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
2,650	M17509	M	299.9	309.5	1,582	38.2	160	0	No Failure
8,237	L55416	L	299.2	310.6	1,498	41.1	88	0	No Failure
7,868	L55047	L	300.5	312	1,461	38.1	39	0	No Failure
1,780	M16639	M	298.6	308.2	1,488	44	43	0	No Failure
636	L47815	L	298.3	310	1,858	23.9	114	0	No Failure
8,769	M23628	M	297.5	308.7	1,363	53.6	194	0	No Failure
2,550	L49729	L	299.4	309.2	1,489	42.3	114	0	No Failure
1,738	L48917	L	298.4	307.9	1,743	27.3	134	0	No Failure
8,370	L55549	L	298.8	309.7	1,953	20.6	25	0	No Failure
4,591	L51770	L	302.8	311.1	1,456	36.1	89	0	No Failure
1,533	M16392	M	298.1	308.9	1,417	39.2	65	0	No Failure
8,447	L55626	L	298.5	309.9	1,482	42.1	15	0	No Failure
2,315	L49494	L	299.2	308.9	1,368	47.2	175	0	No Failure
1,354	M16213	M	298.6	310.1	1,444	48.1	39	0	No Failure
7,150	L54329	L	300.2	309.8	1,506	41.8	161	0	No Failure
5,326	L52505	L	303.5	312.7	1,694	27.3	40	0	No Failure
3,683	L50862	L	302.1	311.2	1,550	34.8	177	0	No Failure
4,166	M19025	M	302.2	310.5	1,507	40.4	111	0	No Failure
3,088	M17947	M	300	309.1	1,474	45.2	152	0	No Failure
3,746	L50925	L	302.6	311.4	1,738	25.8	128	0	No Failure
315	M15174	M	297.9	308.5	1,300	53	172	0	No Failure
7,526	H36939	H	300.1	311.5	1,383	49.1	33	0	No Failure
1,019	L48198	L	296.3	307.2	1,291	58.6	29	0	No Failure
1,201	M16060	M	296.9	308	1,430	55.9	71	0	No Failure
1,861	L49040	L	297.8	307.6	1,607	30.3	62	0	No Failure
2,061	L49240	L	299.6	309.5	1,803	27.7	159	0	No Failure
6,286	M21145	M	301.2	310.7	1,426	46.1	67	0	No Failure
421	M15280	M	297.3	308.3	1,301	39.6	5	0	No Failure
9,880	M24739	M	298.8	309.8	1,490	38.6	127	0	No Failure
8,601	L55780	L	297.5	308.3	1,435	40.3	197	0	No Failure
9,473	M24332	M	298.7	309.4	1,375	48.3	157	0	No Failure
5,069	M19928	M	304.3	313.3	1,540	39	14	0	No Failure
4,189	M19048	M	302.3	310.8	1,611	31.8	169	0	No Failure
6,806	M21665	M	301	310.7	1,497	37.6	116	0	No Failure
8,957	L56136	L	297.4	308.1	1,348	57.4	66	0	No Failure
9,133	M23992	M	297.6	308.6	1,585	42	90	0	No Failure
4,580	L51759	L	303	311.2	1,374	48.2	65	1	Heat Dissipation Failure
3,809	M18668	M	302.3	310.9	1,762	24.5	73	0	No Failure
8,032	L55211	L	300.7	312	1,550	32.4	5	0	No Failure
2,621	L49800	L	299.4	309.2	1,556	35.7	75	0	No Failure
4,526	M19385	M	302.4	310.4	1,463	42.2	139	0	No Failure
4,642	H34055	H	303.1	311.3	1,494	42.7	221	0	No Failure
1,970	H31383	H	297.8	307.5	1,631	31.3	124	0	No Failure
7,236	L54415	L	299.8	310	1,361	53.8	167	0	No Failure
5,186	L52365	L	304	313	2,012	21.1	115	0	No Failure
2,395	L49574	L	299.2	308.5	1,488	40.3	148	0	No Failure
4,048	L51227	L	301.9	311	1,455	46	29	0	No Failure
5,221	L52400	L	303.8	313	1,633	32.9	207	0	No Failure
4,344	L51523	L	301.7	309.8	1,491	39.3	114	0	No Failure
6,158	L53337	L	301.1	311.2	1,774	29.6	186	0	No Failure
