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
23	M14882	M	298.9	309.3	1,581	30.7	65	0	No Failure
5,263	L52442	L	303.4	312.8	1,449	43.9	94	0	No Failure
6,075	M20934	M	301	310.8	1,533	39.3	194	0	No Failure
382	L47561	L	297.5	308.5	1,546	40.4	129	0	No Failure
7,497	L54676	L	300.2	311.8	1,464	44.5	179	0	No Failure
7,588	L54767	L	300.4	311.1	1,405	54.1	193	0	No Failure
4,577	M19436	M	302.9	311.1	1,926	21.8	58	0	No Failure
5,533	L52712	L	302.4	311.8	1,476	46.6	110	0	No Failure
7,990	L55169	L	301.1	312.4	1,430	37.9	124	0	No Failure
6,027	L53206	L	300.7	311	1,403	48.3	70	0	No Failure
6,652	M21511	M	301.5	310.4	1,276	55.6	158	0	No Failure
7,107	L54286	L	300.8	310.5	1,482	39	47	0	No Failure
748	L47927	L	296.8	308.1	1,356	48.3	201	0	No Failure
4,090	M18949	M	301.9	310.5	1,590	40.3	130	0	No Failure
684	L47863	L	297.7	309	1,874	24.4	28	0	No Failure
7,356	L54535	L	299.6	310.2	1,588	34.1	38	0	No Failure
7,347	L54526	L	299.6	310.2	1,469	47	15	0	No Failure
6,442	L53621	L	300.7	310.2	1,639	31.4	48	0	No Failure
7,003	H36416	H	300.5	310.6	1,411	47.2	201	0	No Failure
5,705	L52884	L	302.5	311.8	1,335	52.7	135	0	No Failure
7,158	L54337	L	300.2	310	1,486	40.1	182	0	No Failure
5,448	L52627	L	303.1	312.8	1,465	44.1	109	0	No Failure
9,559	M24418	M	299.5	310.9	1,577	34.6	159	0	No Failure
9,440	M24299	M	298.1	308.8	1,433	48.2	62	0	No Failure
942	L48121	L	295.6	306.2	1,650	28.2	35	0	No Failure
2,080	M16939	M	299.3	309.3	1,523	37.9	204	0	No Failure
3,510	L50689	L	301.8	311	1,771	27.2	162	0	No Failure
6,586	M21445	M	301.5	310.5	1,600	32.8	205	0	No Failure
5,256	M20115	M	303.5	313	1,403	51.9	77	0	No Failure
6,984	M21843	M	300.7	311	1,334	53.9	150	0	No Failure
6,014	L53193	L	300.7	310.8	1,597	30.5	38	0	No Failure
9,421	L56600	L	298	308.4	1,472	42	15	0	No Failure
5,860	L53039	L	301.3	311	1,542	33.6	80	0	No Failure
4,136	M18995	M	301.7	310.3	1,787	26.7	33	0	No Failure
6,235	L53414	L	301.2	310.8	1,479	41.2	155	0	No Failure
2,922	L50101	L	300.8	309.8	1,657	31.1	151	0	No Failure
8,645	M23504	M	297.6	308.5	1,443	38.2	85	0	No Failure
1,348	L48527	L	298.7	310.2	1,717	27.3	26	0	No Failure
628	L47807	L	298.4	310.1	1,455	42.2	94	0	No Failure
9,541	M24400	M	299.4	310.8	1,628	40.2	111	0	No Failure
1,687	H31100	H	297.9	307.3	1,663	28.7	7	0	No Failure
3,795	M18654	M	302.2	310.8	1,356	48.3	36	0	No Failure
1,006	L48185	L	296.2	307.2	1,382	52	201	0	No Failure
6,538	M21397	M	301.3	310.5	1,481	39.7	85	0	No Failure
8,699	H38112	H	297.3	308.7	1,438	46.2	16	0	No Failure
5,501	L52680	L	302.7	312.1	1,601	35.2	31	0	No Failure
5,904	L53083	L	300.9	310.5	1,894	21.9	188	0	No Failure
6,684	L53863	L	301.5	310.9	1,318	50.6	11	0	No Failure
8,358	L55537	L	298.5	309.5	1,385	46.3	203	1	Tool Wear Failure
8,389	L55568	L	298.9	309.9	1,365	46.5	75	0	No Failure
