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
4,453	M19312	M	302.5	310.3	1,447	39.2	172	0	No Failure
7,264	L54443	L	300.4	310.6	1,429	46.9	19	0	No Failure
9,771	H39184	H	298.6	309.5	1,584	31.8	27	0	No Failure
7,449	L54628	L	300.3	311.8	1,488	38.4	51	0	No Failure
4,837	L52016	L	303.3	311.8	1,315	62	42	1	Heat Dissipation Failure
1,069	L48248	L	296.8	307.8	1,394	47.7	155	0	No Failure
6,217	L53396	L	301.1	310.8	1,724	27.5	101	0	No Failure
5,840	M20699	M	301.4	311.2	1,541	36.3	28	0	No Failure
6,116	L53295	L	300.8	310.9	1,457	47.7	82	0	No Failure
5,994	M20853	M	300.7	310.6	1,407	42.4	218	0	No Failure
8,836	H38249	H	297.4	308.8	1,324	53.5	169	0	No Failure
2,007	M16866	M	298.5	308.3	1,381	50.5	22	0	No Failure
5,321	L52500	L	303.4	312.7	1,363	45.5	26	0	No Failure
5,130	M19989	M	304.1	313.3	1,725	28.3	177	0	No Failure
1,904	L49083	L	297.9	307.6	1,968	20.4	171	0	No Failure
6,319	M21178	M	300.9	310.3	1,416	50.9	152	0	No Failure
5,567	L52746	L	302.4	312	1,457	45.5	206	0	No Failure
7,106	L54285	L	300.9	310.4	1,536	34.2	45	0	No Failure
1,397	L48576	L	299	310.3	1,483	39.2	153	0	No Failure
1,135	M15994	M	296.9	307.8	1,426	50.7	130	0	No Failure
4,747	L51926	L	303.2	311.2	1,427	45.6	25	0	No Failure
8,076	L55255	L	300.4	312	1,366	43	117	0	No Failure
1,064	M15923	M	296.8	307.8	1,664	32.8	142	0	No Failure
7,722	L54901	L	300.5	311.6	1,425	42.4	102	0	No Failure
6,176	L53355	L	300.9	310.8	1,517	44.3	4	0	No Failure
508	H29921	H	297.8	309.4	1,445	48.2	10	0	No Failure
2,832	M17691	M	300.3	309.2	1,490	47.9	163	0	No Failure
535	L47714	L	297.5	309.3	1,623	33.4	74	0	No Failure
2,205	M17064	M	299.7	309.1	1,352	46.1	102	0	No Failure
9,385	M24244	M	297.6	308.1	1,379	57.4	122	0	No Failure
595	H30008	H	297.6	309.6	1,278	50.4	2	0	No Failure
1,790	L48969	L	298.2	307.9	1,313	67.3	67	1	Power Failure
2,235	L49414	L	299.4	308.6	1,492	40.5	181	0	No Failure
4,900	L52079	L	303.6	312.3	2,168	17.7	219	0	No Failure
687	M15546	M	297.7	309	1,504	40.4	35	0	No Failure
5,803	L52982	L	301.4	310.8	1,490	38	168	0	No Failure
5,178	H34591	H	304	313.1	1,388	53.2	91	0	No Failure
325	M15184	M	297.8	308.5	1,488	41.9	196	0	No Failure
1,886	L49065	L	298	307.6	1,683	32.8	122	0	No Failure
704	H30117	H	297.7	308.9	1,479	40.9	87	0	No Failure
9,080	H38493	H	297.3	308.1	1,554	42.4	158	0	No Failure
3,449	L50628	L	301.6	310.6	1,478	36.6	218	0	No Failure
7,533	M22392	M	300	311.3	1,629	32.1	55	0	No Failure
7,215	M22074	M	299.9	309.8	1,625	41.2	109	0	No Failure
8,172	H37585	H	300	311.4	1,641	34.5	155	0	No Failure
478	H29891	H	297.4	309	1,468	41.4	156	0	No Failure
4,144	L51323	L	301.7	310.1	1,500	39.6	56	0	No Failure
2,594	H32007	H	298.9	308.5	1,415	54	6	0	No Failure
658	L47837	L	297.7	309.2	1,365	58.6	170	0	No Failure
2,668	M17527	M	299.8	309.3	1,663	35.2	208	0	No Failure
