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
4,773	M19632	M	303.6	312	1,435	37.9	98	0	No Failure
5,546	H34959	H	302.2	311.6	1,357	44.2	142	0	No Failure
8,573	M23432	M	297.7	308.5	1,559	35.2	127	0	No Failure
2,578	L49757	L	299.5	309.4	1,563	41.5	183	0	No Failure
5,138	L52317	L	304.3	313.5	1,464	36.7	194	0	No Failure
7,232	L54411	L	299.8	309.9	1,553	36.6	157	0	No Failure
433	M15292	M	297.6	308.5	1,466	39.7	34	0	No Failure
1,047	L48226	L	296.4	307.5	1,331	47.8	99	0	No Failure
9,129	M23988	M	297.5	308.6	1,486	45.9	78	0	No Failure
5,912	M20771	M	300.8	310.4	1,288	64	3	0	No Failure
473	M15332	M	297.4	309	1,497	41.8	144	0	No Failure
164	M15023	M	298.4	308.2	1,468	43.8	2	0	No Failure
5,610	M20469	M	303.1	312.4	1,378	50.1	104	0	No Failure
768	L47947	L	296.9	308	1,546	31.1	11	0	No Failure
6,861	L54040	L	301.1	311.2	1,910	20.2	41	0	No Failure
8,269	M23128	M	299.2	310.8	1,502	39.8	177	0	No Failure
6,121	M20980	M	300.9	311.2	1,472	40	93	0	No Failure
9,573	M24432	M	299.7	310.8	1,405	47.6	192	0	No Failure
8,007	L55186	L	300.9	312.1	1,462	46	166	0	No Failure
4,729	L51908	L	303.4	311.7	1,406	47.1	213	0	No Failure
5,869	L53048	L	301.5	311.1	1,731	27.9	101	0	No Failure
6,474	H35887	H	300.4	309.5	1,547	50.7	131	0	No Failure
44	H29457	H	298.8	309.2	1,372	48.5	120	0	No Failure
9,482	L56661	L	298.9	309.6	1,365	50.9	183	0	No Failure
2,743	L49922	L	299.6	309.1	1,369	51.4	164	0	No Failure
3,455	L50634	L	301.5	310.4	1,918	21.8	9	0	No Failure
2,125	L49304	L	299.2	308.9	1,430	39.1	117	0	No Failure
7,460	L54639	L	300	311.5	1,591	32	79	0	No Failure
6,814	M21673	M	300.9	310.7	1,420	43	133	0	No Failure
4,684	L51863	L	303.6	311.8	1,736	32.9	99	0	No Failure
2,232	L49411	L	299.4	308.6	1,415	56.4	175	0	No Failure
7,575	L54754	L	300.4	311.1	1,487	37.4	162	0	No Failure
3,023	L50202	L	300.5	309.6	1,760	30.6	213	0	No Failure
245	M15104	M	298	308.2	1,395	49.1	206	0	No Failure
3,654	L50833	L	302.1	311.4	1,518	37.4	102	0	No Failure
3,025	L50204	L	300.5	309.6	1,465	41.6	217	0	No Failure
5,557	H34970	H	302.5	312	1,357	42	179	0	No Failure
5,874	M20733	M	301.5	311.1	1,396	43.5	112	0	No Failure
9,797	H39210	H	298.4	309.3	1,694	30.9	111	0	No Failure
9,128	L56307	L	297.4	308.5	1,761	27.2	76	0	No Failure
8,856	L56035	L	297.7	308.9	1,662	28.1	19	0	No Failure
4,902	M19761	M	303.6	312.3	1,630	32.4	223	0	No Failure
876	M15735	M	295.8	306.3	1,444	45.5	76	0	No Failure
7,882	L55061	L	300.8	312.4	1,493	39.1	79	0	No Failure
8,932	L56111	L	297.4	308.4	1,434	39.9	2	0	No Failure
8,044	L55223	L	300.7	311.9	1,486	35.8	32	0	No Failure
8,929	L56108	L	297.4	308.4	1,531	41.5	213	0	No Failure
9,639	H39052	H	299.3	310.4	1,393	44.9	162	0	No Failure
1,005	H30418	H	296.3	307.2	1,424	42	196	0	No Failure
8,935	L56114	L	297.3	308.2	1,601	35.7	9	0	No Failure
