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
1,073	M15932	M	297	307.9	1,414	46.2	165	0	No Failure
6,918	L54097	L	301	311.4	1,481	37.5	193	0	No Failure
6,951	H36364	H	300.7	311.3	1,374	53.1	66	0	No Failure
2,608	L49787	L	299.4	309.3	1,448	48.6	44	0	No Failure
5,311	L52490	L	303.8	313	1,427	43	0	0	No Failure
8,819	M23678	M	297.4	308.7	1,481	48	117	0	No Failure
9,367	L56546	L	298	308.5	1,461	48	68	0	No Failure
3,287	L50466	L	301.2	310	1,618	37.6	32	0	No Failure
8,040	L55219	L	300.8	311.9	1,560	31.8	21	0	No Failure
2,330	L49509	L	299.3	308.7	1,484	40.5	213	0	No Failure
6,978	L54157	L	300.7	311.1	2,377	14.3	135	0	No Failure
9,857	L57036	L	298.6	309.5	1,450	44.2	63	0	No Failure
6,720	M21579	M	301.4	310.6	1,431	40.6	101	0	No Failure
2,747	L49926	L	299.7	309.2	1,411	46.1	173	0	No Failure
5,430	L52609	L	302.8	312.4	1,590	34.4	64	0	No Failure
5,761	M20620	M	301.9	311.3	1,522	35.6	63	0	No Failure
6,032	L53211	L	300.6	310.7	1,455	40.6	82	0	No Failure
8,146	M23005	M	299.7	310.9	1,685	32.1	88	0	No Failure
2,316	L49495	L	299.2	308.9	1,526	37.9	177	0	No Failure
7,892	L55071	L	300.8	312.5	1,517	39.2	107	0	No Failure
7,086	L54265	L	300.6	310.3	1,484	41	213	0	No Failure
543	L47722	L	297.5	309.4	1,803	24.7	98	0	No Failure
5,012	M19871	M	303.7	312.8	1,634	33.8	63	0	No Failure
9,118	M23977	M	297.6	308.7	1,475	46.6	54	0	No Failure
9,404	L56583	L	297.7	308.1	1,697	29.1	179	0	No Failure
8,973	M23832	M	296.8	307.4	1,455	49.9	102	0	No Failure
9,469	L56648	L	298.6	309.4	1,375	55.4	145	0	No Failure
4,474	L51653	L	302.7	310.5	1,551	35.9	6	0	No Failure
1,414	M16273	M	298.7	309.8	1,528	36.7	197	0	No Failure
6,832	L54011	L	301.1	311	1,565	52.3	183	0	No Failure
2,124	L49303	L	299.3	309	1,491	38.4	115	0	No Failure
2,994	M17853	M	300.5	309.8	1,370	55.9	143	0	No Failure
364	L47543	L	297.6	308.3	1,438	47.8	84	0	No Failure
5,468	L52647	L	302.9	312.4	1,383	51.4	160	0	No Failure
9,558	M24417	M	299.5	310.8	1,507	40.2	156	0	No Failure
8,465	H37878	H	298.6	309.7	1,672	27.5	54	0	No Failure
4,857	M19716	M	303.6	312.3	1,698	31.3	100	0	No Failure
6,072	M20931	M	300.9	310.8	1,452	43.6	185	0	No Failure
2,129	L49308	L	299.4	309	1,800	24.3	128	0	No Failure
9,399	H38812	H	297.7	308.2	1,526	40.1	165	0	No Failure
5,460	L52639	L	303.1	312.5	1,453	49.1	140	0	No Failure
2,067	L49246	L	299.7	309.6	1,512	36.2	172	0	No Failure
2,918	L50097	L	300.6	309.5	1,516	39	142	0	No Failure
611	L47790	L	298.1	310	1,534	33.7	47	0	No Failure
220	M15079	M	298.3	308.5	1,434	46.2	148	0	No Failure
2,026	L49205	L	298.7	308.5	1,469	39.9	67	0	No Failure
2,311	M17170	M	299	308.4	1,535	47.5	163	0	No Failure
9,348	M24207	M	298.2	308.7	1,426	42.6	23	0	No Failure
8,515	L55694	L	298.2	309.4	1,447	47.1	185	0	No Failure
1,437	H30850	H	298.8	309.8	1,510	44.2	35	0	No Failure
