Datasets:

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
2,717	L49896	L	299.5	309	1,498	44.6	101	0	No Failure
8,081	H37494	H	300.2	311.5	1,432	43.6	127	0	No Failure
1,655	L48834	L	298.2	308.1	1,379	62.3	149	0	No Failure
1,534	M16393	M	298	308.9	1,339	51.4	68	0	No Failure
9,668	L56847	L	299.2	310.3	1,352	48.9	238	1	Overstrain Failure
7,146	L54325	L	300.5	310	1,413	44.5	152	0	No Failure
9,039	L56218	L	297.3	308.3	2,358	14.9	49	0	No Failure
9,155	L56334	L	297.5	308.6	1,596	36	141	0	No Failure
9,413	L56592	L	298	308.5	1,702	26.7	203	0	No Failure
2,798	M17657	M	300.3	309.6	1,398	53.7	82	0	No Failure
8,618	L55797	L	297.6	308.6	1,529	45.3	15	0	No Failure
8,691	L55870	L	297.1	308.5	1,323	44.4	207	1	Tool Wear Failure
9,539	L56718	L	299.3	310.6	1,480	45.1	107	0	No Failure
1,770	L48949	L	298.4	307.9	1,981	23.2	16	0	No Failure
3,231	L50410	L	300.6	309.4	1,556	36	98	0	No Failure
2,999	L50178	L	300.5	309.7	1,616	34.5	155	0	No Failure
1,147	L48326	L	297	307.9	1,529	42.2	157	0	No Failure
4,300	L51479	L	301.7	310.1	1,402	50.1	3	0	No Failure
9,790	L56969	L	298.6	309.6	1,715	28.4	90	0	No Failure
5,207	H34620	H	303.7	312.6	1,711	27.6	170	0	No Failure
3,814	L50993	L	302	310.6	1,467	44.9	86	0	No Failure
1,507	L48686	L	298	308.8	1,610	33.7	212	0	No Failure
5,306	H34719	H	303.9	313.2	1,680	29.1	201	0	No Failure
5,826	L53005	L	301.3	311.1	1,413	42	221	0	No Failure
8,582	M23441	M	297.5	308	1,429	45.8	148	0	No Failure
4,371	L51550	L	302	309.9	1,308	57.6	197	1	Heat Dissipation Failure
9,926	M24785	M	298.5	308.7	1,367	47.3	47	0	No Failure
8,019	L55198	L	301	311.9	1,889	23.5	198	0	No Failure
1,008	M15867	M	296.2	307.2	1,633	31.1	0	0	No Failure
4,763	M19622	M	303.7	312	2,663	11.4	71	1	Power Failure
8,325	M23184	M	298.7	309.5	1,394	46	113	0	No Failure
9,415	L56594	L	298.1	308.6	1,354	53.9	207	1	Overstrain Failure
7,275	M22134	M	300.2	310.3	1,478	38.1	45	0	No Failure
4,025	M18884	M	302.1	311	1,351	60.3	207	1	Overstrain Failure
6,167	H35580	H	300.9	310.7	1,403	40.6	207	0	No Failure
8,278	H37691	H	298.8	310.5	1,294	55.8	202	0	No Failure
2,764	L49943	L	299.8	309.2	1,491	47.5	216	0	No Failure
7,957	H37370	H	300.9	311.9	1,513	38	38	0	No Failure
5,695	L52874	L	302.4	311.8	1,508	45.7	108	0	No Failure
8,438	L55617	L	298.7	309.8	1,181	65.9	203	1	Overstrain Failure
2,531	L49710	L	298.9	308.7	1,438	51.7	64	0	No Failure
8,675	M23534	M	297.4	308.6	1,528	29.1	163	0	No Failure
6,480	L53659	L	300.6	309.8	1,418	42.7	147	0	No Failure
790	M15649	M	296.9	308	1,641	33.3	67	0	No Failure
1,074	L48253	L	297	307.8	1,414	47.5	168	0	No Failure
3,300	L50479	L	301.3	310.5	1,390	45.8	63	0	No Failure
6,646	M21505	M	301.5	310.4	1,486	39.6	144	0	No Failure
1,198	M16057	M	296.9	307.9	1,441	47.6	60	0	No Failure
9,623	L56802	L	298.9	310	1,794	27.2	114	0	No Failure
2,141	L49320	L	299.3	309	1,419	46.6	158	0	No Failure
