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
3,861	L51040	L	302.6	311.5	1,427	38.9	213	0	No Failure
8,253	L55432	L	299	310.4	1,565	36.1	127	0	No Failure
5,400	H34813	H	302.8	312.4	1,411	53.8	246	1	Overstrain Failure
2,041	L49220	L	299.1	308.9	1,686	29.6	108	0	No Failure
2,644	M17503	M	299.8	309.4	1,401	48.1	143	0	No Failure
731	M15590	M	297.3	308.6	1,471	50.7	157	0	No Failure
1,475	M16334	M	298.5	309.5	1,366	61.9	130	0	No Failure
2,480	L49659	L	299	308.5	1,604	34.7	159	0	No Failure
6,321	M21180	M	300.8	310.2	1,304	52.5	157	0	No Failure
671	L47850	L	297.6	309	1,822	25.4	202	0	No Failure
3,127	L50306	L	300	309.4	1,499	35.7	46	0	No Failure
2,909	L50088	L	300.7	309.5	1,251	59.9	120	0	No Failure
9,538	M24397	M	299.3	310.6	1,457	42.1	104	0	No Failure
4,029	L51208	L	302	310.9	1,455	43.2	220	0	No Failure
5,528	M20387	M	302.5	311.9	1,532	38.8	96	0	No Failure
8,440	L55619	L	298.6	309.8	1,637	34.6	207	0	No Failure
7,501	L54680	L	300.2	311.8	1,410	51.4	189	0	No Failure
1,785	L48964	L	298.3	308	2,886	3.8	57	1	Power Failure
2,151	H31564	H	299.3	308.8	1,636	35.5	180	0	No Failure
8,419	L55598	L	298.9	310.2	1,971	23.2	155	0	No Failure
7,239	L54418	L	299.8	310	1,697	36	175	0	No Failure
8,470	M23329	M	298.6	309.7	1,280	64.1	71	0	No Failure
6,835	L54014	L	301.1	311	1,378	51.1	190	0	No Failure
5,613	L52792	L	303	312.3	1,486	42.4	112	0	No Failure
6,645	L53824	L	301.5	310.6	1,565	43.9	142	0	No Failure
7,713	L54892	L	300.5	311.5	1,499	37.6	73	0	No Failure
5,834	L53013	L	301.3	311.2	1,457	44.5	14	0	No Failure
3,819	L50998	L	302.1	310.7	1,491	42.8	98	0	No Failure
2,817	L49996	L	300.1	309.4	1,434	47.3	127	0	No Failure
853	M15712	M	296.3	307.3	1,368	49.5	10	0	No Failure
634	L47813	L	298.3	310	1,442	43.9	110	0	No Failure
5,092	L52271	L	303.9	313.2	1,345	48.2	77	0	No Failure
8,625	H38038	H	297.5	308.4	1,490	39.7	34	0	No Failure
5,469	L52648	L	302.8	312.3	1,764	29.9	162	0	No Failure
7,679	M22538	M	300.6	311.7	1,389	52.1	210	0	No Failure
4,182	M19041	M	302.4	310.7	1,521	40.4	152	0	No Failure
7,221	L54400	L	299.8	309.7	1,429	42.6	127	0	No Failure
3,799	L50978	L	302.1	310.8	1,786	25.7	47	0	No Failure
9,852	M24711	M	298.5	309.3	1,761	27.2	49	0	No Failure
7,762	H37175	H	300.4	311.6	1,715	30.8	203	0	No Failure
2,688	L49867	L	299.9	309.4	1,348	52.8	31	0	No Failure
519	L47698	L	297.6	309.5	1,924	20.6	37	0	No Failure
9,448	M24307	M	298.1	308.9	1,323	51.7	88	0	No Failure
6,069	M20928	M	301	310.9	2,047	17.9	178	0	No Failure
4,466	L51645	L	302.8	310.6	1,404	43.2	203	0	No Failure
8,022	M22881	M	301	312	1,499	34.6	207	0	No Failure
2,649	L49828	L	299.8	309.4	1,436	51.6	158	0	No Failure
5,726	M20585	M	302.3	311.8	1,557	34.1	185	0	No Failure
9,253	M24112	M	298.1	309	1,533	36.1	189	0	No Failure
9,847	L57026	L	298.3	309	1,339	58.8	35	0	No Failure
