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
6,747	M21606	M	301.7	311.1	1,578	40.5	174	0	No Failure
6,625	L53804	L	301.7	310.7	1,532	39.8	92	0	No Failure
9,865	M24724	M	298.9	309.9	1,645	31.4	86	0	No Failure
3,944	L51123	L	302.3	311.4	1,333	66.7	205	1	Power Failure
8,508	L55687	L	298.4	309.7	1,518	39.8	165	0	No Failure
2,492	L49671	L	299.1	308.9	1,445	43.4	197	0	No Failure
2,757	L49936	L	299.7	309.2	1,781	29.6	201	0	No Failure
9,778	L56957	L	298.6	309.6	1,387	57.6	50	0	No Failure
8,273	L55452	L	298.9	310.6	1,363	52.6	190	0	No Failure
6,983	L54162	L	300.7	311.1	1,440	43	148	0	No Failure
4,687	M19546	M	303.5	311.6	1,562	34.2	107	0	No Failure
1,601	M16460	M	297.8	307.8	1,543	43.7	8	0	No Failure
1,370	M16229	M	298.7	310.3	1,481	41.5	83	0	No Failure
3,292	M18151	M	301.2	310.1	1,479	45.5	44	0	No Failure
5,731	L52910	L	302.3	311.7	1,793	25.3	200	0	No Failure
7,913	L55092	L	300.7	312.1	1,498	44	155	0	No Failure
8,632	H38045	H	297.3	308.3	1,506	37	54	0	No Failure
7,772	L54951	L	300.3	311.6	1,709	29.5	27	0	No Failure
2,987	L50166	L	300.6	309.8	1,455	48	125	0	No Failure
6,436	L53615	L	300.3	309.9	1,621	34.1	36	0	No Failure
8,570	L55749	L	297.9	308.6	1,757	27.5	118	0	No Failure
4,210	M19069	M	302.2	310.8	1,422	47	3	0	No Failure
6,670	L53849	L	301.4	310.5	1,571	33.9	208	0	No Failure
3,582	M18441	M	301.8	310.6	1,459	40.2	128	0	No Failure
3,492	H32905	H	301.9	310.9	1,590	34.3	106	0	No Failure
3,958	L51137	L	302.2	311.4	1,510	44.9	33	0	No Failure
2,677	L49856	L	299.7	309.3	1,592	34.2	8	0	No Failure
3,622	L50801	L	301.9	311.2	1,657	29.1	23	0	No Failure
7,701	M22560	M	300.7	311.6	1,348	62.5	36	0	No Failure
3,885	H33298	H	302.5	311.5	1,626	36	44	0	No Failure
5,952	L53131	L	300.7	310.9	1,650	29.4	102	0	No Failure
6,152	L53331	L	301.1	311.2	1,555	35.3	172	0	No Failure
6,119	M20978	M	300.9	311.1	1,325	61.4	88	0	No Failure
8,889	M23748	M	297.7	308.9	1,530	39.1	108	0	No Failure
5,341	L52520	L	303.5	312.7	1,393	49.3	82	0	No Failure
1,784	H31197	H	298.3	308	1,553	41	52	0	No Failure
8,553	L55732	L	298.2	309.1	1,467	44.5	80	0	No Failure
6,510	L53689	L	301.1	310.1	1,564	36.8	7	0	No Failure
3,339	M18198	M	301.6	310.9	1,510	40.9	152	0	No Failure
2,457	L49636	L	299.1	308.6	1,555	36.6	104	0	No Failure
3,568	L50747	L	301.8	310.5	1,548	34.1	93	0	No Failure
1,923	L49102	L	298	307.8	1,716	26.6	9	0	No Failure
1,913	M16772	M	298	307.7	1,621	34.9	194	0	No Failure
7,535	L54714	L	300	311.2	1,418	47.3	60	0	No Failure
8,717	M23576	M	297.1	308.6	1,717	31.3	61	0	No Failure
3,372	L50551	L	301.4	310.7	1,989	21.8	19	0	No Failure
5,544	L52723	L	302.4	311.8	1,255	59	138	0	No Failure
3,727	M18586	M	302.3	311.2	1,505	36.7	78	0	No Failure
6,129	L53308	L	300.9	311	1,499	38	111	0	No Failure
7,589	L54768	L	300.4	311.1	2,013	20.1	195	0	No Failure
