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
9,769	L56948	L	298.6	309.6	1,611	35.7	23	0	No Failure
4,416	L51595	L	302.6	310.4	1,514	42.7	75	0	No Failure
1,411	M16270	M	298.9	310.1	1,469	53.2	189	0	No Failure
3,765	L50944	L	302.4	311	1,329	54.6	176	0	No Failure
9,824	M24683	M	298.5	309.3	1,488	43.7	189	0	No Failure
6,048	H35461	H	300.9	311	1,853	23.6	122	0	No Failure
3,996	L51175	L	302.3	311.3	1,621	31.6	135	0	No Failure
6,630	L53809	L	301.6	310.5	1,397	49.4	104	0	No Failure
4,986	M19845	M	303.8	313	1,789	23.5	215	0	No Failure
969	L48148	L	295.9	306.7	1,547	40.9	107	0	No Failure
9,660	L56839	L	298.9	309.8	1,287	61.9	216	1	Overstrain Failure
6,588	M21447	M	301.6	310.7	1,813	24.6	210	0	No Failure
6,272	M21131	M	300.9	310.5	1,702	29.3	32	0	No Failure
1,851	M16710	M	297.7	307.2	1,372	52.8	33	0	No Failure
1,972	L49151	L	297.9	307.6	1,298	52.7	132	0	No Failure
3,158	M18017	M	300.4	309.7	1,488	42.2	133	0	No Failure
5,563	L52742	L	302.3	311.7	1,648	32.1	197	0	No Failure
1,646	L48825	L	297.9	307.8	1,538	38.5	123	0	No Failure
8,113	M22972	M	300.4	311.8	1,442	45.1	0	0	No Failure
2,655	L49834	L	299.9	309.5	1,567	35.5	171	0	No Failure
3,389	M18248	M	301.7	310.9	1,435	48	66	0	No Failure
7,966	L55145	L	301.1	312.3	1,464	35.3	65	0	No Failure
4,659	L51838	L	303.1	311.2	1,679	34.8	25	0	No Failure
9,254	M24113	M	298.2	309	1,508	40.5	192	0	No Failure
4,950	M19809	M	303.8	312.7	1,555	33.4	128	0	No Failure
2,312	M17171	M	299.1	308.6	1,491	38.5	166	0	No Failure
93	M14952	M	298.9	308.9	1,727	27.1	37	0	No Failure
6,449	H35862	H	300.7	310.2	1,877	24.8	64	0	No Failure
8,357	M23216	M	298.6	309.6	1,344	59.4	200	0	No Failure
8,572	L55751	L	297.9	308.6	2,262	15.7	125	0	No Failure
4,191	H33604	H	302.4	310.9	1,444	40.7	174	0	No Failure
2,082	M16941	M	299.4	309.3	1,485	47.1	209	0	No Failure
8,832	H38245	H	297.4	308.7	1,726	26.8	158	0	No Failure
3,863	H33276	H	302.5	311.5	1,496	43.8	218	0	No Failure
906	L48085	L	295.6	306.1	1,474	41.2	156	0	No Failure
5,866	M20725	M	301.5	311.1	1,402	40	94	0	No Failure
1,869	L49048	L	298.3	308	1,361	56.9	81	0	No Failure
2,054	L49233	L	299.5	309.3	1,382	61	140	0	No Failure
6,363	L53542	L	300	309.6	1,738	28.7	51	0	No Failure
2,409	L49588	L	299	308.4	1,356	52.6	188	0	No Failure
9,104	L56283	L	297.3	308.2	1,490	41	16	0	No Failure
4,330	L51509	L	301.6	310	1,566	30.3	79	0	No Failure
3,864	L51043	L	302.5	311.4	1,674	27	223	0	No Failure
5,558	M20417	M	302.5	312	1,436	43.5	184	0	No Failure
7,616	L54795	L	300.5	311.4	1,442	47	53	0	No Failure
1,935	L49114	L	298.1	307.9	1,698	33.3	40	0	No Failure
2,272	L49451	L	299.2	308.5	1,821	26.1	69	0	No Failure
7,736	L54915	L	300.6	312	1,406	55.1	136	0	No Failure
3,227	L50406	L	300.5	309.3	1,465	46	89	0	No Failure
2,842	L50021	L	300.3	309.4	1,705	29.4	190	0	No Failure