7,879	L55058	L	300.7	312.3	1,418	49	69	0	No Failure
3,058	L50237	L	300.1	309.1	1,400	46.7	77	0	No Failure
9,964	L57143	L	298.3	307.9	1,435	39.9	143	0	No Failure
5,226	M20085	M	304	313.2	1,437	53.9	7	0	No Failure
7,457	M22316	M	300.2	311.7	1,397	50.2	71	0	No Failure
730	L47909	L	297.3	308.6	1,586	37.7	155	0	No Failure
8,223	L55402	L	299	310.5	1,755	27.9	56	0	No Failure
1,722	L48901	L	298.2	307.7	1,688	32.4	91	0	No Failure
4,599	L51778	L	303.1	311.2	1,399	49.2	111	0	No Failure
6,241	M21100	M	301.2	310.7	1,394	42.8	168	0	No Failure
7,148	L54327	L	300.3	309.8	1,466	41.2	156	0	No Failure
3,705	M18564	M	302	311.2	1,400	49.5	20	0	No Failure
467	L47646	L	297.2	308.5	1,550	41.5	125	0	No Failure
8,052	L55231	L	300.6	311.8	1,652	27.2	52	0	No Failure
2,545	L49724	L	299.2	309	1,951	21.4	102	0	No Failure
5,947	L53126	L	300.7	310.8	1,496	46.4	90	0	No Failure
5,662	L52841	L	302.2	311.4	1,397	53	17	0	No Failure
3,720	L50899	L	302.4	311.5	1,590	39.9	58	0	No Failure
9,207	M24066	M	297.9	308.9	1,547	44	72	0	No Failure
3,387	H32800	H	301.5	310.8	1,474	38.7	58	0	No Failure
8,058	L55237	L	300.2	311.5	1,549	37.2	67	0	No Failure
4,850	M19709	M	303.5	312	1,475	42.9	85	0	No Failure
2,836	L50015	L	300.3	309.2	1,572	32	173	0	No Failure
9,369	L56548	L	297.7	308.4	1,510	38.6	72	0	No Failure
4,476	L51655	L	302.7	310.5	1,351	41.8	10	1	Heat Dissipation Failure
8,059	L55238	L	300.3	311.6	1,515	44.9	69	0	No Failure
8,871	M23730	M	297.9	309.1	1,338	49.6	56	0	No Failure
9,877	H39290	H	298.8	309.7	1,461	55.1	118	0	No Failure
8,737	L55916	L	297.3	308.7	1,491	40.2	112	0	No Failure
6,922	L54101	L	301.1	311.6	1,432	48.1	202	0	No Failure
3,656	L50835	L	302.1	311.4	1,686	30.9	106	0	No Failure
9,571	L56750	L	299.7	310.9	1,384	48.2	188	0	No Failure
9,364	L56543	L	297.9	308.5	1,519	34.3	61	0	No Failure
7,186	L54365	L	300.3	310.4	1,672	29.2	39	0	No Failure
541	L47720	L	297.4	309.4	1,473	45.5	94	0	No Failure
1,833	M16692	M	297.8	307.4	1,330	51.7	183	0	No Failure
1,537	M16396	M	298.2	308.9	1,326	54.4	75	0	No Failure
9,853	L57032	L	298.6	309.4	1,316	51.4	52	0	No Failure
591	L47770	L	297.5	309.4	1,517	36.7	233	0	No Failure
3,852	H33265	H	302.2	310.9	1,415	48.4	185	0	No Failure
7,286	M22145	M	300.2	310.4	1,202	61.7	74	0	No Failure
1,428	L48607	L	298.7	309.8	1,394	40.3	11	0	No Failure
6,572	M21431	M	301.3	310.6	1,378	49.4	173	0	No Failure
9,263	M24122	M	298.3	309.1	1,404	47	15	0	No Failure
2,751	H32164	H	299.7	309.2	1,456	40.6	182	0	No Failure
4,998	M19857	M	303.6	312.8	2,659	11.4	26	1	Power Failure
2,503	L49682	L	299.2	309	1,515	48.9	228	1	Overstrain Failure
5,383	L52562	L	302.9	312.4	1,698	33.8	202	0	No Failure
923	M15782	M	295.5	305.9	1,380	52.4	202	0	No Failure
8,812	L55991	L	297.2	308.5	1,574	35.8	95	0	No Failure

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