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
503	L47682	L	297.6	309.2	1,390	43.3	221	0	No Failure
6,956	L54135	L	300.7	311.2	1,399	47.9	80	0	No Failure
7,628	L54807	L	300.5	311.7	1,445	44.8	83	0	No Failure
9,874	L57053	L	298.9	309.8	1,616	36.5	110	0	No Failure
8,752	M23611	M	297.4	308.5	1,472	42	150	0	No Failure
9,661	M24520	M	298.9	309.8	1,392	43.1	218	0	No Failure
7,166	L54345	L	300.2	310.1	1,392	47.9	201	0	No Failure
6,062	H35475	H	301.1	311.1	1,618	29.5	160	0	No Failure
924	M15783	M	295.5	306	1,423	45.3	205	0	No Failure
6,126	L53305	L	300.9	310.9	1,995	20.2	105	0	No Failure
3,549	L50728	L	301.9	310.9	1,616	34.5	46	0	No Failure
6,727	L53906	L	301.5	310.8	1,500	41	118	0	No Failure
2,134	H31547	H	299.3	309	1,732	29.7	141	0	No Failure
8,785	L55964	L	297.5	308.6	1,437	43.3	34	0	No Failure
4,598	M19457	M	303	311.1	1,490	43	108	0	No Failure
4,976	L52155	L	303.7	312.7	1,426	45.5	192	0	No Failure
7,336	L54515	L	299.9	310.4	1,328	49.9	206	0	No Failure
7,318	L54497	L	299.9	310.3	1,638	29.1	152	0	No Failure
9,217	H38630	H	297.7	308.8	1,469	43.7	96	0	No Failure
1,588	M16447	M	298.2	308.3	1,448	43.3	199	0	No Failure
7,952	M22811	M	300.9	311.8	1,843	24.5	25	0	No Failure
4,609	M19468	M	303	311.2	1,519	38	139	0	No Failure
9,686	L56865	L	299	310	1,360	48.1	37	0	No Failure
5,837	L53016	L	301.2	311.1	1,550	39.7	20	0	No Failure
7,315	L54494	L	299.9	310.3	1,268	53.3	146	0	No Failure
8,152	L55331	L	299.5	310.7	1,472	40.9	104	0	No Failure
5,683	H35096	H	302.3	311.6	1,441	53.9	74	0	No Failure
5,137	L52316	L	304.2	313.4	1,735	28.9	192	0	No Failure
9,334	L56513	L	298.5	309	1,450	40.5	199	0	No Failure
3,450	L50629	L	301.7	310.7	1,605	33.3	220	0	No Failure
3,299	L50478	L	301.2	310.3	1,499	38.1	61	0	No Failure
2,693	L49872	L	300.1	309.7	1,641	30.4	41	0	No Failure
1,333	L48512	L	299	310.3	1,868	24	221	0	No Failure
4,094	M18953	M	302	310.5	1,573	32.1	143	0	No Failure
1,086	L48265	L	297	307.8	1,385	56.4	202	1	Overstrain Failure
3,824	M18683	M	302.3	310.9	1,581	36.1	109	0	No Failure
1,997	M16856	M	298.4	308	1,416	38.2	198	1	Tool Wear Failure
4,914	M19773	M	303.5	312.3	1,593	35.2	29	0	No Failure
1,836	H31249	H	297.8	307.3	1,555	35.8	190	0	No Failure
8,310	M23169	M	298.7	310	1,459	40.2	69	0	No Failure
7,905	M22764	M	300.8	312.4	1,811	25.1	136	0	No Failure
2,780	L49959	L	300.1	309.5	1,353	50.9	34	0	No Failure
1,754	L48933	L	298.2	307.5	1,470	51.3	180	0	No Failure
8,569	L55748	L	297.9	308.6	1,691	29.6	116	0	No Failure
9,119	L56298	L	297.6	308.6	1,526	42.1	57	0	No Failure
5,153	L52332	L	304.3	313.5	2,643	12.7	21	0	No Failure
6,633	L53812	L	301.4	310.4	1,301	51.2	112	0	No Failure
4,305	L51484	L	301.6	310.1	1,694	26.3	14	0	No Failure
7,297	H36710	H	300	310.4	1,881	21.9	102	0	No Failure
8,648	L55827	L	297.5	308.5	1,530	38.5	93	0	No Failure
