.6	309.4	1,643	32.9	145	0	No Failure
5,197	H34610	H	303.9	313	1,517	36	142	0	No Failure
4,805	L51984	L	303.7	312.6	1,621	38.8	182	0	No Failure
9,980	L57159	L	298.5	308.3	1,334	49.8	186	0	No Failure
1,876	L49055	L	298.3	308	1,363	50.1	96	0	No Failure
8,943	L56122	L	297.3	308.3	2,188	17	32	0	No Failure

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