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
6,753	L53932	L	301.6	310.9	1,706	29.5	193	0	No Failure
102	L47281	L	298.8	308.8	1,991	20.7	59	0	No Failure
7,702	H37115	H	300.8	311.7	1,468	38.7	39	0	No Failure
3,165	L50344	L	300.4	309.7	1,685	31.3	152	0	No Failure
6,595	L53774	L	301.6	310.6	2,103	19.7	12	0	No Failure
4,969	M19828	M	303.9	312.7	1,485	43.3	174	0	No Failure
3,678	M18537	M	302.3	311.7	1,368	53.6	165	0	No Failure
8,262	H37675	H	299.2	310.6	1,434	48.4	153	0	No Failure
9,743	L56922	L	298.9	310.2	1,623	37.2	177	0	No Failure
2,264	M17123	M	299.2	308.4	1,529	43	50	0	No Failure
5,982	M20841	M	300.7	310.7	1,347	46.5	183	0	No Failure
2,401	H31814	H	299.2	308.6	1,462	55	163	0	No Failure
1,698	M16557	M	297.9	307.6	1,519	44	37	0	No Failure
1,591	L48770	L	298.2	308.4	1,497	37.7	207	0	No Failure
288	L47467	L	298.2	308.3	1,805	31.6	96	0	No Failure
7,821	M22680	M	299.8	311.2	1,706	29.2	148	0	No Failure
6,845	M21704	M	301.3	311.4	1,838	23.2	215	0	No Failure
5,685	H35098	H	302.2	311.6	1,594	36.8	82	0	No Failure
6,512	M21371	M	301.2	310.1	2,280	15.7	11	0	No Failure
9,715	L56894	L	299.1	310.1	1,894	20.1	106	0	No Failure
5,927	L53106	L	300.2	310.1	1,440	51.1	41	0	No Failure
6,229	L53408	L	301.2	310.9	1,413	50.1	141	0	No Failure
8,457	L55636	L	298.6	309.9	1,556	38.6	36	0	No Failure
5,898	M20757	M	301	310.7	1,517	40.2	171	0	No Failure
1,776	L48955	L	298.5	308	1,404	48.1	32	0	No Failure
4,326	L51505	L	301.6	310.2	1,384	57.1	68	0	No Failure
4,898	H34311	H	303.8	312.5	1,525	38	209	0	No Failure
2,598	L49777	L	299	308.7	1,449	38.9	18	0	No Failure
1,931	M16790	M	298.1	307.9	1,569	37	29	0	No Failure
5,413	L52592	L	302.9	312.6	1,328	59.9	24	0	No Failure
992	M15851	M	296.1	307	1,523	42	164	0	No Failure
1,919	M16778	M	298.1	307.9	1,496	40	0	0	No Failure
1,051	L48230	L	296.6	307.6	1,671	28.8	108	0	No Failure
5,740	M20599	M	302.2	311.7	1,653	31.4	2	0	No Failure
6,953	L54132	L	300.8	311.3	1,498	40.2	73	0	No Failure
6,145	M21004	M	301.1	311.1	1,615	37.7	153	0	No Failure
3,502	H32915	H	301.9	311	1,291	63.6	137	0	No Failure
283	M15142	M	298.1	308.1	1,390	49.8	85	0	No Failure
9,402	M24261	M	297.7	308.2	1,720	25.6	174	0	No Failure
7,013	L54192	L	300.4	310.4	1,298	61.4	19	0	No Failure
9,393	L56572	L	297.6	308.1	1,437	46.3	149	0	No Failure
6,884	L54063	L	300.9	311.3	1,953	19.4	107	0	No Failure
6,382	L53561	L	300.2	309.7	1,771	27.1	104	0	No Failure
4,074	M18933	M	301.9	310.6	1,412	46.5	89	0	No Failure
7,567	L54746	L	300.3	311	1,613	34.7	142	0	No Failure
4,455	L51634	L	302.4	310.1	1,401	48.8	177	0	No Failure
1,193	M16052	M	297.2	308.3	1,431	43.7	46	0	No Failure
85	L47264	L	298.9	308.9	1,422	47.6	15	0	No Failure
9,811	L56990	L	298.1	309	1,502	40.9	153	0	No Failure
7,006	M21865	M	300.6	310.7	1,339	52.9	0	0	No Failure