598	H30011	H	297.6	309.6	1,428	46.6	13	0	No Failure
3,090	H32503	H	300.1	309.3	1,520	38.2	158	0	No Failure
9,524	L56703	L	299	310.2	1,494	40.6	67	0	No Failure
6,813	L53992	L	300.9	310.6	1,350	53.8	131	0	No Failure
7,139	L54318	L	300.6	310.1	1,297	50	130	0	No Failure
6,243	L53422	L	301	310.4	1,476	43.6	173	0	No Failure
6,971	L54150	L	300.7	311	1,436	44.9	119	0	No Failure
6,920	L54099	L	301	311.5	1,444	39.8	197	0	No Failure
4,831	L52010	L	303.5	312	1,756	29.7	28	0	No Failure
2,011	L49190	L	298.6	308.3	1,278	60.5	32	0	No Failure
1,720	L48899	L	298.2	307.7	1,503	38.3	87	0	No Failure
9,932	L57111	L	298.3	308.3	1,432	46.9	65	0	No Failure
1,245	L48424	L	297.1	308.4	1,726	28.4	202	0	No Failure
9,556	H38969	H	299.4	310.8	1,585	31.4	149	0	No Failure
3,097	L50276	L	299.9	309.2	1,560	38.9	180	0	No Failure
6,025	L53204	L	300.7	310.9	1,356	65.3	66	1	Power Failure
3,083	M17942	M	300	309.3	1,407	43.9	138	0	No Failure
8,538	L55717	L	298.6	309.5	1,730	30.2	41	0	No Failure
6,009	L53188	L	300.7	310.7	1,431	39.3	22	0	No Failure
2,637	L49816	L	299.9	309.6	1,254	61.3	124	0	No Failure
8,251	M23110	M	299	310.4	1,394	45.2	122	0	No Failure
3,382	L50561	L	301.3	310.6	1,376	47.6	45	0	No Failure
8,679	L55858	L	297.3	308.5	1,514	44.5	177	0	No Failure
4,273	L51452	L	302.5	310.8	1,577	36.9	158	0	No Failure
8,805	M23664	M	297.5	308.6	1,255	60.7	77	0	No Failure
8,695	L55874	L	297.2	308.5	1,766	25.8	7	0	No Failure
2,019	L49198	L	298.7	308.5	1,375	46.4	48	0	No Failure
9,823	L57002	L	298.5	309.4	1,360	60.9	187	1	Overstrain Failure
9,838	M24697	M	298.4	309.3	1,355	50.6	8	0	No Failure
6,312	L53491	L	300.9	310.3	1,446	44.5	135	0	No Failure
5,944	L53123	L	300.7	310.7	1,541	41.3	82	0	No Failure
7,069	L54248	L	300.8	310.7	1,461	42.8	173	0	No Failure
7,809	L54988	L	299.9	311.4	1,627	36.7	118	0	No Failure
6,915	H36328	H	300.9	311.3	1,668	28.9	183	0	No Failure
5,891	L53070	L	301.4	311	1,634	32.6	155	0	No Failure
3,040	M17899	M	300.3	309.5	1,665	31.4	32	0	No Failure
1,445	L48624	L	299	310.2	1,477	37.9	60	0	No Failure
3,293	L50472	L	301.3	310.3	1,400	44.3	47	0	No Failure
4,331	L51510	L	301.5	309.8	1,549	38.5	81	0	No Failure
1,509	M16368	M	298	308.6	1,507	37.3	217	0	No Failure
3,130	L50309	L	300.1	309.6	1,642	34.5	53	0	No Failure
9,223	M24082	M	297.9	309	1,525	38.5	113	0	No Failure
8,302	M23161	M	298.7	310.1	1,644	34.1	46	0	No Failure
7,332	L54511	L	299.8	310.3	1,524	34.2	196	0	No Failure
6,703	M21562	M	301.6	310.8	1,664	32	58	0	No Failure
7,848	L55027	L	300.2	311.6	1,322	50.9	215	0	No Failure
7,343	M22202	M	299.7	310.3	1,661	34.5	6	0	No Failure
495	L47674	L	297.6	309.4	1,326	49.8	199	0	No Failure
5,787	L52966	L	301.7	311.2	1,521	36.7	130	0	No Failure
7,528	L54707	L	300.1	311.3	1,470	45.2	40	0	No Failure

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