Datasets:

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
145	M15004	M	298.6	308.4	1,391	42.4	169	0	No Failure
4,728	M19587	M	303.4	311.8	1,341	47	210	1	Heat Dissipation Failure
8,887	L56066	L	297.9	309	1,583	36.7	104	0	No Failure
3,642	L50821	L	302.3	311.6	1,488	41.8	75	0	No Failure
1,684	M16543	M	297.9	307.4	1,403	52.8	0	0	No Failure
3,575	L50754	L	301.7	310.6	1,406	46	112	0	No Failure
2,653	L49832	L	299.9	309.5	1,772	23.5	167	0	No Failure
6,314	L53493	L	300.9	310.3	1,440	47.6	140	0	No Failure
604	L47783	L	297.9	309.8	1,336	71.6	31	1	Power Failure
1,920	L49099	L	298.2	308	1,658	30	3	0	No Failure
9,085	L56264	L	297.2	307.9	1,326	75.4	172	1	Power Failure
6,877	L54056	L	300.8	311.2	1,430	54.4	85	0	No Failure
2,366	L49545	L	299.4	308.5	1,845	22.9	76	0	No Failure
4,259	M19118	M	302.7	311.1	1,297	60.7	125	1	Heat Dissipation Failure
5,245	L52424	L	303.6	313	1,593	31.6	52	0	No Failure
954	L48133	L	295.5	306.1	1,650	32.8	67	0	No Failure
9,092	M23951	M	297.2	308	1,765	31.1	191	0	No Failure
1,487	M16346	M	298.2	309.2	1,524	34.6	161	0	No Failure
9,465	L56644	L	298.6	309.4	1,440	48.2	136	0	No Failure
1,879	M16738	M	298.1	307.7	1,424	47.7	103	0	No Failure
4,472	L51651	L	302.8	310.6	1,670	29.1	2	0	No Failure
2,843	L50022	L	300.3	309.3	1,345	53.5	192	0	No Failure
9,094	M23953	M	297.3	308.1	1,709	30.6	196	0	No Failure
9,199	M24058	M	297.9	308.8	1,538	37.6	54	0	No Failure
9,896	L57075	L	298.8	309.4	1,387	54.1	171	0	No Failure
1,367	M16226	M	298.7	310.1	1,368	56.8	72	0	No Failure
4,888	L52067	L	303.7	312.5	1,481	33.3	182	0	No Failure
620	L47799	L	298.3	310	1,507	44.7	73	0	No Failure
87	H29500	H	299	309	1,436	43.9	20	0	No Failure
1,872	L49051	L	298.3	308.1	1,840	21.5	88	0	No Failure
2,980	L50159	L	300.5	309.5	1,542	38.5	108	0	No Failure
9,358	M24217	M	298.3	308.9	1,646	25.4	46	0	No Failure
613	L47792	L	298.1	309.9	1,563	32.8	51	0	No Failure
9,517	L56696	L	298.9	310.1	1,341	54.5	51	0	No Failure
4,541	M19400	M	302.5	310.4	1,580	35.6	176	0	No Failure
6,390	H35803	H	300.3	309.9	1,677	30.1	130	0	No Failure
9,380	L56559	L	297.5	308.2	1,419	48.5	108	0	No Failure
8,502	L55681	L	298.4	309.7	1,581	34.6	150	0	No Failure
8,380	L55559	L	298.8	309.9	1,629	31.9	49	0	No Failure
2,419	L49598	L	298.9	308.3	1,660	34.4	9	0	No Failure
9,166	L56345	L	297.6	308.6	1,326	62.4	173	0	No Failure
2,525	M17384	M	298.8	308.7	1,446	45.5	49	0	No Failure
9,113	M23972	M	297.6	308.6	1,482	38.3	39	0	No Failure
3,289	L50468	L	301.3	310.1	1,662	31	37	0	No Failure
7,741	L54920	L	300.5	312	1,453	45.1	151	0	No Failure
2,458	L49637	L	299	308.6	1,661	32.2	106	0	No Failure
7,364	L54543	L	299.5	310	1,412	48.9	56	0	No Failure
5,225	L52404	L	303.9	313.2	1,590	31.9	5	0	No Failure
5,211	L52390	L	303.7	312.6	1,466	42.5	183	0	No Failure
482	M15341	M	297.3	309	1,556	39.5	168	0	No Failure