2,983	L50162	L	300.5	309.5	1,795	27.7	117	0	No Failure
6,543	L53722	L	301.4	310.8	1,543	36.9	97	0	No Failure
3,584	L50763	L	301.8	310.7	1,751	29.3	133	0	No Failure
6,334	M21193	M	300.4	309.9	1,415	31.8	192	0	No Failure
9,504	M24363	M	299.2	310.3	1,551	44.8	18	0	No Failure
8,975	L56154	L	296.8	307.5	1,474	42.4	107	0	No Failure
3,305	L50484	L	301.2	310.3	1,497	45.7	76	0	No Failure
2,532	M17391	M	298.8	308.5	1,510	38.7	66	0	No Failure
2,530	M17389	M	298.8	308.6	1,571	33.7	61	0	No Failure
5,932	L53111	L	300.3	310.4	1,336	54.4	52	0	No Failure
5,622	M20481	M	302.9	312.2	1,292	54.4	136	0	No Failure
2,950	M17809	M	300.7	309.5	1,470	48.7	21	0	No Failure
3,304	L50483	L	301.2	310.4	1,390	49.9	74	0	No Failure
7,786	L54965	L	300.2	311.5	1,383	42.1	60	0	No Failure
2,265	M17124	M	299.2	308.4	1,415	43.5	53	0	No Failure
9,775	H39188	H	298.6	309.5	1,375	41	39	0	No Failure
2,381	L49560	L	299	308.1	1,242	60.9	117	0	No Failure
1,402	H30815	H	298.9	310.2	1,532	37.7	166	0	No Failure
1,303	L48482	L	298.6	309.8	1,505	45.7	144	0	random failures
6,927	H36340	H	301.1	311.6	1,417	53.4	0	0	No Failure
456	L47635	L	297.4	308.7	1,429	57.4	96	0	No Failure
8,789	L55968	L	297.4	308.5	1,369	53.2	43	0	No Failure
1,907	L49086	L	297.9	307.6	1,430	52.4	178	0	No Failure
8,962	M23821	M	297.3	308	1,403	45	77	0	No Failure
6,222	M21081	M	301.2	310.9	1,359	50.8	118	0	No Failure
988	M15847	M	296.3	307.1	1,534	33.8	151	0	No Failure
9,885	L57064	L	298.7	309.5	1,673	30.8	141	0	No Failure
860	H30273	H	296.2	307	1,542	40.6	28	0	No Failure
6,900	L54079	L	300.9	311.6	1,671	33.5	148	0	No Failure
3,826	H33239	H	302.2	310.7	1,413	48.9	114	0	No Failure
723	L47902	L	297.5	308.9	1,427	44.7	135	0	No Failure
8,588	M23447	M	297.4	307.9	1,627	34.3	166	0	No Failure
9,712	H39125	H	299.1	310.1	1,429	42.9	96	0	No Failure
1,440	M16299	M	298.8	309.8	1,534	37	47	0	No Failure
6,051	M20910	M	300.9	311.1	1,546	37.7	133	0	No Failure
9,293	L56472	L	298.2	309	1,643	34.1	91	0	No Failure
3,724	L50903	L	302.3	311.2	1,758	24.4	68	0	No Failure
7,939	L55118	L	300.8	311.7	1,681	31.3	221	0	No Failure
4,392	M19251	M	302.2	310.1	1,368	51.6	12	1	Heat Dissipation Failure
4,869	L52048	L	303.6	312.4	1,418	46	128	0	No Failure
2,284	L49463	L	299.2	308.5	1,387	51.1	98	0	No Failure
6,098	H35511	H	300.9	310.8	1,477	38.4	31	0	No Failure
1,996	L49175	L	298.3	308	1,451	47.1	196	0	No Failure
5,873	M20732	M	301.5	311	1,504	42.6	109	0	No Failure
445	L47624	L	297.4	308.4	1,582	37.2	68	0	No Failure
7,944	L55123	L	300.8	311.7	1,753	29	8	0	No Failure
321	H29734	H	297.8	308.4	1,550	38.2	185	0	No Failure
2,838	L50017	L	300.3	309.1	1,699	30.3	178	0	No Failure
5,437	M20296	M	302.9	312.5	1,679	30.9	79	0	No Failure
4,400	L51579	L	302.3	310.1	1,653	29.7	34	0	No Failure

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