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
6,828	M21687	M	301	310.9	1,515	41.8	170	0	No Failure
15	L47194	L	298.6	309.2	2,035	19.6	40	0	No Failure
4,897	M19756	M	303.7	312.4	1,642	32.3	206	0	No Failure
9,742	L56921	L	298.9	310.1	1,495	42.9	175	0	No Failure
5,240	L52419	L	303.7	313	1,753	29	42	0	No Failure
2,058	L49237	L	299.5	309.3	1,520	42.3	149	0	No Failure
3,095	L50274	L	300	309.3	1,972	22	175	0	No Failure
7,558	M22417	M	300.4	311.5	1,750	27.3	116	0	No Failure
2,085	L49264	L	299.5	309.3	1,442	46.2	5	0	No Failure
2,856	L50035	L	300.5	309.3	1,528	37	221	0	No Failure
5,706	L52885	L	302.4	311.9	1,452	43.1	137	0	No Failure
9,149	L56328	L	297.6	308.6	1,393	40.4	127	0	No Failure
6,735	M21594	M	301.6	310.9	1,575	40.1	139	0	No Failure
2,169	M17028	M	299.5	309.1	1,420	49.5	5	0	No Failure
1,309	L48488	L	298.9	310.1	1,750	25	156	0	No Failure
6,534	L53713	L	301.3	310.7	1,504	47.2	74	0	No Failure
8,244	H37657	H	299.1	310.4	1,369	54.5	104	0	No Failure
4,404	L51583	L	302.3	310.1	1,388	49.9	48	0	No Failure
7,277	M22136	M	300.1	310.3	1,350	48.8	50	0	No Failure
3,610	M18469	M	301.7	310.9	1,644	32.5	201	0	No Failure
8,911	L56090	L	297.1	308.4	1,550	37	167	0	No Failure
2,519	M17378	M	298.9	308.6	1,425	49.6	35	0	No Failure
4,930	L52109	L	303.5	312.4	1,340	44.5	76	0	No Failure
3,679	L50858	L	302.2	311.5	1,567	33.1	168	0	No Failure
9,804	L56983	L	298.4	309.2	1,692	29.8	137	0	No Failure
6,076	L53255	L	301	310.9	1,813	28.5	197	0	No Failure
2,707	M17566	M	299.6	309.1	1,560	37.1	73	0	No Failure
6,631	M21490	M	301.6	310.5	1,414	49.3	106	0	No Failure
8,848	L56027	L	297.5	308.9	1,443	43.5	0	0	No Failure
1,405	M16264	M	298.9	310.1	1,555	40.6	176	0	No Failure
7,737	H37150	H	300.6	312.1	1,354	46.9	138	0	No Failure
362	L47541	L	297.5	308.3	1,596	36.8	77	0	No Failure
7,218	L54397	L	299.9	309.8	1,716	28.2	117	0	No Failure
7,016	L54195	L	300.5	310.5	1,452	42.9	29	0	No Failure
955	H30368	H	295.6	306.2	1,414	42.5	69	0	No Failure
9,265	M24124	M	298.3	309	1,526	36.9	20	0	No Failure
8,825	M23684	M	297.3	308.9	1,799	24.5	137	0	No Failure
6,168	M21027	M	300.9	310.7	1,362	51.6	212	0	No Failure
7,209	L54388	L	299.8	309.7	1,707	29.1	94	0	No Failure
4,903	L52082	L	303.6	312.3	1,616	29.3	226	0	No Failure
49	H29462	H	298.8	309.2	1,425	53.9	135	0	No Failure
1,000	L48179	L	296.3	307.1	1,560	33.2	186	0	No Failure
1,206	L48385	L	296.8	308	1,371	54.5	86	0	No Failure
3,905	H33318	H	302.2	311.1	1,426	50.6	101	0	No Failure
6,352	L53531	L	300	309.7	1,542	47.1	25	0	No Failure
3,472	L50651	L	301.8	310.7	1,441	49.3	58	0	No Failure
2,563	L49742	L	299.3	309.1	1,551	39.1	147	0	No Failure
2,692	L49871	L	300	309.6	1,431	47.7	39	0	No Failure
6,899	M21758	M	301	311.6	1,448	43.9	145	0	No Failure
3,606	L50785	L	301.7	310.7	1,641	31.9	192	0	No Failure
