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
4,343	M19202	M	301.7	309.8	1,284	68.2	111	1	Heat Dissipation Failure
5,444	M20303	M	303	312.7	1,426	46.8	99	0	No Failure
1,413	M16272	M	298.8	309.9	1,415	53.2	194	0	No Failure
760	M15619	M	296.7	307.8	1,537	36.3	233	0	No Failure
8,600	L55779	L	297.6	308.4	1,460	40.3	195	0	No Failure
4,481	H33894	H	302.7	310.4	1,305	55.2	20	1	Heat Dissipation Failure
4,612	L51791	L	303	311.3	1,365	56.2	146	1	Heat Dissipation Failure
2,346	L49525	L	299.2	308.4	1,475	38.7	22	0	No Failure
4,921	L52100	L	303.4	312.2	1,337	69.4	52	1	Power Failure
1,243	L48422	L	297.1	308.4	1,468	44.4	197	0	No Failure
3,764	L50943	L	302.3	311	1,428	47.9	174	0	No Failure
8,861	M23720	M	297.9	309.1	1,488	37.3	30	0	No Failure
9,416	M24275	M	298.2	308.7	1,361	44.2	0	0	No Failure
9,395	L56574	L	297.7	308.2	1,334	53	156	0	No Failure
5,831	M20690	M	301.3	311.2	1,438	42.4	7	0	No Failure
6,805	L53984	L	301	310.6	1,588	33.7	114	0	No Failure
5,990	L53169	L	300.7	310.7	1,507	46.1	209	0	No Failure
9,782	L56961	L	298.8	309.9	1,441	41.6	62	0	No Failure
2,982	H32395	H	300.4	309.4	1,530	40.4	112	0	No Failure
6,287	L53466	L	301.1	310.6	1,611	35.2	70	0	No Failure
5,766	L52945	L	301.7	311.3	1,708	30.5	77	0	No Failure
7,329	L54508	L	300	310.5	1,517	42.2	186	0	No Failure
1,781	L48960	L	298.5	308.2	1,595	32.3	46	0	No Failure
1,830	L49009	L	297.8	307.2	1,880	23	176	0	No Failure
1,632	L48811	L	298	308	1,433	39.2	87	0	No Failure
8,063	M22922	M	300.3	311.6	1,359	54.1	81	0	No Failure
6,815	H36228	H	300.8	310.6	1,465	44.1	136	0	No Failure
957	H30370	H	295.6	306.2	1,632	32.2	76	0	No Failure
7,131	L54310	L	300.6	309.9	1,428	48.8	109	0	No Failure
6,761	L53940	L	301.5	310.9	1,451	40.6	0	0	No Failure
6,068	L53247	L	301	311	1,582	37.5	176	0	No Failure
5,384	L52563	L	302.8	312.3	1,504	40.3	204	0	No Failure
2,760	L49939	L	299.7	309.1	1,483	41.1	208	0	No Failure
347	M15206	M	297.5	308.3	1,459	45.2	34	0	No Failure
3,269	M18128	M	301.3	310.1	1,525	37.8	199	0	No Failure
794	M15653	M	296.8	307.9	1,683	31.8	76	0	No Failure
4,214	L51393	L	302.1	310.7	1,465	40.7	13	0	No Failure
6,952	L54131	L	300.8	311.3	1,524	43.5	71	0	No Failure
5,449	L52628	L	303	312.7	1,551	41.8	111	0	No Failure
9,425	M24284	M	298	308.5	1,585	33	24	0	No Failure
9,523	M24382	M	299	310.2	1,657	32.3	64	0	No Failure
2,069	M16928	M	299.7	309.6	1,534	39.1	176	0	No Failure
5,653	L52832	L	302.4	311.8	1,727	26.5	213	0	No Failure
6,099	M20958	M	300.8	310.7	1,924	22.4	36	0	No Failure
6,024	M20883	M	300.7	310.9	1,369	51.2	63	0	No Failure
198	M15057	M	298.4	308.6	1,527	40.9	96	0	No Failure
6,782	M21641	M	301.3	310.8	1,494	35.3	54	0	No Failure
8,046	M22905	M	300.7	311.9	1,366	55.1	36	0	No Failure
780	L47959	L	296.8	308	1,666	29.8	41	0	No Failure
1,355	L48534	L	298.6	310	1,334	48	42	0	No Failure
