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
3,796	M18655	M	302.1	310.8	1,409	41.3	39	0	No Failure
9,479	L56658	L	298.8	309.6	1,890	24	173	0	No Failure
2,777	L49956	L	300.1	309.4	1,453	47.6	28	0	No Failure
9,236	M24095	M	298.2	308.9	1,592	35.2	142	0	No Failure
7,507	L54686	L	300.5	311.9	1,511	41.8	205	0	No Failure
696	L47875	L	297.6	309	1,487	45.4	64	0	No Failure
4,246	M19105	M	302.6	311.1	1,520	43	88	0	No Failure
3,573	L50752	L	301.8	310.6	1,451	50.7	108	0	No Failure
6,262	L53441	L	301.1	310.6	1,417	47.6	10	0	No Failure
1,435	M16294	M	298.8	309.8	1,377	49.6	27	0	No Failure
7,380	M22239	M	299.6	310.1	1,357	48.7	96	0	No Failure
747	L47926	L	296.8	308.1	1,289	62	199	1	Overstrain Failure
451	M15310	M	297.6	308.7	1,419	41.7	81	0	No Failure
5,284	L52463	L	303.8	313.2	1,525	41.9	145	0	No Failure
9,578	M24437	M	299.5	310.7	1,364	49.5	0	0	No Failure
6,444	L53623	L	300.8	310.3	1,537	33.3	52	0	No Failure
3,818	M18677	M	302.1	310.6	1,421	52	95	0	No Failure
7,504	M22363	M	300.3	311.7	1,646	28.9	198	0	No Failure
2,811	L49990	L	299.8	309.1	1,772	24.8	113	0	No Failure
8,475	M23334	M	298.5	309.7	1,523	44.6	83	0	No Failure
249	L47428	L	298	308.3	1,362	56.8	216	1	Overstrain Failure
9,363	M24222	M	298	308.5	1,682	33	58	0	No Failure
2,880	M17739	M	300.6	309.4	1,367	63.2	45	1	Power Failure
5,780	L52959	L	301.6	311.1	1,680	29.2	111	0	No Failure
430	L47609	L	297.5	308.6	1,208	62.3	28	0	No Failure
2,960	M17819	M	300.7	309.4	1,589	35	52	0	No Failure
7,783	M22642	M	300.4	311.6	1,518	36.4	53	0	No Failure
8,822	H38235	H	297.4	308.7	1,623	33.8	127	0	No Failure
3,098	M17957	M	299.9	309.2	1,353	49.8	182	0	No Failure
5,479	L52658	L	302.7	312.2	1,611	34.1	186	0	No Failure
2,821	L50000	L	300.2	309.5	1,436	48.8	135	0	No Failure
1,276	M16135	M	298.1	309.4	1,362	47.6	70	0	No Failure
7,080	L54259	L	300.7	310.5	1,445	41.1	201	0	No Failure
3,833	M18692	M	302.2	310.9	1,465	43.5	140	0	No Failure
1,343	M16202	M	298.6	310.1	1,596	33	15	0	No Failure
9,048	L56227	L	297.3	308.4	1,488	37.4	69	0	No Failure
5,298	L52477	L	303.7	313.1	1,406	48.6	183	0	No Failure
7,248	M22107	M	300	310.1	1,314	53.5	199	0	No Failure
8,938	M23797	M	297.4	308.4	1,340	52.6	15	0	No Failure
6,353	L53532	L	300	309.6	1,496	38.8	27	0	No Failure
3,821	L51000	L	302.3	310.8	1,421	41.4	102	0	No Failure
9,074	L56253	L	297.2	308.1	1,689	31.2	145	0	No Failure
3,547	M18406	M	301.9	310.9	1,317	51.9	40	0	No Failure
1,887	L49066	L	297.9	307.6	1,503	40.7	124	0	No Failure
26	L47205	L	299	309.5	1,861	23.3	73	0	No Failure
4,631	L51810	L	302.9	311.2	1,751	23.8	196	0	No Failure
9,543	L56722	L	299.6	310.9	1,716	28.5	117	0	No Failure
3,457	H32870	H	301.4	310.4	1,610	38.6	16	0	No Failure
6,664	L53843	L	301.3	310.4	1,504	47.2	193	0	No Failure
8,281	L55460	L	298.8	310.6	1,602	39.1	211	0	No Failure
