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EddyGiusepe
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Modified_dataset_for_predictive_maintenance

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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
333	M15192	M	297.6	308.3	1,538	40.2	0	0	No Failure
9,691	M24550	M	298.9	310	1,520	35.6	48	0	No Failure
5,969	L53148	L	300.4	310.8	1,348	56	146	0	No Failure
8,539	L55718	L	298.5	309.4	1,548	37.7	43	0	No Failure
7,247	L54426	L	299.9	310.1	1,681	29.1	197	0	No Failure
3,560	M18419	M	301.7	310.7	1,659	29.9	73	0	No Failure
1,431	L48610	L	298.9	310	1,378	49.3	18	0	No Failure
2,955	H32368	H	300.6	309.4	1,691	28	36	0	No Failure
8,275	L55454	L	298.9	310.5	1,640	29.2	195	0	No Failure
4,352	L51531	L	301.8	309.6	1,432	43.7	138	0	No Failure
7,955	L55134	L	301	311.9	1,454	41.9	33	0	No Failure
300	M15159	M	297.8	308.3	1,567	35.6	131	0	No Failure
7,798	L54977	L	300	311.4	1,476	39	92	0	No Failure
9,056	H38469	H	297.3	308.4	1,864	23.1	90	0	No Failure
6,744	L53923	L	301.7	311.2	1,418	38	166	0	No Failure
3,363	L50542	L	301.4	310.6	1,445	43.9	210	0	No Failure
6,754	L53933	L	301.6	310.9	1,385	50.7	195	0	No Failure
777	L47956	L	296.7	307.8	1,468	39.2	35	0	No Failure
9,802	M24661	M	298.4	309.3	1,496	45.6	129	0	No Failure
6,137	H35550	H	300.9	310.8	1,390	40.6	131	0	No Failure
8,476	M23335	M	298.5	309.7	1,557	37.7	86	0	No Failure
3,360	L50539	L	301.5	310.6	1,525	41.9	204	0	No Failure
9,260	M24119	M	298.2	309	1,694	28	5	0	No Failure
9,706	L56885	L	298.9	310	1,482	41.1	82	0	No Failure
1,066	L48245	L	296.8	307.9	1,718	25.2	148	0	No Failure
5,279	M20138	M	303.5	312.9	1,618	30.4	130	0	No Failure
1,296	L48475	L	298.7	309.8	1,402	54.3	128	0	No Failure
2,805	L49984	L	300.1	309.5	1,450	40.1	100	0	No Failure
3,583	L50762	L	301.8	310.6	1,395	50.5	131	0	No Failure
9,665	L56844	L	299.1	310.2	1,317	54.8	231	1	Overstrain Failure
1,068	L48247	L	296.9	307.8	1,466	45.7	153	0	No Failure
5,076	L52255	L	304.1	313.2	1,366	46.6	35	0	No Failure
3,778	M18637	M	302.4	311.1	1,721	30.1	210	0	No Failure
1,549	M16408	M	298.3	308.8	1,349	52.1	104	0	No Failure
6,758	L53937	L	301.8	311.2	1,822	26.2	204	0	No Failure
6,060	L53239	L	300.9	311	2,235	15.8	156	0	No Failure
3,111	H32524	H	299.9	309.2	1,525	33.2	0	0	No Failure
7,739	M22598	M	300.5	312	1,263	60.8	146	0	No Failure
8,167	L55346	L	299.7	311.1	1,603	31.4	141	0	No Failure
786	M15645	M	296.9	308	1,497	44.8	57	0	No Failure
475	L47654	L	297.4	309.1	1,478	49.8	150	0	No Failure
8,608	L55787	L	297.5	308.4	1,433	50	218	0	No Failure
3,911	L51090	L	302.4	311.4	1,831	26.9	121	0	No Failure
8,413	M23272	M	298.6	309.7	1,314	49.7	136	0	No Failure
7,923	L55102	L	300.7	311.9	1,462	39.7	181	0	No Failure
6,035	M20894	M	300.6	310.8	1,389	48.1	88	0	No Failure
4,650	M19509	M	303.3	311.4	1,395	59.1	4	0	No Failure
3,375	L50554	L	301.4	310.7	1,376	50.6	25	0	No Failure
