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	Failure Type stringclasses 6 values
3,118	M17977	M	300.1	309.3	1,469	43.9	20	No Failure
6,545	M21404	M	301.4	310.7	1,470	46.5	101	No Failure
1,936	M16795	M	298.1	307.9	1,377	55.1	42	No Failure
1,185	L48364	L	297.3	308.5	1,497	47.5	27	No Failure
6,330	M21189	M	300.7	310	1,641	34.6	178	No Failure
179	L47358	L	298.2	308.2	1,436	50.2	43	No Failure
9,403	L56582	L	297.7	308.1	1,734	30.7	177	No Failure
8,085	L55264	L	300.2	311.4	1,483	44.4	141	No Failure
1,719	M16578	M	298.2	307.7	1,681	31	84	No Failure
4,887	L52066	L	303.8	312.5	1,372	45.7	180	No Failure
6,078	L53257	L	300.9	310.7	1,479	43.3	201	No Failure
515	L47694	L	297.4	309.2	1,620	33.2	28	No Failure
1,839	M16698	M	297.8	307.2	1,456	39.6	199	No Failure
2,217	L49396	L	299.7	309.2	1,645	30.8	137	No Failure
548	M15407	M	297.5	309.4	1,482	39.3	112	No Failure
5,652	M20511	M	302.5	312	1,447	45.7	210	No Failure
9,426	M24285	M	298.1	308.6	1,415	46.3	27	No Failure
2,036	M16895	M	298.9	308.6	1,469	34.2	93	No Failure
8,890	M23749	M	297.7	308.8	2,089	19.1	111	No Failure
8,833	L56012	L	297.4	308.8	1,651	34.1	163	No Failure
3,391	H32804	H	301.5	310.7	1,599	40.4	72	No Failure
2,244	L49423	L	299.2	308.4	1,465	35	201	No Failure
3,105	M17964	M	299.8	309.2	1,678	29.8	202	No Failure
4,548	M19407	M	302.5	310.4	1,451	53.6	194	No Failure
1,545	L48724	L	298.4	309	1,474	52.7	95	No Failure
5,690	L52869	L	302.4	311.8	1,543	31.1	96	No Failure
2,014	L49193	L	298.6	308.4	1,485	42.9	38	No Failure
2,520	L49699	L	298.8	308.6	1,631	32.4	38	No Failure
752	M15611	M	296.8	308.1	1,843	24.2	212	No Failure
7,448	M22307	M	300.3	311.9	1,677	30.8	48	No Failure
1,755	M16614	M	298	307.4	1,463	46.5	182	No Failure
9,336	L56515	L	298.4	308.9	1,501	50	203	No Failure
7,593	M22452	M	300.5	311.2	1,551	36.6	205	No Failure
1,346	L48525	L	298.5	310	1,804	26.1	22	No Failure
7,958	H37371	H	300.9	311.9	2,140	16.5	43	No Failure
5,946	M20805	M	300.8	310.8	1,415	44.5	87	No Failure
3,436	L50615	L	301.5	310.5	1,389	54.9	187	No Failure
6,985	M21844	M	300.7	311	1,706	25	153	No Failure
9,032	H38445	H	297.5	308.4	1,793	23.9	28	No Failure
4,951	M19810	M	303.8	312.7	1,919	20.2	131	No Failure
3,281	M18140	M	301.2	309.9	1,456	50.8	15	No Failure
41	L47220	L	298.8	309.1	1,362	45.4	113	No Failure
3,703	L50882	L	302	311.2	1,434	44.9	15	No Failure
2,555	L49734	L	299.3	309.1	1,531	37.9	127	No Failure
9,411	M24270	M	298	308.5	1,666	31	198	No Failure
5,795	M20654	M	301.9	311.5	1,492	40.8	150	No Failure
8,778	H38191	H	297.5	308.6	1,481	38.8	14	No Failure
7,552	M22411	M	300.2	311.3	1,491	37.3	102	No Failure
8,185	L55364	L	299.8	311.1	2,144	17.7	190	No Failure
2,921	L50100	L	300.7	309.7	1,598	33.7	149	No Failure
