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
2,712	L49891	L	299.6	309.1	1,407	50.6	85	0	No Failure
6,394	L53573	L	300.2	309.7	1,678	30.5	142	0	No Failure
7,367	H36780	H	299.6	310.1	1,531	36.8	62	0	No Failure
820	L47999	L	296.8	307.6	1,398	46.7	144	0	No Failure
1,880	M16739	M	298.2	307.7	1,608	33.8	106	0	No Failure
918	L48097	L	295.3	305.7	1,475	51	187	0	No Failure
8,298	M23157	M	298.8	310.2	1,595	33.1	34	0	No Failure
4,255	L51434	L	302.6	311	1,284	68	114	1	Heat Dissipation Failure
9,031	M23890	M	297.5	308.4	1,403	44.3	25	0	No Failure
7,553	L54732	L	300.3	311.3	1,525	40.7	105	0	No Failure
2,752	L49931	L	299.7	309.1	1,417	50.1	187	0	No Failure
563	L47742	L	297.6	309.5	1,574	30.9	151	0	No Failure
9,125	L56304	L	297.4	308.4	1,426	50.4	70	0	No Failure
8,732	H38145	H	297.2	308.6	1,486	46.6	98	0	No Failure
3,533	L50712	L	301.9	310.9	1,486	40.3	6	0	No Failure
8,519	M23378	M	298.3	309.6	1,681	27.1	194	0	No Failure
728	H30141	H	297.3	308.6	1,499	37.6	147	0	No Failure
8,494	M23353	M	298.3	309.5	1,560	36.9	131	0	No Failure
2,476	L49655	L	298.9	308.5	1,459	43.1	147	0	No Failure
2,214	L49393	L	299.7	309.1	1,473	39.4	125	0	No Failure
2,663	M17522	M	299.9	309.4	1,483	38.1	193	0	No Failure
4,573	M19432	M	302.9	311	1,556	36.5	44	0	No Failure
402	L47581	L	297.5	308.5	1,722	30.4	178	0	No Failure
2,206	L49385	L	299.9	309.2	1,624	34.6	105	0	No Failure
1,795	M16654	M	298.1	307.8	1,514	43.5	78	0	No Failure
8,486	L55665	L	298.4	309.5	1,450	47.9	112	0	No Failure
4,206	L51385	L	302.3	310.8	1,723	26.3	213	0	No Failure
964	L48143	L	295.8	306.6	1,621	31.6	95	0	No Failure
64	M14923	M	298.9	309	1,812	25.9	174	0	No Failure
808	L47987	L	297	307.7	1,867	22.8	118	0	No Failure
331	M15190	M	297.6	308.4	1,398	41.9	215	0	No Failure
5,014	M19873	M	303.8	312.9	1,594	35.2	69	0	No Failure
1,255	H30668	H	297.5	308.8	1,430	49.4	2	0	No Failure
3,810	L50989	L	302.2	310.8	1,350	56.6	76	0	No Failure
680	L47859	L	297.8	309.2	1,372	47.3	15	0	No Failure
632	L47811	L	298.4	310	1,554	37.3	103	0	No Failure
1,368	M16227	M	298.8	310.2	1,581	37.5	75	0	No Failure
4,794	H34207	H	303.6	312.6	1,498	40.2	155	0	No Failure
5,583	L52762	L	302.5	312	2,052	18.9	40	0	No Failure
7,136	L54315	L	300.5	309.9	1,443	48.3	122	0	No Failure
5,968	L53147	L	300.4	310.8	1,390	52.5	144	0	No Failure
7,680	L54859	L	300.7	311.7	1,635	32.4	213	0	No Failure
4,785	L51964	L	303.9	312.6	1,642	32.3	127	0	No Failure
3,138	L50317	L	300.4	309.9	1,567	36.5	72	0	No Failure
9,821	M24680	M	298.6	309.5	1,568	36.7	182	0	No Failure
291	L47470	L	298.1	308.4	1,438	45.6	105	0	No Failure
875	L48054	L	295.9	306.4	1,575	28.5	74	0	No Failure
1,844	L49023	L	297.6	307.1	1,496	39.2	12	0	No Failure
7,176	L54355	L	300.1	310.1	1,569	43.5	17	0	No Failure
9,447	H38860	H	298.1	308.9	1,388	53.5	83	0	No Failure