8,331	L55510	L	298.8	309.7	1,505	39	131	0	No Failure
4,694	M19553	M	303.4	311.5	1,817	24.7	125	0	No Failure
9,514	M24373	M	299	310.2	1,598	33.4	44	0	No Failure
7,604	L54783	L	300.4	311.2	1,406	43.6	22	0	No Failure
6,742	M21601	M	301.7	311.1	1,506	39.5	158	0	No Failure
2,802	M17661	M	300.2	309.5	1,642	28.8	92	0	No Failure
8,674	L55853	L	297.4	308.6	1,494	42.6	161	0	No Failure
7,178	L54357	L	300.2	310.2	1,415	49.6	21	0	No Failure
8,552	M23411	M	298.2	309.1	1,457	49	77	0	No Failure
874	L48053	L	295.9	306.4	1,892	21.7	72	0	No Failure
9,626	M24485	M	299	310.1	1,487	47.5	123	0	No Failure
521	L47700	L	297.6	309.5	1,617	36.2	42	0	No Failure
3,993	L51172	L	302.3	311.3	1,614	34.1	129	0	No Failure
8,854	L56033	L	297.7	308.9	1,458	41.1	14	0	No Failure
2,959	M17818	M	300.8	309.5	1,481	44.5	49	0	No Failure
6,125	M20984	M	300.9	310.9	1,727	30.1	102	0	No Failure
3,418	L50597	L	301.6	310.6	1,621	33.7	137	0	No Failure
7,124	M21983	M	300.9	310.4	1,576	40.4	92	0	No Failure
1,900	L49079	L	297.8	307.5	1,388	40	159	0	No Failure
7,519	L54698	L	300.2	311.5	1,500	40.8	17	0	No Failure
2,357	H31770	H	299.3	308.6	1,498	39.5	47	0	No Failure
823	M15682	M	296.7	307.6	1,547	34.7	150	0	No Failure
9,180	H38593	H	297.9	309.1	1,435	44.7	8	0	No Failure
9,593	L56772	L	299.2	310.4	1,379	46.8	39	0	No Failure
9,912	M24771	M	298.6	309	1,481	40.8	6	0	No Failure
1,751	M16610	M	298.4	307.8	1,617	31.6	173	0	No Failure
619	H30032	H	298.2	310	1,433	44.2	68	0	No Failure
2,790	H32203	H	300.3	309.5	1,438	44	59	0	No Failure
2,735	H32148	H	299.7	309.2	1,572	32.8	142	0	No Failure
2,238	L49417	L	299.3	308.6	1,403	50.6	189	0	No Failure
903	L48082	L	295.6	306.1	1,383	48.7	147	0	No Failure
6,261	L53440	L	301.1	310.7	1,436	45.3	8	0	No Failure
5,395	M20254	M	302.8	312.3	1,262	70.5	234	1	Power Failure
1,613	M16472	M	297.9	307.9	1,540	39.8	38	0	No Failure
8,359	L55538	L	298.7	309.7	1,547	37.4	0	0	No Failure
144	H29557	H	298.6	308.4	1,407	50.5	164	0	No Failure
5,482	L52661	L	302.6	312	1,781	28.5	196	0	No Failure
5,495	L52674	L	302.8	312.4	1,368	49.5	10	0	No Failure
3,271	L50450	L	301.4	310.1	1,937	21.8	205	0	No Failure
3,515	H32928	H	301.9	311	1,430	49.8	174	0	No Failure
8,242	M23101	M	298.9	310.2	2,099	20	98	0	No Failure
5,909	M20768	M	300.8	310.3	1,526	36.3	205	0	No Failure
9,279	H38692	H	298.2	308.8	1,606	39.9	53	0	No Failure
3,430	H32843	H	301.5	310.5	1,551	34.3	166	0	No Failure
7,291	L54470	L	300.3	310.6	1,806	24.4	88	0	No Failure
3,591	L50770	L	301.8	310.6	1,403	46.8	151	0	No Failure
9,574	L56753	L	299.7	310.9	1,491	40.1	195	0	No Failure
4,647	L51826	L	303.3	311.4	1,497	46	234	1	Tool Wear Failure
1,050	L48229	L	296.5	307.6	1,415	44.2	106	0	No Failure
9,738	L56917	L	298.9	310	1,791	27.6	166	0	No Failure

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