Datasets:

EddyGiusepe
/

Modified_dataset_for_predictive_maintenance

Dataset card Data Studio Files Files and versions Community

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
6,402	M21261	M	300	309.6	1,573	39.7	162	0	No Failure
2,575	L49754	L	299.5	309.3	1,972	19.3	177	0	No Failure
5,524	M20383	M	302.5	311.9	1,524	34.8	86	0	No Failure
4,677	L51856	L	303.4	311.5	1,879	21.3	78	0	No Failure
4,001	L51180	L	302.1	311.2	1,422	50.3	146	0	No Failure
307	L47486	L	297.8	308.4	1,374	47.1	150	0	No Failure
2,784	M17643	M	300.2	309.6	1,528	35.1	44	0	No Failure
7,057	M21916	M	300.8	310.5	1,409	50.6	141	0	No Failure
3,481	L50660	L	301.9	310.8	1,400	58.2	79	0	No Failure
7,357	L54536	L	299.6	310.2	1,333	51.2	40	0	No Failure
7,671	L54850	L	300.5	311.6	1,525	37.6	191	0	No Failure
7,953	M22812	M	300.9	311.9	1,480	40.9	28	0	No Failure
9,707	M24566	M	299	310.1	1,705	30.1	84	0	No Failure
8,865	M23724	M	298	309.1	1,574	34.8	40	0	No Failure
2,398	L49577	L	299.2	308.6	1,582	38.8	156	0	No Failure
7,428	L54607	L	300	311.4	1,634	31.9	0	0	No Failure
1,587	M16446	M	298.3	308.4	1,486	44.2	196	0	No Failure
211	L47390	L	298.4	308.7	1,523	36.1	126	0	No Failure
7,842	L55021	L	300.1	311.5	1,471	47.2	201	0	No Failure
4,906	L52085	L	303.6	312.4	1,363	53.1	7	0	No Failure
7,427	M22286	M	300	311.4	1,692	29	216	1	Tool Wear Failure
8,919	L56098	L	297.1	308.2	1,402	51.2	186	0	No Failure
9,028	M23887	M	297.4	308.3	1,444	44	18	0	No Failure
1,853	M16712	M	297.6	307.1	1,526	39.1	39	0	No Failure
8,881	L56060	L	298	309.2	1,458	39.8	87	0	No Failure
1,604	M16463	M	297.8	307.8	1,622	32.1	18	0	No Failure
1,169	L48348	L	297.1	308.1	1,584	36.8	215	0	No Failure
8,194	L55373	L	299.5	310.8	1,873	22.3	211	0	No Failure
3,497	L50676	L	301.9	310.9	1,309	48	124	0	No Failure
6,369	M21228	M	300	309.6	1,423	48.7	67	0	No Failure
6,036	M20895	M	300.6	310.9	1,702	30.3	91	0	No Failure
1,209	L48388	L	297	308.1	1,489	44.1	96	0	No Failure
2,052	M16911	M	299.4	309.2	1,470	44.4	135	0	No Failure
4,715	H34128	H	303.4	311.8	1,693	28.3	175	0	No Failure
264	M15123	M	298	308.1	1,587	32.3	30	0	No Failure
9,810	M24669	M	298.2	309	1,353	50.3	150	0	No Failure
4,515	L51694	L	302.4	310.3	1,479	36.2	115	0	No Failure
1,326	H30739	H	298.8	310.1	1,567	36.8	197	0	No Failure
9,371	H38784	H	297.7	308.4	1,418	51.9	77	0	No Failure
6,059	M20918	M	300.9	310.9	1,636	35.3	153	0	No Failure
1,497	L48676	L	298	308.7	1,268	69.4	189	1	Power Failure
3,992	L51171	L	302.3	311.3	1,682	34.4	127	0	No Failure
5,029	M19888	M	303.9	313.2	1,630	29.3	104	0	No Failure
6,870	L54049	L	301	311.2	1,412	42.1	64	0	No Failure
2,368	M17227	M	299.3	308.5	1,496	39.4	80	0	No Failure
7,256	M22115	M	300.2	310.3	1,704	29.4	221	0	No Failure
2,324	M17183	M	299.2	308.7	1,401	47	198	0	No Failure
3,168	L50347	L	300.4	309.7	1,384	45.1	159	0	No Failure
553	M15412	M	297.4	309.3	1,622	35	123	0	No Failure