7,993	M22852	M	301.1	312.3	1,852	25.9	131	0	No Failure
7,251	M22110	M	300.1	310.2	1,429	42	206	0	No Failure
79	L47258	L	298.8	308.9	1,398	51.5	0	0	No Failure
3,350	L50529	L	301.4	310.7	1,673	27.8	181	0	No Failure
6,687	L53866	L	301.7	311	1,715	24.8	17	0	No Failure
8,858	L56037	L	297.7	308.9	1,742	26.3	24	0	No Failure
212	L47391	L	298.5	308.7	1,575	33.9	128	0	No Failure
4,995	M19854	M	303.5	312.6	1,642	29.4	18	0	No Failure
3,182	L50361	L	300.2	309.4	1,527	37	194	0	No Failure
6,406	L53585	L	300.1	309.7	2,151	17.5	173	0	No Failure
7,372	L54551	L	299.6	310.2	1,512	44	79	0	No Failure
4,470	L51649	L	302.7	310.5	1,446	40.9	211	1	Tool Wear Failure
2,450	L49629	L	299.3	308.8	1,772	25.2	89	0	No Failure
1,093	M15952	M	296.9	307.6	1,685	32	10	0	No Failure
1,991	L49170	L	298.2	307.8	1,423	48.1	183	0	No Failure
8,589	L55768	L	297.3	307.8	1,385	44.4	169	0	No Failure
9,728	L56907	L	298.8	309.8	1,461	39.4	141	0	No Failure
4,839	H34252	H	303.3	311.8	1,649	29.4	49	0	No Failure
9,575	H38988	H	299.7	310.8	1,418	46.6	197	0	No Failure
2,781	M17640	M	300.2	309.6	1,556	35.8	36	0	No Failure
9,727	L56906	L	298.8	309.8	1,557	37.2	139	0	No Failure
7,922	L55101	L	300.7	311.9	1,419	47.7	179	0	No Failure
6,248	L53427	L	300.8	310.2	1,492	46.3	187	0	No Failure
3,263	L50442	L	301.3	310.1	1,558	36.3	184	0	No Failure
7,851	M22710	M	300.3	311.7	1,447	36.8	0	0	No Failure
4,672	L51851	L	303.3	311.4	1,511	43.4	65	0	No Failure
9,873	L57052	L	298.9	309.9	1,373	52.1	108	0	No Failure
4,278	L51457	L	302.2	310.4	1,743	28.1	170	0	No Failure
9,333	M24192	M	298.5	309	1,921	22	196	0	No Failure
2,293	L49472	L	299.6	308.9	1,422	53.2	120	0	No Failure
4,159	L51338	L	301.9	310.4	1,889	21.5	92	0	No Failure
8,614	M23473	M	297.5	308.5	1,401	50.5	6	0	No Failure
3,837	L51016	L	302.4	311.2	1,466	43.9	152	0	No Failure
9,382	M24241	M	297.5	308.1	1,480	42.4	112	0	No Failure
4,977	L52156	L	303.7	312.7	1,359	56.8	194	1	Overstrain Failure
5,331	L52510	L	303.6	312.9	1,588	31.9	53	0	No Failure
3,946	L51125	L	302.2	311.3	1,570	36.1	0	0	No Failure
1,773	L48952	L	298.4	308	1,508	47.9	25	0	No Failure
9,692	L56871	L	299	310	1,582	31.9	51	0	No Failure
3,935	M18794	M	302.6	311.6	1,518	39	184	0	No Failure
4,415	L51594	L	302.7	310.5	1,520	39.3	73	0	No Failure
1,661	L48840	L	298.2	308	1,499	44.1	166	0	No Failure
5,333	H34746	H	303.6	312.7	1,403	46.2	57	0	No Failure
2,274	L49453	L	299.3	308.5	1,589	32.7	74	0	No Failure
2,680	L49859	L	299.8	309.5	1,476	44.4	14	0	No Failure
2,645	L49824	L	299.8	309.4	1,510	42.5	146	0	No Failure
3,876	L51055	L	302.6	311.8	1,427	50.1	21	0	No Failure
894	M15753	M	295.7	306.2	1,423	42.5	121	0	No Failure
9,024	L56203	L	297.4	308.3	1,706	30.9	9	0	No Failure
16	L47195	L	298.6	309.2	1,542	48.4	42	0	No Failure

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