6,654	M21513	M	301.4	310.3	1,610	29.1	166	0	No Failure
3,564	M18423	M	301.8	310.7	1,465	35.8	82	0	No Failure
8,791	L55970	L	297.4	308.5	1,410	43.9	47	0	No Failure
9,867	L57046	L	299	309.9	1,630	34	92	0	No Failure
9,620	M24479	M	298.9	310	1,323	52.9	106	0	No Failure
2,479	M17338	M	298.9	308.5	1,456	50	156	0	No Failure
7,968	M22827	M	301	312.2	1,629	32.6	69	0	No Failure
6,367	M21226	M	299.9	309.5	2,065	18.1	62	0	No Failure
5,808	M20667	M	301.4	310.9	1,489	38.9	179	0	No Failure
3,308	M18167	M	301.4	310.5	1,563	39.9	83	0	No Failure
4,130	M18989	M	301.8	310.3	1,666	32.7	19	0	No Failure
8,227	L55406	L	299.1	310.5	1,389	61.4	64	0	No Failure
5,730	M20589	M	302.3	311.8	1,463	35.7	197	0	No Failure
294	H29707	H	298.1	308.5	1,392	44.8	111	0	No Failure
545	M15404	M	297.5	309.4	1,831	26.6	105	0	No Failure
9,732	L56911	L	298.8	310	1,389	49.6	149	0	No Failure
9,191	M24050	M	298	309	1,439	38.5	34	0	No Failure
7,666	L54845	L	300.5	311.6	1,497	40.5	180	0	No Failure
3,634	M18493	M	302.2	311.3	1,521	40.6	52	0	No Failure
4,341	M19200	M	301.7	309.9	1,533	40.9	106	0	No Failure
8,605	L55784	L	297.4	308.2	1,297	52.1	211	0	No Failure
7,182	L54361	L	300.2	310.3	1,331	52.1	30	0	No Failure
844	L48023	L	296.6	307.5	1,485	42.7	204	0	No Failure
5,655	L52834	L	302.3	311.6	1,544	34.3	0	0	No Failure
1,899	L49078	L	297.8	307.5	1,372	54.1	157	0	No Failure
7,407	L54586	L	299.8	310.9	1,545	40.7	166	0	No Failure
4,467	L51646	L	302.8	310.6	1,470	41.1	205	0	No Failure
3,413	L50592	L	301.3	310.3	1,313	55.6	127	0	No Failure
8,300	L55479	L	298.7	310	1,637	31.8	42	0	No Failure
1,877	L49056	L	298.3	308	1,242	62	98	0	No Failure
2,631	L49810	L	300	309.8	1,372	39.6	105	0	No Failure
5,804	L52983	L	301.5	310.9	1,671	31.1	170	0	No Failure
3,709	L50888	L	302.1	311.4	1,549	44.6	31	0	No Failure
2,837	M17696	M	300.3	309.1	1,458	44.3	175	0	No Failure
2,899	M17758	M	300.6	309.5	1,550	40.2	96	0	No Failure
2,774	L49953	L	299.9	309.4	1,858	22.5	22	0	No Failure
7,446	L54625	L	300.2	311.7	1,553	41.3	44	0	No Failure
6,023	L53202	L	300.7	310.9	1,521	39.4	61	0	No Failure
7,211	M22070	M	299.8	309.6	1,331	50.2	98	0	No Failure
189	L47368	L	298.3	308.5	1,606	33.6	67	0	No Failure
8,165	L55344	L	299.6	310.9	1,472	40.9	137	0	No Failure
8,599	L55778	L	297.6	308.3	1,478	42.3	193	0	No Failure
7,089	M21948	M	300.6	310.3	1,614	32.7	0	0	No Failure
756	H30169	H	296.8	308.1	1,492	43.7	222	0	No Failure
4,217	L51396	L	301.9	310.7	1,370	50.3	20	0	No Failure
1,268	M16127	M	298.1	309.6	1,549	38.7	43	0	No Failure
4,851	L52030	L	303.5	312	1,441	56.8	88	0	No Failure
7,954	L55133	L	301	312	1,447	36.8	31	0	No Failure
3,119	M17978	M	300.2	309.5	1,458	46.9	23	0	No Failure
3,811	M18670	M	302.2	310.8	1,562	38.1	78	0	No Failure

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