3,951	L51130	L	302.3	311.4	1,570	37.2	15	0	No Failure
2,219	L49398	L	299.7	309.1	1,713	33.5	141	0	No Failure
8,739	L55918	L	297.3	308.7	1,531	36.7	116	0	No Failure
8,416	M23275	M	298.7	309.9	1,434	53	144	0	No Failure
878	M15737	M	295.6	306.2	1,584	33.6	81	0	No Failure
5,106	L52285	L	304.1	313.4	1,374	56.6	115	0	No Failure
8,792	M23651	M	297.4	308.5	1,412	45.5	49	0	No Failure
4,702	H34115	H	303.5	311.7	1,584	32.7	143	0	No Failure
497	M15356	M	297.5	309.2	1,530	40	206	0	No Failure
5,299	M20158	M	303.7	313.1	2,130	18.1	185	0	No Failure
2,383	L49562	L	299.1	308.3	1,601	31.4	121	0	No Failure
1,616	L48795	L	297.8	307.9	1,447	48.6	46	0	No Failure
9,461	M24320	M	298.4	309.2	1,399	45.2	125	0	No Failure
4,229	L51408	L	302.2	310.8	2,203	16.6	47	0	No Failure
6,616	L53795	L	301.7	310.6	1,545	42.1	68	0	No Failure
3,936	M18795	M	302.6	311.6	1,227	68.2	187	1	Overstrain Failure
1,042	L48221	L	296.6	307.6	1,809	25.1	86	0	No Failure
1,610	L48789	L	297.7	307.7	1,581	34.9	31	0	No Failure
815	M15674	M	296.8	307.5	1,470	45.9	132	0	No Failure
6,228	L53407	L	301.2	310.8	1,479	38.2	139	0	No Failure
5,763	L52942	L	301.8	311.2	1,334	52.3	68	0	No Failure
6,713	H36126	H	301.4	310.7	1,516	36.4	83	0	No Failure
5,032	M19891	M	303.8	313	1,514	45	113	0	No Failure
3,444	L50623	L	301.5	310.5	1,535	39	204	0	No Failure
3,648	L50827	L	302.2	311.5	1,427	43.8	88	0	No Failure
1,495	M16354	M	298	308.7	1,377	48.5	181	0	No Failure
7,464	H36877	H	300.1	311.4	1,518	46.9	87	0	No Failure
3,762	M18621	M	302.4	311	1,490	37.1	168	0	No Failure
6,184	H35597	H	301	310.9	1,495	37.3	21	0	No Failure
8,619	L55798	L	297.7	308.7	1,829	24.9	17	0	No Failure
2,430	L49609	L	298.9	308.3	1,432	48.9	38	0	No Failure
5,386	H34799	H	302.9	312.3	1,754	26.9	209	0	No Failure
8,930	M23789	M	297.4	308.4	1,620	35.8	215	0	No Failure
1,187	L48366	L	297.3	308.4	1,417	47.8	31	0	No Failure
2,004	M16863	M	298.5	308.2	1,564	37.5	15	0	No Failure
7,108	H36521	H	300.9	310.5	1,512	41.2	49	0	No Failure
2,595	L49774	L	298.8	308.5	1,446	37	11	0	No Failure
584	H29997	H	297.7	309.6	1,697	32.2	210	0	No Failure
6,292	M21151	M	301.1	310.5	1,547	35.8	81	0	No Failure
273	L47452	L	298.1	308.1	1,484	40.4	59	0	No Failure
5,895	L53074	L	301.2	310.9	1,597	37.9	164	0	No Failure
1,090	M15949	M	296.9	307.7	2,008	17.5	3	0	No Failure
3,640	L50819	L	302.4	311.6	1,622	35	68	0	No Failure
5,415	L52594	L	302.6	312.3	1,534	34.3	31	0	No Failure
3,991	H33404	H	302.2	311.2	1,692	28.2	122	0	No Failure
7,396	M22255	M	299.7	310.6	1,572	38	139	0	No Failure
949	M15808	M	295.6	306.3	1,426	45.5	53	0	No Failure
246	M15105	M	297.9	308.1	1,627	31.4	209	0	No Failure
9,641	L56820	L	299.4	310.5	1,514	36.1	169	0	No Failure
4,922	L52101	L	303.4	312.3	1,287	54.8	54	0	No Failure

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