2,522	L49701	L	298.8	308.6	1,584	34.4	42	0	No Failure
1,703	L48882	L	298	307.7	1,430	47.3	49	0	No Failure
9,612	L56791	L	299	310.2	1,432	42.2	87	0	No Failure
8,005	L55184	L	300.9	312	1,533	44	162	0	No Failure
7,386	M22245	M	299.8	310.5	1,375	53.9	110	0	No Failure
1,846	L49025	L	297.7	307.2	1,444	40	17	0	No Failure
3,107	L50286	L	299.8	309.1	1,485	39.9	207	0	No Failure
2,875	L50054	L	300.6	309.5	1,471	49.6	29	0	No Failure
7,114	L54293	L	300.9	310.4	1,561	32.7	67	0	No Failure
3,751	L50930	L	302.3	311.1	1,589	29.9	141	0	No Failure
8,455	L55634	L	298.6	310	1,522	40.3	32	0	No Failure
4,756	L51935	L	303.4	311.7	1,295	51.3	51	1	Heat Dissipation Failure
2,290	L49469	L	299.4	308.7	1,504	37.8	112	0	No Failure
8,579	L55758	L	297.5	308.2	1,489	40.7	141	0	No Failure
7,032	L54211	L	300.7	310.8	1,479	49.1	71	0	No Failure
1,205	L48384	L	296.9	308	1,521	34.5	84	0	No Failure
1,400	L48579	L	299	310.2	1,533	43.5	159	0	No Failure
2,439	M17298	M	299.1	308.4	1,330	53.6	62	0	No Failure
7,898	L55077	L	300.8	312.5	1,434	50.7	121	0	No Failure
1,462	L48641	L	298.9	310.2	1,491	45.1	101	0	No Failure
2,375	M17234	M	299.2	308.4	1,538	38	98	0	No Failure
7,863	M22722	M	300.5	312	1,382	54.1	27	0	No Failure
29	L47208	L	299.1	309.4	1,439	44.2	82	0	No Failure
1,474	M16333	M	298.5	309.5	1,315	48.9	127	0	No Failure
7,241	M22100	M	299.9	310.1	1,362	56.3	179	0	No Failure
7,478	M22337	M	300.1	311.3	1,518	40.2	130	0	No Failure
9,719	L56898	L	298.9	309.9	1,517	36.6	117	0	No Failure
3,761	L50940	L	302.3	310.9	1,377	46.8	166	1	Heat Dissipation Failure
3,056	L50235	L	300.1	309.2	1,427	37.6	73	0	No Failure
4,529	L51708	L	302.5	310.5	1,507	39.5	147	0	No Failure
774	L47953	L	296.8	308	1,510	39.4	29	0	No Failure
759	L47938	L	296.8	308	1,497	41.7	231	0	No Failure
8,211	H37624	H	299.2	310.7	1,636	29.4	23	0	No Failure
6,648	L53827	L	301.5	310.5	1,927	22.4	149	0	No Failure
3,608	L50787	L	301.6	310.7	1,638	33.8	196	0	No Failure
7,061	H36474	H	300.6	310.4	1,479	35.6	150	0	No Failure
6,976	M21835	M	300.7	311	1,378	51.6	130	0	No Failure
2,585	L49764	L	299.1	308.8	1,502	46.7	197	0	No Failure
7,049	L54228	L	300.6	310.4	2,007	19.8	116	0	No Failure
8,375	L55554	L	298.8	309.7	1,225	63.4	37	0	No Failure
7,477	L54656	L	300.2	311.5	1,492	41.8	128	0	No Failure
1,271	M16130	M	298	309.4	1,276	65.9	50	0	No Failure
6,955	M21814	M	300.8	311.2	1,429	52.3	77	0	No Failure
4,165	L51344	L	302.2	310.6	1,346	47.5	109	1	Heat Dissipation Failure
833	L48012	L	296.6	307.4	1,521	38.6	173	0	No Failure
3,028	L50207	L	300.5	309.5	1,777	23.6	0	0	No Failure
2,386	L49565	L	299.1	308.3	1,524	34.1	128	0	No Failure
6,169	M21028	M	300.7	310.6	1,778	27.1	215	0	No Failure
1,827	H31240	H	297.8	307.3	1,516	40.1	166	0	No Failure
9,132	H38545	H	297.6	308.6	1,463	46.7	85	0	No Failure

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