7,753	M22612	M	300.4	311.7	1,832	24.2	179	0	No Failure
6,696	M21555	M	301.7	311	1,311	55.8	39	0	No Failure
9,116	M23975	M	297.6	308.6	1,444	48.2	46	0	No Failure
3,875	L51054	L	302.6	311.7	1,254	54.1	19	0	No Failure
9,098	L56277	L	297.3	308.1	1,642	36.9	206	0	No Failure
6,141	L53320	L	300.8	310.7	1,589	34.3	144	0	No Failure
9,714	L56893	L	299.1	310.2	1,496	45	104	0	No Failure
3,865	M18724	M	302.5	311.4	1,629	31.7	225	0	No Failure
5,004	L52183	L	303.7	312.8	1,437	51.3	42	0	No Failure
4,449	L51628	L	302.4	310.3	1,374	51.2	163	1	Heat Dissipation Failure
5,674	L52853	L	302.2	311.6	1,462	50	51	0	No Failure
7,636	L54815	L	300.3	311.4	1,526	38.5	101	0	No Failure
1,988	M16847	M	298.2	307.8	1,599	31.2	173	0	No Failure
4,469	L51648	L	302.7	310.5	1,725	29	209	0	No Failure
2,327	M17186	M	299.4	308.7	1,487	52.6	205	0	No Failure
7,127	M21986	M	300.6	310	1,542	33.9	100	0	No Failure
791	L47970	L	296.8	307.9	1,420	45.4	70	0	No Failure
359	M15218	M	297.6	308.3	1,467	36.7	68	0	No Failure
7,632	L54811	L	300.5	311.6	1,444	49.3	92	0	No Failure
1,079	H30492	H	296.9	307.7	1,656	30.8	181	0	No Failure
7,485	M22344	M	300.3	311.6	1,312	53.4	151	0	No Failure
5,388	L52567	L	302.8	312.2	1,433	50	216	0	No Failure
7,992	L55171	L	301.1	312.3	1,534	39	129	0	No Failure
8,596	M23455	M	297.5	308.2	1,624	30.9	186	0	No Failure
9,463	L56642	L	298.5	309.3	1,570	40.1	131	0	No Failure
275	L47454	L	298.1	308	1,652	28.5	63	0	No Failure
3,939	L51118	L	302.5	311.5	1,603	32.4	194	0	No Failure
5,520	L52699	L	302.5	311.9	1,452	47.4	77	0	No Failure
2,881	L50060	L	300.7	309.5	1,541	37.2	48	0	No Failure
4,685	M19544	M	303.6	311.8	1,421	44.8	101	1	No Failure
4,337	H33750	H	301.6	309.9	1,423	53.6	95	0	No Failure
4,036	L51215	L	302	310.8	1,454	36.6	0	0	No Failure
9,507	H38920	H	299.3	310.4	1,548	41.6	25	0	No Failure
9,636	L56815	L	299.2	310.2	1,609	33.2	156	0	No Failure
4,060	L51239	L	301.9	310.8	1,465	44.3	57	0	No Failure
3,553	M18412	M	301.8	310.9	1,358	52.3	56	0	No Failure
1,925	L49104	L	297.9	307.7	1,353	50.7	13	0	No Failure
2,376	M17235	M	299.2	308.4	1,476	32.7	101	0	No Failure
6,931	M21790	M	300.9	311.5	1,836	21.8	12	0	No Failure
3,685	L50864	L	302	311.2	1,270	65.3	182	1	Overstrain Failure
645	H30058	H	297.7	309.4	1,608	30.2	135	0	No Failure
1,514	L48693	L	298.1	308.7	1,568	32.9	10	0	No Failure
7,511	L54690	L	300.5	311.8	1,524	38.9	214	1	Tool Wear Failure
8,452	L55631	L	298.5	310	1,435	42.5	25	0	No Failure
3,695	M18554	M	302.1	311.3	1,511	45	204	0	No Failure
4,528	M19387	M	302.4	310.5	1,372	45.7	144	1	Heat Dissipation Failure
8,236	M23095	M	299.2	310.6	1,443	50.9	85	0	No Failure
1,976	L49155	L	298	307.7	1,422	45.6	140	0	No Failure
406	L47585	L	297.3	308.5	1,350	57.6	186	0	No Failure
7,773	H37186	H	300.3	311.5	1,464	41	29	0	No Failure

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