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
8,464	M23323	M	298.7	309.9	1,411	45.1	51	0	No Failure
2,540	L49719	L	299.1	308.8	1,413	42.1	86	0	No Failure
9,043	M23902	M	297.3	308.4	1,599	32.9	58	0	No Failure
1,967	L49146	L	297.9	307.6	1,515	40.5	118	0	No Failure
9,713	M24572	M	299.1	310.2	1,456	48.4	101	0	No Failure
893	L48072	L	295.7	306.1	1,343	54.4	119	0	No Failure
2,611	H32024	H	299.4	309.1	1,547	40.9	50	0	No Failure
5,031	M19890	M	303.9	313.1	1,437	48.3	110	0	No Failure
4,257	M19116	M	302.6	311	1,591	33.9	119	0	No Failure
6,536	H35949	H	301.2	310.5	1,505	43.6	78	0	No Failure
6,146	M21005	M	301.1	311.1	1,436	41.8	156	0	No Failure
3,421	L50600	L	301.6	310.6	1,834	23.5	146	0	No Failure
4,163	L51342	L	302	310.4	1,591	29.8	105	0	No Failure
4,654	M19513	M	303.1	311.1	1,594	35.5	13	0	No Failure
8,394	L55573	L	298.5	309.5	1,428	43.5	87	0	No Failure
2,266	M17125	M	299.2	308.4	1,330	51.2	56	0	No Failure
1,224	L48403	L	297	308.3	1,492	48.1	137	0	No Failure
652	L47831	L	297.6	309.1	1,503	38.9	157	0	No Failure
4,942	M19801	M	303.6	312.7	1,699	31.5	105	0	No Failure
5,718	L52897	L	302.3	312	1,746	28.1	167	0	No Failure
8,771	L55950	L	297.4	308.6	1,680	32.8	200	0	No Failure
5,461	M20320	M	303	312.4	1,526	36.1	142	0	No Failure
7,138	M21997	M	300.6	310	1,486	41.2	127	0	No Failure
5,473	L52652	L	302.8	312.3	1,386	57.8	172	0	No Failure
2,338	L49517	L	299.2	308.4	1,877	23.9	4	0	No Failure
7,384	M22243	M	299.7	310.4	1,410	44.5	105	0	No Failure
3,512	L50691	L	301.8	311	1,322	53	166	0	No Failure
4,890	L52069	L	303.7	312.5	1,632	36.6	186	0	No Failure
1,340	M16199	M	298.6	310.2	1,668	31.5	7	0	No Failure
312	M15171	M	298	308.6	1,453	44.1	165	0	No Failure
5,661	L52840	L	302.2	311.4	1,477	41.7	15	0	No Failure
2,848	L50027	L	300.4	309.3	1,525	39.6	202	0	No Failure
7,171	M22030	M	300.3	310.2	1,442	39.5	4	0	No Failure
9,240	H38653	H	298.2	308.8	1,436	51.9	153	0	No Failure
6,385	H35798	H	300.1	309.6	1,463	45.1	113	0	No Failure
6,620	M21479	M	301.7	310.7	1,627	31.3	78	0	No Failure
4,638	M19497	M	303.1	311.3	1,847	24.7	212	0	No Failure
7,299	L54478	L	300.1	310.5	1,532	36	109	0	No Failure
9,817	M24676	M	298.5	309.2	1,721	29.4	170	0	No Failure
4,005	L51184	L	302	311.1	1,373	55.7	157	0	No Failure
5,165	M20024	M	304.3	313.4	1,624	32.1	53	0	No Failure
4,725	L51904	L	303.4	311.9	1,771	31.6	202	0	No Failure
8,327	H37740	H	298.6	309.5	1,523	34.2	119	0	No Failure
4,566	H33979	H	302.7	310.8	1,275	55	25	1	Heat Dissipation Failure
934	L48113	L	295.5	306	1,597	37.2	16	0	No Failure
383	L47562	L	297.5	308.5	1,335	48	131	0	No Failure
2,991	L50170	L	300.6	309.8	1,688	28.6	135	0	No Failure
7,480	M22339	M	300.1	311.3	1,523	34.1	135	0	No Failure
8,238	L55417	L	299.1	310.6	1,796	26	90	0	No Failure
7,354	L54533	L	299.8	310.3	1,687	30.4	33	0	No Failure