1,130	L48309	L	296.7	307.9	1,690	29.6	119	0	No Failure
9,859	L57038	L	298.5	309.5	1,547	33.1	68	0	No Failure
6,748	M21607	M	301.8	311.1	1,597	29.8	177	0	No Failure
6,056	L53235	L	300.7	310.8	1,475	42	147	0	No Failure
826	L48005	L	296.6	307.3	1,474	40	158	0	No Failure
3,854	L51033	L	302.4	311	1,486	40.4	192	0	No Failure
5,905	M20764	M	300.8	310.5	1,330	59	190	0	No Failure
3,856	H33269	H	302.4	311.1	1,578	32.3	196	0	No Failure
7,168	L54347	L	300.3	310.3	1,362	60.3	206	1	Overstrain Failure
5,596	M20455	M	302.7	312	1,944	21.4	71	0	No Failure
690	H30103	H	297.6	309	1,354	55.6	46	0	No Failure
1,570	M16429	M	298.1	308.2	1,654	35.3	155	0	No Failure
721	L47900	L	297.4	308.9	1,809	23.8	131	0	No Failure
5,973	L53152	L	300.5	310.8	1,445	46.6	155	0	No Failure
1,852	M16711	M	297.7	307.3	1,365	49.2	36	0	No Failure
5,191	L52370	L	304.1	313.2	1,452	48	126	0	No Failure
2,776	L49955	L	300.1	309.4	1,560	47.7	26	0	No Failure
4,398	L51577	L	302.4	310.2	1,539	37.7	29	0	No Failure
330	H29743	H	297.7	308.5	1,720	29.9	210	0	No Failure
7,257	H36670	H	300.2	310.3	1,408	42.5	0	0	No Failure
8,790	L55969	L	297.4	308.5	1,471	43.9	45	0	No Failure
9,210	M24069	M	298	309	1,393	55.9	79	0	No Failure
9,392	H38805	H	297.6	308.2	2,071	18.5	144	0	No Failure
8,037	L55216	L	300.7	311.7	1,460	46.1	15	0	No Failure
2,616	L49795	L	299.3	309	1,516	38.7	64	0	No Failure
2,291	M17150	M	299.5	308.7	1,321	51.9	114	0	No Failure
398	M15257	M	297.4	308.3	1,774	28.9	166	0	No Failure
7,330	M22189	M	299.9	310.4	1,576	34.3	188	0	No Failure
2,672	M17531	M	299.7	309.3	1,399	41.9	221	1	Tool Wear Failure
7,253	H36666	H	300.2	310.4	1,501	42.9	212	0	No Failure
3,238	M18097	M	300.9	309.5	1,758	26.8	116	0	No Failure
4,803	M19662	M	303.5	312.4	1,318	54.2	177	0	No Failure
7,603	L54782	L	300.4	311.2	1,705	28.7	20	0	No Failure
2,449	L49628	L	299.4	308.9	1,440	42.5	87	0	No Failure
3,087	L50266	L	300	309.2	1,610	32.1	150	0	No Failure
9,277	L56456	L	298.1	308.7	1,691	30.3	49	0	No Failure
4,748	L51927	L	303.3	311.2	1,763	27.3	27	0	No Failure
4,819	M19678	M	303.6	312.1	1,967	20.9	2	0	No Failure
3,140	H32553	H	300.4	309.9	1,513	38.7	76	0	No Failure
2,685	L49864	L	299.8	309.4	1,460	37.4	25	0	No Failure
3,550	M18409	M	301.8	310.9	1,299	60.4	48	0	No Failure
6,294	H35707	H	301	310.4	1,512	44.9	86	0	No Failure
4,753	H34166	H	303.3	311.3	1,502	39.5	38	0	No Failure
17	M14876	M	298.6	309.2	1,311	46.6	44	0	No Failure
511	L47690	L	297.5	309.3	1,564	37.5	20	0	No Failure
8,462	L55641	L	298.7	309.9	1,446	43.3	46	0	No Failure
899	L48078	L	295.6	306.2	1,446	49.9	133	0	No Failure
1,300	M16159	M	298.7	309.9	1,458	40.2	137	0	No Failure
5,018	L52197	L	303.9	313	1,483	45	78	0	No Failure
7,750	L54929	L	300.4	311.6	1,674	33	172	0	No Failure

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