8,546	L55725	L	298.4	309.3	1,806	27.6	64	0	No Failure
7,903	M22762	M	300.7	312.3	1,430	47.2	131	0	No Failure
4,384	L51563	L	301.7	309.5	1,298	65.5	229	1	Heat Dissipation Failure
630	L47809	L	298.3	310.1	1,523	45.9	99	0	No Failure
8,010	H37423	H	300.9	312	2,129	17.8	173	0	No Failure
8,542	L55721	L	298.5	309.5	1,738	25.2	49	0	No Failure
7,088	L54267	L	300.6	310.3	1,648	30.5	217	1	Tool Wear Failure
8,071	M22930	M	300.5	312	1,867	23	103	0	No Failure
6,113	L53292	L	300.7	310.8	1,925	22	74	0	No Failure
713	L47892	L	297.5	308.7	1,453	37.6	112	0	No Failure
1,080	L48259	L	297	307.7	1,731	28.5	186	0	No Failure
4,081	L51260	L	302	310.4	1,357	58	108	1	Heat Dissipation Failure
4,509	L51688	L	302.4	310	1,426	46.6	102	0	No Failure
7,689	L54868	L	300.6	311.7	1,553	39.8	0	0	No Failure
2,180	L49359	L	299.6	309.2	1,601	33.3	33	0	No Failure
2,867	L50046	L	300.8	309.7	1,997	20.7	5	0	No Failure
5,632	L52811	L	302.8	312.2	1,515	36.8	162	0	No Failure
6,745	M21604	M	301.7	311	1,298	58.1	168	0	No Failure
3,930	M18789	M	302.7	311.6	1,501	38.8	171	0	No Failure
6,823	M21682	M	300.9	310.6	1,709	29.2	158	0	No Failure
7,340	L54519	L	299.8	310.4	1,579	36.4	0	0	No Failure
3,228	M18087	M	300.5	309.3	1,589	34.9	91	0	No Failure
3,998	L51177	L	302.2	311.1	1,394	53.7	140	0	No Failure
2,407	L49586	L	299.1	308.6	1,437	41.6	183	0	No Failure
8,559	M23418	M	298.3	309	1,505	41.3	93	0	No Failure
522	L47701	L	297.5	309.4	1,497	35.8	44	0	No Failure
1,184	L48363	L	297.3	308.4	1,513	40.5	25	0	No Failure
5,203	L52382	L	303.7	312.7	1,335	51.1	161	0	No Failure
7,419	M22278	M	300.2	311.4	1,427	39.7	196	0	No Failure
7,515	L54694	L	300.4	311.8	1,636	32.3	7	0	No Failure
9,317	H38730	H	298.5	309.4	1,417	41.2	155	0	No Failure
5,498	M20357	M	302.9	312.5	1,551	40	20	0	No Failure
4,508	L51687	L	302.4	310.1	1,709	31.8	100	0	No Failure
3,717	L50896	L	302.3	311.4	1,609	32.3	49	0	No Failure
5,601	L52780	L	302.8	312.1	1,487	36.6	84	0	No Failure
2,577	L49756	L	299.5	309.3	1,523	41.5	181	0	No Failure
2,914	L50093	L	300.7	309.6	1,541	34.6	131	0	No Failure
3,132	L50311	L	300.1	309.5	1,660	32.7	57	0	No Failure
6,011	H35424	H	300.7	310.7	1,428	43.4	26	0	No Failure
4,436	L51615	L	302.3	310.1	1,321	52.7	134	1	Heat Dissipation Failure
2,090	L49269	L	299.5	309.3	1,941	22.5	18	0	No Failure
3,312	L50491	L	301.3	310.4	1,459	44.7	92	0	No Failure
7,489	L54668	L	300.3	311.7	1,545	43.5	160	0	random failures
4,590	L51769	L	302.8	311.1	1,721	30	87	0	No Failure
8,734	M23593	M	297.3	308.7	1,447	44.5	105	0	No Failure
5,356	H34769	H	303.3	312.5	1,328	49.8	120	0	No Failure
2,337	L49516	L	299.2	308.4	1,434	46.8	2	0	No Failure
7,102	L54281	L	300.8	310.2	1,850	22.8	33	0	No Failure
1,502	M16361	M	298	308.7	1,436	48.2	201	0	No Failure
1,544	L48723	L	298.4	308.9	1,628	34.9	93	0	No Failure

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