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EddyGiusepe
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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
5,515	L52694	L	302.7	312	1,828	24	63	0	No Failure
8,458	L55637	L	298.6	309.9	1,393	45.5	38	0	No Failure
1,739	H31152	H	298.4	307.9	1,948	21.4	136	0	No Failure
247	L47426	L	297.9	308.1	1,585	33.5	212	0	No Failure
7,839	L55018	L	300.2	311.6	1,372	49.2	195	0	No Failure
4,774	L51953	L	303.6	312	1,391	50.3	101	0	No Failure
7,035	H36448	H	300.6	310.6	1,830	26.2	78	0	No Failure
2,084	H31497	H	299.4	309.3	1,743	28.2	0	0	No Failure
6,907	M21766	M	301	311.5	1,530	43.9	165	0	No Failure
7,781	L54960	L	300.4	311.6	1,815	23.5	49	0	No Failure
6,038	L53217	L	300.7	311.1	1,426	46.2	97	0	No Failure
910	L48089	L	295.5	306	1,456	39.2	167	0	No Failure
3,850	L51029	L	302.3	311	1,561	37.2	180	0	No Failure
9,267	L56446	L	298.2	308.9	1,737	25.5	26	0	No Failure
463	L47642	L	297.4	308.7	1,433	43.4	116	0	No Failure
8,224	L55403	L	299.1	310.5	1,329	54.9	58	0	No Failure
8,562	L55741	L	298.2	308.9	1,332	44.4	100	0	No Failure
6,005	L53184	L	300.5	310.4	1,761	26.5	12	0	No Failure
2,471	L49650	L	298.9	308.5	1,467	44.7	136	0	No Failure
7,609	L54788	L	300.5	311.4	1,642	27.1	37	0	No Failure
9,830	M24689	M	298.4	309.4	1,429	41.8	203	0	No Failure
9,565	L56744	L	299.8	311.1	1,820	24.9	174	0	No Failure
594	L47773	L	297.5	309.6	1,312	50.7	0	0	No Failure
468	L47647	L	297.2	308.5	2,182	16.5	127	0	No Failure
8,893	L56072	L	297.6	308.8	1,475	43	119	0	No Failure
2,280	L49459	L	299.4	308.7	1,525	39	90	0	No Failure
640	L47819	L	298	309.6	1,403	51.3	122	0	No Failure
8,410	L55589	L	298.5	309.6	1,861	26.9	130	0	No Failure
1,408	L48587	L	298.9	310	1,564	33.8	183	0	No Failure
8,398	L55577	L	298.5	309.6	1,724	26.4	100	0	No Failure
5,887	L53066	L	301.4	311.1	1,494	41.9	142	0	No Failure
6,639	L53818	L	301.5	310.5	1,453	44.2	129	0	No Failure
1,799	M16658	M	298	307.5	1,431	52.9	92	0	No Failure
932	L48111	L	295.5	305.9	1,542	36.2	12	0	No Failure
7,920	L55099	L	300.8	312	1,496	40	175	0	No Failure
4,147	L51326	L	301.8	310.3	1,482	41.4	63	0	No Failure
2,908	M17767	M	300.6	309.4	1,581	35.7	117	0	No Failure
7,563	M22422	M	300.3	311.1	1,350	58.7	130	0	No Failure
4,279	L51458	L	302	310.1	1,409	50.4	172	0	No Failure
1,583	H30996	H	298.1	308.3	1,530	42	184	0	No Failure
8,926	M23785	M	297.2	308.2	1,405	42.5	204	0	No Failure
6,142	L53321	L	300.8	310.8	1,486	45.7	146	0	No Failure
310	M15169	M	297.9	308.5	1,449	40.8	157	0	No Failure
7,133	L54312	L	300.5	309.9	1,423	47.9	114	0	No Failure
7,377	L54556	L	299.5	310	1,481	43.1	90	0	No Failure
7,172	M22031	M	300.2	310.2	1,438	51.5	7	0	No Failure
1,702	L48881	L	298	307.7	1,479	42.5	47	0	No Failure
7,388	H36801	H	299.8	310.6	1,423	44.6	116	0	No Failure
2,853	M17712	M	300.5	309.4	1,347	50.1	213	0	No Failure