188	L47367	L	298.2	308.4	1,379	43.1	65	0	No Failure
6,194	L53373	L	301	310.9	1,578	38.4	49	0	No Failure
2,756	L49935	L	299.7	309.2	1,478	38.8	199	0	No Failure
9,442	L56621	L	298.1	308.8	1,432	43.4	68	0	No Failure
4,110	M18969	M	301.9	310.6	1,475	47.8	179	0	No Failure
5,549	L52728	L	302.3	311.8	1,605	35.2	152	0	No Failure
350	L47529	L	297.6	308.3	1,595	34.3	41	0	No Failure
9,795	L56974	L	298.5	309.3	1,590	33.9	107	0	No Failure
3,924	M18783	M	302.6	311.4	1,718	31.2	154	0	No Failure
8,283	M23142	M	298.9	310.7	1,638	33.6	218	0	No Failure
2,839	L50018	L	300.3	309.3	1,478	39.5	180	0	No Failure
2,148	L49327	L	299.4	308.9	1,550	33.7	174	0	No Failure
6,302	M21161	M	301.2	310.6	1,576	39.6	109	0	No Failure
3,398	L50577	L	301.4	310.6	1,648	30.7	90	0	No Failure
1,689	L48868	L	297.9	307.4	1,606	35.5	14	0	No Failure
4,370	H33783	H	302	309.9	1,735	27.2	192	0	No Failure
173	M15032	M	298.1	308	1,924	20.8	29	0	No Failure
1,292	M16151	M	298.6	309.7	1,675	28.4	115	0	No Failure
7,134	M21993	M	300.5	309.9	1,552	41.3	116	0	No Failure
8,120	L55299	L	300.3	311.7	1,333	55.2	18	0	No Failure
3,977	H33390	H	302.3	311.4	1,372	46	86	0	No Failure
5,259	M20118	M	303.5	312.9	1,572	44.7	84	0	No Failure
7,897	L55076	L	300.8	312.6	1,376	53.6	119	0	No Failure
6,550	H35963	H	301.3	310.6	1,527	44	114	0	No Failure
4,806	L51985	L	303.6	312.6	1,606	33.6	184	0	No Failure
9,763	L56942	L	298.6	309.7	1,925	22.1	7	0	No Failure
698	M15557	M	297.6	308.8	1,453	39.7	69	0	No Failure
5,196	L52375	L	303.9	313	1,551	36.8	140	0	No Failure
8,741	M23600	M	297.4	308.8	1,573	33.9	123	0	No Failure
4,595	M19454	M	303	311.2	1,387	41.4	100	0	No Failure
6,730	H36143	H	301.5	310.9	1,524	40.4	124	0	No Failure
9,264	L56443	L	298.3	309.1	1,593	40.1	18	0	No Failure
9,937	H39350	H	298.3	308.2	1,534	33.2	75	0	No Failure
6,358	L53537	L	300.2	309.8	1,398	54.8	39	0	No Failure
1,215	M16074	M	296.8	307.8	1,694	33	115	0	No Failure
1,542	L48721	L	298.4	309	2,304	15.1	89	0	No Failure
9,298	M24157	M	298.1	308.9	1,479	43.4	105	0	No Failure
771	L47950	L	296.8	308	1,391	54.4	17	0	No Failure
6,161	L53340	L	301	310.9	1,570	34	192	0	No Failure
2,111	H31524	H	299.3	309	1,508	35	70	0	No Failure
5,374	M20233	M	302.9	312.3	1,809	25	180	0	No Failure
95	L47274	L	299	308.9	1,622	31.9	42	0	No Failure
4,769	L51948	L	303.6	312	1,309	52.9	86	1	Heat Dissipation Failure
3,686	M18545	M	301.9	311.1	1,380	51.6	184	0	No Failure
7,899	L55078	L	300.8	312.5	1,423	47.3	123	0	No Failure
7,852	L55031	L	300.4	311.7	1,373	47.2	3	0	No Failure
9,748	L56927	L	298.8	310.1	1,481	47.4	187	0	No Failure
9,384	H38797	H	297.5	308.1	1,548	38.2	117	0	No Failure
9,749	M24608	M	298.9	310.1	1,441	41.2	189	0	No Failure
724	M15583	M	297.4	308.9	1,500	46.3	137	0	No Failure

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