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
2,186	L49365	L	299.8	309.4	1,630	32.4	53	0	No Failure
4,891	L52070	L	303.7	312.4	1,525	43.9	188	0	No Failure
7,002	L54181	L	300.5	310.5	1,564	38.2	199	0	No Failure
773	H30186	H	296.8	308	1,453	51	24	0	No Failure
4,583	L51762	L	302.9	311.2	1,634	36.9	71	0	No Failure
2,165	L49344	L	299.6	309.2	1,540	36.7	221	0	No Failure
6,225	L53404	L	301.2	311	1,612	32.9	129	0	No Failure
9,215	L56394	L	298	308.9	1,508	37.1	92	0	No Failure
7,572	L54751	L	300.3	311.1	1,606	30.9	156	0	No Failure
9,813	M24672	M	298.2	309.1	1,411	45.8	157	0	No Failure
9,554	L56733	L	299.3	310.7	1,495	39.2	144	0	No Failure
8,756	M23615	M	297.4	308.7	1,582	31.9	161	0	No Failure
1,311	L48490	L	298.9	310.2	1,498	50.2	160	0	No Failure
404	L47583	L	297.3	308.6	1,273	59.8	182	0	No Failure
692	L47871	L	297.7	309.1	1,563	39.3	56	0	No Failure
3,791	L50970	L	302.3	310.9	1,412	48.9	28	0	No Failure
776	L47955	L	296.7	307.8	1,453	46	33	0	No Failure
6,173	L53352	L	300.8	310.6	1,577	37.9	227	1	Tool Wear Failure
9,501	L56680	L	299.2	310.2	1,697	30.6	12	0	No Failure
2,562	L49741	L	299.4	309.2	1,607	31.7	145	0	No Failure
3,154	M18013	M	300.5	309.9	1,483	49.3	124	0	No Failure
7,506	L54685	L	300.5	311.9	1,546	39.4	203	0	No Failure
8,718	L55897	L	297.1	308.7	1,474	42.3	64	0	No Failure
6,344	L53523	L	300.2	309.8	1,827	23	6	0	No Failure
2,635	L49814	L	300	309.7	1,554	32	117	0	No Failure
2,706	L49885	L	299.7	309.2	1,326	64.8	71	0	No Failure
566	H29979	H	297.7	309.7	1,570	35.8	160	0	No Failure
5,665	M20524	M	302.2	311.4	1,539	35.1	24	0	No Failure
2,167	M17026	M	299.6	309.2	1,867	23.4	225	1	Tool Wear Failure
6,776	L53955	L	301.2	310.6	1,670	30	40	0	No Failure
8,879	L56058	L	298.1	309.2	1,802	26.9	83	0	No Failure
6,969	L54148	L	300.9	311.2	1,789	25.5	114	0	No Failure
4,378	M19237	M	301.8	309.6	1,436	49	214	0	No Failure
5,850	M20709	M	301.4	311.2	1,434	47.6	52	0	No Failure
8,725	M23584	M	297.2	308.6	1,513	39	78	0	No Failure
7,718	L54897	L	300.5	311.6	1,365	53	85	0	No Failure
3,196	M18055	M	300	309.2	1,635	32.4	4	0	No Failure
9,938	L57117	L	298.3	308.1	1,505	46.1	80	0	No Failure
2,789	L49968	L	300.3	309.6	1,326	52.4	57	0	No Failure
6,469	L53648	L	300.5	309.8	1,507	42.5	117	0	No Failure
854	L48033	L	296.3	307.3	1,444	49	13	0	No Failure
9,174	H38587	H	297.8	308.9	1,650	32.2	195	0	No Failure
1,741	M16600	M	298.5	307.9	1,640	33.1	146	0	No Failure
4,356	H33769	H	302	309.8	1,280	57.3	147	1	Heat Dissipation Failure
1,466	L48645	L	298.7	309.8	1,546	40.9	109	0	No Failure
4,443	L51622	L	302.5	310.2	1,563	34.8	150	0	No Failure
4,492	H33905	H	302.6	310.4	1,409	53.3	52	0	No Failure
2,673	L49852	L	299.7	309.3	1,445	42.6	0	0	No Failure
5,235	L52414	L	303.7	312.9	1,461	50.1	31	0	No Failure
6,172	L53351	L	300.8	310.6	1,416	42.2	225	0	No Failure