9,991	L57170	L	298.8	308.5	1,527	36.2	3	0	No Failure
577	H29990	H	297.7	309.7	1,440	51.1	191	0	No Failure
6,434	L53613	L	300.3	309.9	1,570	34	31	0	No Failure
4,884	M19743	M	303.8	312.6	1,684	29.3	167	0	No Failure
8,590	M23449	M	297.3	307.8	1,538	48	171	0	No Failure
2,750	M17609	M	299.7	309.2	1,685	28.9	179	1	No Failure
9,590	L56769	L	299.2	310.4	1,472	43.3	32	0	No Failure
930	L48109	L	295.6	306	1,419	51.1	7	0	No Failure
4,490	L51669	L	302.5	310.4	1,487	40.2	48	0	No Failure
3,798	L50977	L	302.1	310.8	1,622	36.8	45	0	No Failure
6,665	L53844	L	301.3	310.4	1,538	38.4	195	0	No Failure
1,115	H30528	H	296.4	307.3	1,540	37.4	75	0	No Failure
5,157	L52336	L	304.2	313.4	1,482	41.4	32	0	No Failure
8,622	M23481	M	297.6	308.5	1,431	52.6	26	0	No Failure
8,578	L55757	L	297.6	308.3	1,502	43.2	139	0	No Failure
4,187	M19046	M	302.2	310.6	1,570	34.6	163	0	No Failure
6,928	L54107	L	301.1	311.6	1,488	43.4	5	0	No Failure
4,607	L51786	L	302.9	311.1	1,556	45.3	135	0	No Failure
450	L47629	L	297.6	308.7	1,622	37.9	79	0	No Failure
6,579	L53758	L	301.4	310.4	1,543	40.9	190	0	No Failure
8,575	L55754	L	297.6	308.3	1,424	53.9	132	0	No Failure
7,223	M22082	M	299.8	309.7	1,320	61.7	134	0	No Failure
9,345	L56524	L	298.2	308.8	1,616	33.7	16	0	No Failure
9,057	L56236	L	297.3	308.3	1,430	41.9	95	0	No Failure
4,885	H34298	H	303.8	312.5	1,655	28	170	0	No Failure
5,925	L53104	L	300.3	310.2	1,369	48.8	36	0	No Failure
320	L47499	L	297.8	308.4	1,612	32.1	183	0	No Failure
509	L47688	L	297.7	309.3	1,893	24.6	15	0	No Failure
5,934	L53113	L	300.5	310.5	1,373	47.4	56	0	No Failure
8,636	L55815	L	297.4	308.3	1,704	27.3	65	0	No Failure
9,737	M24596	M	298.9	310	1,348	58.2	163	0	No Failure
842	L48021	L	296.6	307.5	1,439	45.5	199	0	No Failure
4,691	M19550	M	303.4	311.5	1,483	43	117	0	No Failure
3,677	M18536	M	302.2	311.5	1,562	38	162	0	No Failure
2,039	L49218	L	299	308.8	1,405	55.2	103	0	No Failure
6,150	M21009	M	301	311.1	1,420	47.4	167	0	No Failure
4,267	L51446	L	302.7	311.1	1,440	39.5	146	0	No Failure
7,056	L54235	L	300.8	310.6	1,663	30.6	139	0	No Failure
856	L48035	L	296.1	307.2	1,615	30.8	18	0	No Failure
6,792	L53971	L	301.2	310.7	1,551	41.2	82	0	No Failure
717	H30130	H	297.4	308.6	1,420	45.8	120	0	No Failure
6,482	L53661	L	300.7	309.8	1,406	48.4	151	0	No Failure
5,562	M20421	M	302.3	311.7	1,341	46.3	194	0	No Failure
3,133	L50312	L	300.1	309.5	1,557	40.6	59	0	No Failure
6,111	L53290	L	300.7	310.8	1,534	41.3	69	0	No Failure
1,971	M16830	M	297.9	307.6	1,202	67	129	0	No Failure
8,678	M23537	M	297.3	308.5	1,664	28.9	174	0	No Failure
8,322	L55501	L	298.8	309.6	1,442	50	104	0	No Failure
2,512	M17371	M	299	308.9	1,526	41.1	20	0	No Failure
4,556	L51735	L	302.7	310.6	1,690	26.7	4	0	No Failure
7,281	L54460	L	299.9	310.2	1,288	69.6	62	1	Power Failure

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