8,339	L55518	L	298.8	309.7	1,740	28.5	152	0	No Failure
7,096	L54275	L	300.6	310.1	1,485	49.9	19	0	No Failure
5,098	L52277	L	304.2	313.4	1,457	49.4	96	0	No Failure
578	L47757	L	297.7	309.7	1,591	37.7	196	0	No Failure
1,427	M16286	M	298.7	309.7	1,622	34.6	8	0	No Failure
8,021	H37434	H	300.9	312	1,720	27.9	202	0	No Failure
5,785	M20644	M	301.8	311.1	1,399	41.8	125	0	No Failure
447	L47626	L	297.5	308.6	1,452	39	72	0	No Failure
4,405	M19264	M	302.4	310.2	1,485	45.9	50	0	No Failure
361	M15220	M	297.5	308.3	1,521	38.2	74	0	No Failure
7,776	L54955	L	300.3	311.5	1,663	33.6	38	0	No Failure
552	L47731	L	297.4	309.2	1,274	54.3	121	0	No Failure
9,101	L56280	L	297.3	308.2	1,446	53.5	7	0	No Failure
4,108	L51287	L	302	310.5	1,809	27.1	175	0	No Failure
8,545	H37958	H	298.5	309.4	2,011	21	59	0	No Failure
2,514	L49693	L	299	308.7	1,583	32.5	25	0	No Failure
1,155	L48334	L	296.9	307.9	1,626	29.9	177	0	No Failure
7,740	L54919	L	300.5	311.9	1,576	31.1	149	0	No Failure
8,231	L55410	L	299.1	310.5	1,736	26.9	74	0	No Failure
8,483	L55662	L	298.4	309.5	1,520	38.1	106	0	No Failure
4,250	L51429	L	302.5	310.9	1,330	56.9	97	1	Heat Dissipation Failure
1,447	M16306	M	299	310.2	1,628	35.8	64	0	No Failure
9,070	M23929	M	297.2	308.2	1,678	28.1	133	0	No Failure
3,110	L50289	L	299.9	309.2	1,491	44.3	214	0	No Failure
6,995	L54174	L	300.6	310.8	1,375	53.2	179	0	No Failure
4,194	L51373	L	302.4	311.1	1,634	34.2	184	0	No Failure
9,294	L56473	L	298.3	309.1	1,437	38	93	0	No Failure
5,175	M20034	M	304.2	313.5	1,390	47.8	83	0	No Failure
8,292	L55471	L	298.9	310.5	1,717	26.9	17	0	No Failure
4,177	M19036	M	302.3	310.7	1,544	39.7	141	0	No Failure
2,741	L49920	L	299.6	309	1,525	42.8	160	0	No Failure
4,824	L52003	L	303.5	311.9	1,493	38.7	14	0	No Failure
177	L47356	L	298.2	308.1	1,618	34.7	39	0	No Failure
4,050	L51229	L	301.8	310.8	1,505	41.2	33	0	No Failure
1,420	L48599	L	298.7	309.8	1,354	53.3	212	1	Overstrain Failure
2,233	L49412	L	299.5	308.6	1,672	30.5	177	0	No Failure
597	M15456	M	297.6	309.6	1,530	37.3	10	0	No Failure
1,448	M16307	M	299	310.3	1,662	33.6	67	0	No Failure
1,623	H31036	H	297.7	307.6	1,538	38.3	63	0	No Failure
1,794	L48973	L	298.1	307.8	1,761	28.2	76	0	No Failure
7,391	M22250	M	299.7	310.5	1,490	41.2	126	0	No Failure
6,661	H36074	H	301.4	310.5	1,421	43.8	182	0	No Failure
8,402	H37815	H	298.5	309.4	1,671	31.8	108	0	No Failure
8,961	L56140	L	297.3	307.9	1,797	24.7	75	0	No Failure
1,165	L48344	L	297.1	308.1	1,754	30.3	206	0	No Failure
5,694	M20553	M	302.4	311.8	1,453	42.1	105	0	No Failure
2,517	L49696	L	298.8	308.5	1,736	29	31	0	No Failure
5,830	M20689	M	301.2	311.1	1,574	34.3	4	0	No Failure
5,948	M20807	M	300.7	310.8	1,465	45.2	92	0	No Failure
4,071	L51250	L	302	310.7	1,348	58.1	83	0	No Failure

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