3,972	H33385	H	302.2	311.4	1,625	35.4	70	0	No Failure
5	L47184	L	298.2	308.7	1,408	40	9	0	No Failure
8,061	H37474	H	300.2	311.5	1,426	44.3	73	0	No Failure
6,770	L53949	L	301.2	310.8	1,392	52.6	23	0	No Failure
1,557	H30970	H	298.4	308.5	1,398	47.1	122	0	No Failure
6,880	H36293	H	300.8	311.2	2,237	17	95	0	No Failure
6,254	L53433	L	300.9	310.4	1,615	30.9	200	0	No Failure
318	L47497	L	297.8	308.4	1,685	28.4	179	0	No Failure
852	M15711	M	296.2	307.2	1,389	48.6	7	0	No Failure
8,169	L55348	L	299.7	311.1	1,690	30.6	148	0	No Failure
8,121	L55300	L	300.2	311.6	1,767	26.4	20	0	No Failure
5,977	H35390	H	300.5	310.6	1,378	51.5	166	0	No Failure
7,726	L54905	L	300.6	311.7	1,744	26.9	111	0	No Failure
9,086	H38499	H	297.1	307.9	1,365	54	174	0	No Failure
7,991	M22850	M	301.1	312.4	1,809	25.1	126	0	No Failure
5,301	M20160	M	303.8	313.2	1,710	26.5	190	0	No Failure
7,949	L55128	L	300.8	311.7	1,479	39.4	18	0	No Failure
1,657	L48836	L	298.2	308.1	1,532	42.5	154	0	No Failure
8,660	L55839	L	297.5	308.5	1,375	55.6	128	0	No Failure
8,540	L55719	L	298.5	309.4	1,517	40.2	45	0	No Failure
8,643	M23502	M	297.5	308.4	1,596	36.6	80	0	No Failure
8,529	L55708	L	298.4	309.3	1,512	35.8	18	0	No Failure
5,359	H34772	H	303.3	312.6	1,827	24.2	132	0	No Failure
6,029	L53208	L	300.6	310.9	1,472	47.6	75	0	No Failure
6,772	M21631	M	301.2	310.7	1,962	22.5	28	0	No Failure
9,255	L56434	L	298.3	309.1	1,616	31.1	195	0	No Failure
5,494	L52673	L	302.8	312.4	1,376	57.1	8	0	No Failure
8,766	L55945	L	297.4	308.8	1,353	49.4	188	0	No Failure
883	M15742	M	295.7	306.2	1,739	25.9	94	0	No Failure
408	M15267	M	297.4	308.5	1,600	42.1	190	0	No Failure
2,786	L49965	L	300.2	309.5	1,495	32.6	49	0	No Failure
7,883	H37296	H	300.7	312.3	1,670	27.3	81	0	No Failure
3,665	M18524	M	302.3	311.7	1,685	30.8	130	0	No Failure
9,647	L56826	L	299.4	310.4	1,582	31.7	181	0	No Failure
3,866	H33279	H	302.6	311.5	1,629	34.4	228	1	Tool Wear Failure
3,460	L50639	L	301.5	310.4	1,270	54.2	26	0	No Failure
7,582	M22441	M	300.4	311.2	1,366	56.1	177	0	No Failure
1,382	M16241	M	298.8	310.2	1,583	35.7	116	0	No Failure
1,319	M16178	M	299	310.3	1,582	33.3	177	0	No Failure
4,771	L51950	L	303.5	311.9	1,344	49.3	93	1	Heat Dissipation Failure
5,342	H34755	H	303.5	312.8	1,404	55.8	84	0	No Failure
2,968	L50147	L	300.6	309.4	1,369	51.6	71	0	No Failure
1,144	L48323	L	297	307.9	1,479	39.2	151	0	No Failure
5,426	L52605	L	302.5	312.2	1,775	27.9	56	0	No Failure
3,276	H32689	H	301.3	310	1,532	36.3	2	0	No Failure
1,040	L48219	L	296.7	307.7	1,524	36.8	82	0	No Failure
4,550	L51729	L	302.6	310.6	1,549	37.5	199	0	No Failure
2,083	H31496	H	299.4	309.2	1,513	36.1	212	0	No Failure
6,817	L53996	L	300.9	310.7	1,477	43.2	143	0	No Failure
7,934	L55113	L	300.8	311.8	1,928	21.8	209	0	No Failure

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