614	L47793	L	298.1	309.9	1,634	30	53	0	No Failure
1,638	L48817	L	297.9	307.8	1,665	33.9	102	0	No Failure
9,178	L56357	L	297.9	309.1	1,504	43	4	0	No Failure
3,244	L50423	L	301	309.6	1,724	28.1	133	0	No Failure
7,434	M22293	M	300.1	311.4	1,913	21.9	15	0	No Failure
3,045	L50224	L	300.2	309.4	1,981	21.4	44	0	No Failure
7,161	M22020	M	300.2	310.1	1,485	40.5	188	0	No Failure
7,039	L54218	L	300.7	310.6	1,654	34.2	89	0	No Failure
2,708	M17567	M	299.6	309	1,539	36.1	76	0	No Failure
5,404	L52583	L	302.7	312.3	1,858	25.4	2	0	No Failure
1,504	L48683	L	298	308.7	1,771	26.2	206	0	No Failure
8,577	L55756	L	297.6	308.3	1,523	39.5	137	0	No Failure
4,692	L51871	L	303.5	311.5	1,535	33.3	120	0	No Failure
6,493	M21352	M	300.8	309.9	1,444	46	180	0	No Failure
8,681	L55860	L	297.2	308.5	1,494	39.6	181	0	No Failure
1,758	M16617	M	298.1	307.4	1,335	56.2	190	0	No Failure
2,049	L49228	L	299.3	309.2	1,465	41.5	127	0	No Failure
5,923	L53102	L	300.5	310.3	1,435	43.3	31	0	No Failure
4,835	M19694	M	303.4	311.9	1,510	42.2	36	0	No Failure
9,420	L56599	L	298	308.4	1,911	22	13	0	No Failure
5,901	M20760	M	300.9	310.7	1,485	41	181	0	No Failure
2,542	H31955	H	299.1	308.8	1,553	32.6	90	0	No Failure
2,496	M17355	M	299.1	308.8	1,491	41	209	0	No Failure
1,473	M16332	M	298.5	309.6	1,438	44.5	124	0	No Failure
5,446	M20305	M	303	312.8	1,648	32.1	104	0	No Failure
304	M15163	M	297.8	308.4	1,479	43.5	143	0	No Failure
1,055	H30468	H	296.8	307.8	1,627	30.5	117	0	No Failure
8,703	L55882	L	297.2	308.6	1,774	23	30	0	No Failure
6,318	L53497	L	300.9	310.3	1,321	48.8	150	0	No Failure
7,935	M22794	M	300.8	311.9	1,621	28.3	211	0	No Failure
4,983	L52162	L	303.7	313	1,811	24.3	209	0	No Failure
403	L47582	L	297.4	308.6	1,678	32.3	180	0	No Failure
5,389	M20248	M	302.8	312.3	1,432	49	218	0	No Failure
9,198	M24057	M	297.9	308.8	1,469	49	51	0	No Failure
7,304	L54483	L	300.1	310.6	1,374	45.4	119	0	No Failure
3,020	L50199	L	300.5	309.8	1,379	54.2	207	1	Overstrain Failure
3,093	M17952	M	300	309.3	2,293	16.3	170	0	No Failure
9,708	L56887	L	299	310.1	1,699	32.9	87	0	No Failure
5,508	L52687	L	302.8	312.1	1,520	39.9	48	0	No Failure
2,414	L49593	L	299	308.5	1,886	23	198	0	No Failure
5,844	L53023	L	301.5	311.2	1,700	28.8	39	0	No Failure
711	M15570	M	297.5	308.7	1,697	28.1	107	0	No Failure
1,220	M16079	M	296.9	308.1	1,357	41.8	127	0	No Failure
9,591	M24450	M	299.2	310.4	1,325	52	34	0	No Failure
9,014	H38427	H	297.2	308	1,435	43	202	0	No Failure
2,000	L49179	L	298.4	308	1,540	37.8	7	0	No Failure
8,849	M23708	M	297.5	308.9	1,436	44.8	2	0	No Failure
4,816	H34229	H	303.4	311.9	1,534	33.2	210	0	No Failure
8,561	L55740	L	298.3	309	1,408	45.4	98	0	No Failure
9,673	H39086	H	299	310.2	1,744	31.5	0	0	No Failure

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