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EddyGiusepe
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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
952	H30365	H	295.6	306.3	1,509	35.8	60	0	No Failure
9,157	M24016	M	297.5	308.4	1,369	54.8	145	0	No Failure
8,456	L55635	L	298.6	309.9	1,356	59.5	34	0	No Failure
370	H29783	H	297.5	308.4	1,587	36.1	98	0	No Failure
8,610	L55789	L	297.4	308.3	1,475	40.5	222	1	Tool Wear Failure
6,794	L53973	L	301.3	310.7	1,608	31.4	86	0	No Failure
8,128	M22987	M	300.1	311.3	1,650	33.8	38	0	No Failure
13	M14872	M	298.6	309.1	1,339	51.1	34	0	No Failure
1,345	L48524	L	298.5	310.1	1,809	28.9	20	0	No Failure
9,327	L56506	L	298.6	309.3	1,677	31.2	180	0	No Failure
8,673	L55852	L	297.5	308.8	1,312	50.3	159	0	No Failure
4,801	M19660	M	303.5	312.5	1,353	51	172	0	No Failure
7,081	L54260	L	300.7	310.4	1,543	47.3	203	0	No Failure
4,770	H34183	H	303.6	311.9	1,544	37.1	88	0	No Failure
6,280	L53459	L	301.3	310.8	1,432	54.4	51	0	No Failure
5,786	L52965	L	301.7	311.1	1,469	37.2	128	0	No Failure
4,929	L52108	L	303.5	312.3	1,584	35.2	74	0	No Failure
9,531	H38944	H	299.1	310.4	1,405	53.6	86	0	No Failure
5,354	L52533	L	303.4	312.7	1,589	34	116	0	No Failure
5,222	L52401	L	303.9	313	1,626	31.4	209	0	No Failure
263	M15122	M	298.1	308.2	1,736	26.8	27	0	No Failure
2,963	L50142	L	300.7	309.5	1,508	39.9	59	0	No Failure
6,749	H36162	H	301.7	311	2,016	19.3	180	0	No Failure
4,223	M19082	M	302	310.6	1,535	38.6	34	0	No Failure
3,321	L50500	L	301.5	310.5	2,289	16.4	112	0	No Failure
4,054	M18913	M	301.9	310.9	2,305	16.1	42	0	No Failure
1,543	L48722	L	298.3	308.9	1,379	54.7	91	0	No Failure
4,091	L51270	L	302	310.5	2,197	15.8	133	0	No Failure
3,197	L50376	L	300	309.1	1,489	40.3	7	0	No Failure
3,126	L50305	L	300.1	309.4	1,694	27.4	44	0	No Failure
9,487	M24346	M	298.9	309.6	1,472	46	199	0	No Failure
6,518	L53697	L	301.1	310.1	1,540	36.6	28	0	No Failure
8,641	L55820	L	297.6	308.6	1,383	47.5	75	0	No Failure
9,053	M23912	M	297.4	308.6	1,901	22.1	81	0	No Failure
8,686	H38099	H	297.2	308.5	1,524	41.4	192	0	No Failure
3,452	L50631	L	301.6	310.6	1,455	43.9	0	0	No Failure
9,332	L56511	L	298.4	308.9	1,496	37.9	194	0	No Failure
8,763	H38176	H	297.5	308.8	1,824	24	179	0	No Failure
8,524	H37937	H	298.3	309.3	1,529	41.7	5	0	No Failure
5,155	L52334	L	304.2	313.4	1,568	37.6	25	0	No Failure
6,230	L53409	L	301.3	310.9	2,165	17.4	143	0	No Failure
4,908	M19767	M	303.6	312.5	1,607	33.7	14	0	No Failure
3,247	L50426	L	301	309.7	1,468	42	141	0	No Failure
4,272	L51451	L	302.6	310.8	1,470	41.2	156	0	No Failure
3,932	M18791	M	302.7	311.7	1,784	25.1	177	0	No Failure
1,313	L48492	L	298.9	310.1	1,473	42.6	164	0	No Failure
9,676	M24535	M	299	310.2	1,298	57.2	10	0	No Failure
4,530	M19389	M	302.4	310.4	1,586	34.3	149	0	No Failure