3,823	M18682	M	302.4	311	1,464	44.2	106	0	No Failure
4,586	L51765	L	302.8	311.1	1,563	32.2	78	0	No Failure
8,090	L55269	L	300.1	311.3	1,676	30.3	151	0	No Failure
5,759	L52938	L	301.9	311.3	1,501	40.8	59	0	No Failure
5,742	M20601	M	302.3	311.7	1,483	40.5	8	0	No Failure
7,843	L55022	L	300.1	311.5	1,659	31.1	203	0	No Failure
7,864	M22723	M	300.5	311.9	1,511	44.5	30	0	No Failure
8,056	H37469	H	300.2	311.6	1,496	41.1	60	0	No Failure
9,453	M24312	M	298	308.7	1,392	53.4	104	0	No Failure
5,981	M20840	M	300.6	310.7	1,654	32	180	0	No Failure
425	L47604	L	297.3	308.4	1,430	45.7	15	0	No Failure
4,813	L51992	L	303.4	311.9	1,531	37.9	203	0	No Failure
4,426	L51605	L	302.5	310.2	1,547	36.9	103	0	No Failure
1,011	M15870	M	296.2	307.2	1,552	34.8	8	0	No Failure
8,824	M23683	M	297.3	308.8	1,447	57.4	134	0	No Failure
3,570	M18429	M	301.8	310.6	1,552	35.9	97	0	No Failure
1,133	L48312	L	296.8	307.9	1,271	61.4	125	0	No Failure
8,761	M23620	M	297.4	308.7	1,392	46.4	174	0	No Failure
3,779	M18638	M	302.4	311.1	1,366	54.4	0	0	No Failure
6,591	L53770	L	301.7	310.7	1,763	25.9	3	0	No Failure
4,601	L51780	L	303	311	1,359	44.2	115	1	Heat Dissipation Failure
2,173	L49352	L	299.5	309.2	1,816	23	15	0	No Failure
3,807	M18666	M	302.3	310.9	1,360	44	67	1	Heat Dissipation Failure
6,515	L53694	L	301	309.9	1,507	41.8	19	0	No Failure
4,765	M19624	M	303.7	312	1,402	48.6	76	0	No Failure
7,022	H36435	H	300.7	310.6	1,631	32.6	43	0	No Failure
2,057	L49236	L	299.5	309.3	1,333	54.1	147	0	No Failure
1,674	M16533	M	298.1	307.8	1,384	43.7	200	0	No Failure
8,100	L55279	L	300.2	311.7	1,603	30.5	176	0	No Failure
6,503	L53682	L	300.9	310	2,595	13.7	207	0	No Failure
7,911	M22770	M	300.8	312.2	1,664	25.7	150	0	No Failure
1,562	L48741	L	298.2	308.4	1,388	53.8	137	0	No Failure
3,999	L51178	L	302.1	311	1,586	35.1	142	0	No Failure
2,722	M17581	M	299.6	309.3	1,553	32.4	112	0	No Failure
3,620	L50799	L	301.9	311.2	1,435	44.2	16	0	No Failure
7,456	M22315	M	300.2	311.7	1,597	39.5	68	0	No Failure
5,815	M20674	M	301.3	311	1,402	47.5	197	0	No Failure
5,876	M20735	M	301.5	311	1,577	39.7	118	0	No Failure
7,267	L54446	L	300.4	310.5	1,578	32.8	26	0	No Failure
4,649	L51828	L	303.3	311.4	1,630	32.5	2	0	No Failure
4,990	L52169	L	303.9	313.2	1,499	37.4	7	0	No Failure
3,752	L50931	L	302.4	311.1	1,520	42.2	143	0	No Failure
4,336	L51515	L	301.7	309.9	1,607	37.7	93	0	No Failure
9,725	M24584	M	298.8	309.7	2,098	19	133	0	No Failure
6,070	L53249	L	300.9	310.9	1,601	34	181	0	No Failure
8,891	L56070	L	297.7	308.8	1,616	34.2	114	0	No Failure
3,604	L50783	L	301.7	310.7	1,542	40	188	0	No Failure
7,795	M22654	M	300.2	311.6	1,415	55.8	82	0	No Failure
3,229	L50408	L	300.5	309.3	1,475	46.8	94	0	No Failure
2,883	L50062	L	300.6	309.6	1,684	32.8	53	0	No Failure

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