1,774	L48953	L	298.5	308	1,384	59.5	27	No Failure
7,109	M21968	M	300.8	310.5	1,511	35.8	54	No Failure
1,897	L49076	L	297.9	307.5	1,574	35.8	153	No Failure
5,950	M20809	M	300.7	310.8	1,506	44	97	No Failure
2,956	M17815	M	300.7	309.5	1,439	43.8	41	No Failure
4,138	L51317	L	301.7	310.1	1,384	50.5	38	No Failure
6,435	M21294	M	300.3	309.9	1,494	38.5	33	No Failure
1,569	L48748	L	298.2	308.2	1,407	47.1	153	No Failure
9,888	L57067	L	298.8	309.5	1,368	44.7	147	No Failure
3,428	L50607	L	301.6	310.6	1,562	34.4	162	No Failure
9,768	L56947	L	298.6	309.6	1,563	35	21	No Failure
1,401	H30814	H	298.9	310.1	1,366	62.7	161	No Failure
5,147	L52326	L	304.4	313.6	1,585	38.9	9	No Failure
4,391	M19250	M	302.2	310.1	1,421	45.4	9	No Failure
8,649	M23508	M	297.4	308.4	1,478	46.2	95	No Failure
2,068	L49247	L	299.7	309.6	1,553	36.8	174	No Failure
4,325	L51504	L	301.7	310.2	1,486	43	66	No Failure
6,755	L53934	L	301.8	311.1	1,495	36.9	197	No Failure
4,758	L51937	L	303.4	311.6	1,497	42.8	58	No Failure
5,741	M20600	M	302.3	311.7	1,535	38.3	5	No Failure
4,065	L51244	L	301.9	310.7	1,480	47.1	68	No Failure
3,145	M18004	M	300.6	310	1,478	36.3	95	No Failure
908	M15767	M	295.6	306.1	1,669	29	161	No Failure
2,879	H32292	H	300.5	309.4	1,502	34.3	40	No Failure
8,688	M23547	M	297.2	308.5	1,604	34.9	200	No Failure
5,338	M20197	M	303.3	312.6	1,482	44.4	73	No Failure
3,619	L50798	L	301.9	311.1	1,448	46.3	14	No Failure
1,576	L48755	L	298.2	308.3	2,057	18	168	No Failure
7,273	L54452	L	300.2	310.3	1,202	59.5	40	No Failure
1,762	L48941	L	298.1	307.6	1,950	20.3	202	No Failure
8,638	L55817	L	297.5	308.5	1,459	39.7	69	No Failure
8,767	L55946	L	297.5	308.8	1,360	50.7	190	No Failure
1,076	H30489	H	296.9	307.8	1,345	54.5	172	No Failure
7,677	L54856	L	300.6	311.7	1,448	49.1	206	No Failure
9,472	M24331	M	298.6	309.4	1,774	27.5	154	No Failure
3,461	L50640	L	301.5	310.3	1,415	41.6	28	No Failure
7,310	L54489	L	300	310.4	1,505	44.9	133	No Failure
3,149	H32562	H	300.4	309.8	1,448	39.7	107	No Failure
337	M15196	M	297.6	308.2	1,995	20.5	10	No Failure
2,734	L49913	L	299.7	309.2	1,422	40.4	140	No Failure
2,508	H31921	H	299.2	309.1	1,410	47.1	9	No Failure
1,116	M15975	M	296.4	307.3	2,077	19.1	80	No Failure
3,242	H32655	H	300.9	309.5	1,469	43.4	126	No Failure
5,452	L52631	L	303	312.7	1,361	48.8	120	No Failure
217	L47396	L	298.3	308.6	1,499	38.3	142	No Failure
1,261	L48440	L	297.6	309	1,528	33.8	22	No Failure
3,760	L50939	L	302.3	311	1,412	47	164	No Failure
1,334	M16193	M	299	310.3	1,558	35.4	223	No Failure
8,396	M23255	M	298.5	309.5	1,483	44.8	92	No Failure
8,971	L56150	L	297	307.6	1,575	37.4	98	No Failure

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