3,702	L50881	L	302.1	311.2	1,417	48	13	0	No Failure
9,789	M24648	M	298.5	309.5	1,535	39.8	87	0	No Failure
6,408	M21267	M	300.3	309.9	1,611	29	177	0	No Failure
5,666	L52845	L	302.3	311.4	1,845	21.9	27	0	No Failure
836	M15695	M	296.7	307.4	1,533	32.5	182	0	No Failure
1,279	L48458	L	298.2	309.4	1,398	52.9	79	0	No Failure
7,583	H36996	H	300.4	311.2	1,489	45.3	180	0	No Failure
673	M15532	M	297.6	308.9	1,433	43.2	206	0	No Failure
787	L47966	L	296.9	308.1	1,741	28.8	60	0	No Failure
775	L47954	L	296.8	307.9	1,448	48.8	31	0	No Failure
3,279	L50458	L	301.3	310	1,506	40.8	11	0	No Failure
4,570	L51749	L	302.8	310.9	1,636	35	38	0	No Failure
1,100	M15959	M	296.8	307.4	1,472	43.9	30	0	No Failure
5,371	H34784	H	303	312.4	1,627	37.1	168	0	No Failure
2,740	L49919	L	299.8	309.2	1,572	35.4	158	0	No Failure
8,998	M23857	M	297.1	307.9	1,609	38.9	166	0	No Failure
3,318	L50497	L	301.5	310.5	1,636	28.7	106	0	No Failure
9,506	L56685	L	299.2	310.3	1,429	40.1	23	0	No Failure
280	L47459	L	298	308.1	1,819	23.4	78	0	No Failure
2,236	M17095	M	299.4	308.6	1,455	42.7	183	0	No Failure
3,451	L50630	L	301.6	310.6	1,506	43.4	222	0	No Failure
6,552	L53731	L	301.4	310.7	1,616	36.5	121	0	No Failure
5,097	H34510	H	304.2	313.5	1,627	32.2	91	0	No Failure
2,868	H32281	H	300.7	309.6	1,390	48.5	7	0	No Failure
276	L47455	L	298	308	1,401	54.7	65	0	No Failure
5,663	L52842	L	302.2	311.5	1,616	34	19	0	No Failure
3,239	M18098	M	300.9	309.4	1,724	25.6	119	0	No Failure
7,570	L54749	L	300.2	311	1,255	71.8	149	1	Power Failure
2,252	H31665	H	299.1	308.3	1,424	43.4	16	0	No Failure
8,122	L55301	L	300.2	311.6	1,827	27	22	0	No Failure
4,602	M19461	M	303	311.1	1,372	54.3	117	1	Heat Dissipation Failure
2,876	M17735	M	300.5	309.4	1,877	23.8	31	0	No Failure
7,531	M22390	M	300.1	311.4	1,617	39.3	47	0	No Failure
368	M15227	M	297.6	308.4	1,569	38.3	93	0	No Failure
9,522	M24381	M	298.9	310.1	1,484	40.4	61	0	No Failure
4,406	L51585	L	302.4	310.2	1,331	45.5	53	1	Heat Dissipation Failure
2,855	L50034	L	300.5	309.3	1,470	40.8	219	0	No Failure
6,180	M21039	M	301.1	310.9	1,396	45.1	12	0	No Failure
5,668	L52847	L	302.2	311.4	2,080	19.2	31	0	No Failure
7,157	M22016	M	300.2	310	1,664	30.7	179	0	No Failure
7,404	L54583	L	299.8	310.8	1,376	48.6	159	0	No Failure
6,355	L53534	L	300.1	309.6	1,565	34.8	32	0	No Failure
351	H29764	H	297.6	308.3	1,400	44.3	43	0	No Failure
8,942	M23801	M	297.3	308.3	1,595	32.2	29	0	No Failure
7,826	M22685	M	299.9	311.2	1,579	35.5	162	0	No Failure
9,861	H39274	H	298.7	309.6	1,755	26.9	73	0	No Failure
7,307	L54486	L	300.1	310.5	1,356	45.8	126	0	No Failure
63	L47242	L	298.8	309	1,829	22.9	172	0	No Failure
7,587	L54766	L	300.4	311.1	1,589	35.5	191	0	No Failure
2,974	M17833	M	300.6	309.3	1,510	46	87	0	No Failure

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