8,779	L55958	L	297.5	308.7	1,454	45	19	0	No Failure
4,082	L51261	L	302	310.4	1,336	58.2	110	1	Heat Dissipation Failure
583	L47762	L	297.8	309.7	1,341	49.2	208	0	No Failure
8,818	H38231	H	297.3	308.6	1,376	53.5	112	0	No Failure
4,739	M19598	M	303.2	311.4	2,102	19	5	0	No Failure
1,567	M16426	M	298	308.1	1,403	44.8	148	0	No Failure
4,309	H33722	H	301.4	309.9	1,460	47.2	22	0	No Failure
7,326	L54505	L	299.9	310.4	1,419	45.7	178	0	No Failure
2,818	L49997	L	300.2	309.5	1,417	41.1	129	0	No Failure
149	M15008	M	298.3	308.3	1,379	48	181	0	No Failure
9,464	M24323	M	298.5	309.3	1,552	36.8	133	0	No Failure
4,923	M19782	M	303.4	312.2	1,615	35.7	56	0	No Failure
7,007	H36420	H	300.6	310.6	1,419	39.6	3	0	No Failure
7,900	L55079	L	300.9	312.4	1,364	52.5	125	0	No Failure
2,779	L49958	L	300	309.4	1,308	50.2	32	0	No Failure
7,018	M21877	M	300.7	310.6	1,474	37	33	0	No Failure
8,436	M23295	M	298.7	310	1,519	38.1	198	0	No Failure
8,757	L55936	L	297.5	308.7	1,761	26.2	164	0	No Failure
6,554	L53733	L	301.4	310.8	1,389	52.7	125	0	No Failure
9,251	H38664	H	298.3	309	1,823	25.9	181	0	No Failure
2,630	L49809	L	300	309.7	1,586	37.8	103	0	No Failure
4,716	L51895	L	303.4	311.7	1,476	42.3	180	0	No Failure
1,951	M16810	M	298	307.9	1,479	47.6	76	0	No Failure
5,443	L52622	L	303.1	312.7	1,353	51.8	97	0	No Failure
7,087	L54266	L	300.6	310.4	2,514	13.4	215	0	No Failure
5,805	L52984	L	301.5	310.9	1,365	46.5	172	0	No Failure
71	M14930	M	298.9	309	1,924	22.6	193	0	No Failure
4,304	L51483	L	301.7	310.2	1,435	48.1	12	0	No Failure
975	L48154	L	296	306.6	1,511	35.2	119	0	No Failure
6,726	M21585	M	301.5	310.7	1,359	47.1	115	0	No Failure
2,919	M17778	M	300.6	309.5	1,492	34	144	0	No Failure
7,453	L54632	L	300.3	311.7	1,579	33.6	59	0	No Failure
5,304	L52483	L	303.9	313.2	1,481	44.1	197	0	No Failure
8,412	L55591	L	298.6	309.8	1,496	37.7	134	0	No Failure
3,952	M18811	M	302.3	311.4	1,571	32.7	17	0	No Failure
1,582	M16441	M	298.2	308.3	1,560	33	181	0	No Failure
6,380	L53559	L	300.1	309.7	1,485	45.9	100	0	No Failure
1,145	L48324	L	297	307.9	1,296	69.1	153	1	Power Failure
7,369	M22228	M	299.6	310.2	1,620	30	70	0	No Failure
3,343	L50522	L	301.5	310.8	1,382	52.4	165	0	No Failure
5,846	M20705	M	301.4	311.2	1,727	26.5	43	0	No Failure
2,415	L49594	L	299.1	308.5	1,415	43.4	0	0	No Failure
3,789	L50968	L	302.3	310.8	1,511	48.1	24	0	No Failure
5,628	L52807	L	302.7	312.1	1,597	39.8	153	0	No Failure
8,137	M22996	M	299.6	310.9	1,474	39.7	64	0	No Failure
9,244	L56423	L	298.3	308.8	1,454	49	166	0	No Failure
2,373	M17232	M	299.3	308.5	1,404	49.4	93	0	No Failure
587	L47766	L	297.6	309.6	1,501	49.8	222	1	Overstrain Failure
7,154	L54333	L	300.2	310	1,493	47.3	172	0	No Failure
2,243	L49422	L	299.2	308.4	1,667	29	199	0	No Failure
2,915	H32328	H	300.6	309.6	1,888	20.5	133	0	No Failure
2,892	L50071	L	300.6	309.6	1,682	30.7	78	0	No Failure

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