5,870	L53049	L	301.5	311.1	2,076	18.7	103	0	No Failure
8,814	L55993	L	297.1	308.4	1,693	29.5	100	0	No Failure
7,791	L54970	L	300.1	311.4	1,729	29.3	71	0	No Failure
5,445	L52624	L	303	312.7	2,024	19.9	102	0	No Failure
8,585	L55764	L	297.4	307.9	1,390	47.7	156	0	No Failure
8,390	L55569	L	298.8	309.9	1,525	39.7	77	0	No Failure
7,335	L54514	L	299.8	310.4	1,694	30.3	204	0	No Failure
9,103	L56282	L	297.3	308.3	1,494	38.2	14	0	No Failure
7,008	L54187	L	300.5	310.6	1,499	45.2	8	0	No Failure
2,687	L49866	L	299.8	309.4	1,633	27.5	29	0	No Failure
4,836	M19695	M	303.4	311.9	1,419	50.9	39	0	No Failure
5,691	L52870	L	302.3	311.8	1,435	44.8	98	0	No Failure
612	L47791	L	298.1	310	1,553	40.9	49	0	No Failure
6,484	L53663	L	300.7	309.9	1,412	45.3	155	0	No Failure
9,925	M24784	M	298.5	308.6	1,384	54.4	44	0	No Failure
5,379	L52558	L	302.9	312.4	1,550	36.9	194	0	No Failure
5,470	M20329	M	302.7	312.2	1,439	42.5	164	0	No Failure
8,190	L55369	L	299.7	311	1,983	21	201	0	No Failure
9,237	L56416	L	298.1	308.7	1,556	31.6	145	0	No Failure
4,674	L51853	L	303.4	311.5	1,501	36.2	69	0	No Failure
8,516	L55695	L	298.2	309.4	1,443	45.4	187	0	No Failure
6,224	M21083	M	301.1	310.9	1,552	37.9	126	0	No Failure
7,155	L54334	L	300.3	310.1	1,483	39.9	174	0	No Failure
8,263	L55442	L	299.1	310.6	1,921	23.9	158	0	No Failure
4,410	M19269	M	302.4	310.1	1,358	54.6	61	1	Heat Dissipation Failure
4,290	M19149	M	301.8	310	1,781	23.9	198	0	No Failure
4,033	L51212	L	302	310.8	1,383	50.3	231	1	Overstrain Failure
4,911	M19770	M	303.5	312.4	1,606	31.7	22	0	No Failure
33	L47212	L	299	309.4	1,419	48.3	91	0	No Failure
9,862	M24721	M	298.7	309.6	1,800	24.8	78	0	No Failure
8,664	L55843	L	297.5	308.6	1,671	29.4	136	0	No Failure
2,990	L50169	L	300.6	309.8	1,502	42.4	133	0	No Failure
6,175	L53354	L	300.9	310.7	1,573	31.2	2	0	No Failure
3,278	L50457	L	301.3	310.1	1,531	41.6	9	0	No Failure
4,362	M19221	M	302.1	310.1	1,379	48.2	166	1	Heat Dissipation Failure
4,452	L51631	L	302.5	310.3	1,549	40.9	170	0	No Failure
9,848	L57027	L	298.4	309.1	1,362	46.1	37	0	No Failure
1,204	H30617	H	297	308.1	1,410	47.6	79	0	No Failure
8,944	M23803	M	297.3	308.4	1,449	44.4	34	0	No Failure
5,324	M20183	M	303.4	312.7	1,399	48.4	34	0	No Failure
7,359	M22218	M	299.5	310.1	1,659	31.5	44	0	No Failure
8,428	L55607	L	299.1	310.4	1,505	46.1	176	0	No Failure
5,517	L52696	L	302.6	312	1,674	32.2	70	0	No Failure
1,950	M16809	M	298.1	308	1,543	41.9	73	0	No Failure
6,577	L53756	L	301.5	310.5	1,644	34.9	186	0	No Failure
8,252	L55431	L	299	310.4	1,981	21.2	125	0	No Failure
4,762	H34175	H	303.7	311.9	1,332	52.7	66	1	Heat Dissipation Failure
9,753	L56932	L	298.6	309.8	1,561	32.6	201	0	No Failure
8,933	L56112	L	297.4	308.4	1,474	43.6	4	0	No Failure
7,040	H36453	H	300.6	310.5	1,519	37	91	0	No Failure
113	M14972	M	298.8	308.7	1,498	39.5	89	0	No Failure