8,758	L55937	L	297.5	308.8	1,587	34.9	166	0	No Failure
5,699	L52878	L	302.5	311.9	1,265	59.8	119	0	No Failure
819	L47998	L	296.8	307.6	1,304	48.7	142	0	No Failure
4,622	L51801	L	303	311.2	1,341	51	174	1	Heat Dissipation Failure
7,940	L55119	L	300.8	311.8	1,417	43.4	223	0	No Failure
4,451	L51630	L	302.5	310.3	1,551	37.3	168	0	No Failure
4,918	M19777	M	303.4	312.2	1,561	38.2	45	0	No Failure
9,762	L56941	L	298.6	309.7	1,703	26.1	5	0	No Failure
9,229	M24088	M	298.1	309.1	1,572	37.5	126	0	No Failure
8,175	L55354	L	299.9	311.3	1,371	52.3	167	0	No Failure
6,594	L53773	L	301.6	310.7	1,679	29.5	10	0	No Failure
9,700	L56879	L	298.8	309.8	1,508	36.3	69	0	No Failure
3,995	L51174	L	302.3	311.4	1,434	40.3	133	0	No Failure
6,958	L54137	L	300.7	311.1	1,324	52.2	85	0	No Failure
8,426	L55605	L	299.2	310.6	1,567	38.4	172	0	No Failure
6,431	L53610	L	300.3	309.8	1,523	39.2	24	0	No Failure
7,263	M22122	M	300.4	310.6	1,545	35.6	16	0	No Failure
7,889	L55068	L	300.7	312.3	1,577	33.2	100	0	No Failure
3,369	L50548	L	301.5	310.8	1,350	58.5	13	0	No Failure
8,706	L55885	L	297.2	308.6	1,437	52.4	37	0	No Failure
2,017	L49196	L	298.5	308.3	1,458	44	44	0	No Failure
8,368	L55547	L	298.9	309.8	1,390	49.9	21	0	No Failure
5,542	L52721	L	302.4	311.8	1,433	42.2	134	0	No Failure
7,350	L54529	L	299.7	310.2	1,633	36.5	24	0	No Failure
7,466	M22325	M	300.1	311.4	1,390	52.1	94	0	No Failure
5,146	L52325	L	304.5	313.7	1,670	32.9	7	0	No Failure
7,231	L54410	L	299.8	309.8	1,542	39.4	155	0	No Failure
1,786	L48965	L	298.2	308	1,538	38.2	59	0	No Failure
9,519	L56698	L	299	310.1	1,580	41.9	55	0	No Failure
4,322	L51501	L	301.7	310.2	1,686	28.9	59	0	No Failure
2,854	M17713	M	300.5	309.3	1,539	39.1	216	0	No Failure
5,493	M20352	M	302.9	312.4	1,334	50.9	5	0	No Failure
3,822	L51001	L	302.3	310.9	1,596	33.5	104	0	No Failure
7,104	H36517	H	300.8	310.3	1,777	30.1	38	0	No Failure
8,772	L55951	L	297.5	308.6	1,536	39	202	0	No Failure
6,779	M21638	M	301.3	310.7	1,819	25.5	46	0	No Failure
47	M14906	M	298.7	309	1,843	25.8	130	0	No Failure
1,892	L49071	L	297.7	307.4	1,764	29	139	0	No Failure
3,034	M17893	M	300.6	309.7	1,934	22.8	15	0	No Failure
963	M15822	M	295.8	306.6	1,480	43.2	92	0	No Failure
2,428	L49607	L	298.9	308.3	1,855	23.8	33	0	No Failure
5,173	L52352	L	304.2	313.4	1,740	28.2	78	0	No Failure
4,357	L51536	L	302	309.8	1,649	31	152	0	No Failure
9,915	L57094	L	298.5	308.8	1,670	29.6	13	0	No Failure
2,769	L49948	L	300	309.5	1,675	30.2	11	0	No Failure
3,658	L50837	L	302.1	311.5	1,477	45.4	111	0	No Failure
5,215	L52394	L	303.7	312.7	1,572	37.2	192	0	No Failure
1,479	L48658	L	298.3	309.4	1,568	35.8	140	0	No Failure
2,047	L49226	L	299.3	309.1	1,388	45.5	123	0	No Failure
1,642	M16501	M	298	308	1,555	37	111	0	No Failure

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