2,131	L49310	L	299.4	309	1,391	58.2	135	0	No Failure
53	H29466	H	298.8	309	1,497	43.8	147	0	No Failure
5,603	L52782	L	302.9	312.1	1,334	54.7	88	0	No Failure
7,527	L54706	L	300.1	311.4	1,660	31.4	38	0	No Failure
4,880	H34293	H	303.7	312.5	1,520	35.6	154	0	No Failure
339	L47518	L	297.5	308.2	1,563	38.2	15	0	No Failure
2,400	M17259	M	299.2	308.5	1,594	35.8	160	0	No Failure
2,048	L49227	L	299.3	309.2	1,775	24.2	125	0	No Failure
9,986	H39399	H	298.7	308.5	1,572	35.6	202	0	No Failure
2,230	L49409	L	299.4	308.7	1,681	30.8	171	0	No Failure
7,829	M22688	M	299.8	311.1	1,562	35.7	170	0	No Failure
3,101	L50280	L	299.8	309.1	1,578	42.1	191	0	No Failure
5,715	L52894	L	302.2	311.8	1,618	36	158	0	No Failure
4,689	L51868	L	303.5	311.6	1,577	38.1	112	0	No Failure
9,652	M24511	M	299.1	310	1,580	36	195	0	No Failure
3,273	M18132	M	301.3	310	1,593	30.8	210	0	No Failure
7,571	H36984	H	300.2	311	1,777	27.5	151	0	No Failure
6,613	L53792	L	301.6	310.6	1,222	70	62	0	No Failure
4,547	M19406	M	302.5	310.4	1,429	43.2	191	0	No Failure
2,795	L49974	L	300.4	309.6	1,553	43.9	75	0	No Failure
5,721	L52900	L	302.3	311.9	1,434	51.9	173	0	No Failure
3,003	M17862	M	300.5	309.8	1,555	38.9	166	0	No Failure
3,043	M17902	M	300.2	309.4	1,459	43.9	39	0	No Failure
1,266	L48445	L	297.9	309.4	1,558	35.7	39	0	No Failure
3,919	M18778	M	302.5	311.5	1,358	52.7	139	0	No Failure
6,700	M21559	M	301.7	310.8	1,516	40.4	48	0	No Failure
7,313	L54492	L	300	310.5	1,412	52.4	142	0	No Failure
3,758	M18617	M	302.2	311.1	1,516	33.7	158	0	No Failure
5,743	L52922	L	302.3	311.7	1,414	47	11	0	No Failure
1,779	L48958	L	298.6	308.2	1,325	54	41	0	No Failure
3,414	L50593	L	301.3	310.3	1,560	36.3	129	0	No Failure
9,233	L56412	L	298.2	309.1	1,350	52	136	0	No Failure
5,441	H34854	H	303	312.5	1,698	30	89	0	No Failure
5,248	L52427	L	303.6	313.1	1,405	38.3	58	0	No Failure
1,464	L48643	L	298.8	310.1	1,607	39.5	105	0	No Failure
7,077	L54256	L	300.7	310.5	1,960	21	194	0	No Failure
7,745	L54924	L	300.4	311.7	1,314	59.5	160	0	No Failure
6,810	L53989	L	300.9	310.8	1,490	38.1	125	0	No Failure
6,564	L53743	L	301.5	310.7	1,942	20.5	155	0	No Failure
6,081	L53260	L	300.9	310.7	1,468	36.2	208	0	No Failure
9,439	M24298	M	298.1	308.7	1,315	56.8	59	0	No Failure
2,715	M17574	M	299.6	309.1	1,366	55.2	95	0	No Failure
8	L47187	L	298.1	308.6	1,527	40.2	16	0	No Failure
9,169	H38582	H	297.6	308.8	1,385	44.4	181	0	No Failure
3,233	L50412	L	300.7	309.3	1,580	38.3	102	0	No Failure
7,873	L55052	L	300.6	312.3	1,532	37.2	54	0	No Failure
7,885	L55064	L	300.8	312.4	1,465	59.1	91	1	Power Failure
9,406	M24265	M	297.7	308.1	1,469	48.8	183	0	No Failure
7,784	L54963	L	300.3	311.5	1,667	28.8	56	0	No Failure
3,907	L51086	L	302.3	311.2	1,297	62.5	109	0	No Failure
2,967	L50146	L	300.6	309.3	1,601	40.2	69	0	No Failure
3,729	L50908	L	302.3	311.3	1,457	44.5	83	0	No Failure