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
5,935	H35348	H	300.6	310.5	1,454	51.2	58	0	No Failure
7,451	L54630	L	300.3	311.8	1,451	41	55	0	No Failure
9,368	L56547	L	297.9	308.5	1,472	45.1	70	0	No Failure
4,075	L51254	L	302	310.7	1,453	42.7	92	0	No Failure
8,654	M23513	M	297.4	308.3	1,335	57.9	113	0	No Failure
2,204	L49383	L	299.8	309	1,614	30.8	100	0	No Failure
5,349	L52528	L	303.3	312.6	1,623	34.6	102	0	No Failure
5,744	M20603	M	302.2	311.6	1,379	42.9	13	0	No Failure
6,267	L53446	L	300.8	310.4	1,368	46.8	21	0	No Failure
3,775	M18634	M	302.4	311.1	1,480	45.7	200	0	No Failure
8,807	L55986	L	297.4	308.5	1,692	34.3	83	0	No Failure
5,724	M20583	M	302.3	311.8	1,475	48	180	0	No Failure
2,234	L49413	L	299.5	308.7	2,549	13	179	1	Power Failure
3,221	M18080	M	300.7	309.6	1,525	36.5	71	0	No Failure
9,685	H39098	H	298.9	309.9	1,376	51	32	0	No Failure
1,718	L48897	L	298.2	307.6	1,369	54.5	82	0	No Failure
2,187	L49366	L	299.7	309.4	1,445	42.9	55	0	No Failure
9,266	M24125	M	298.3	308.9	1,390	49.7	23	0	No Failure
73	L47252	L	298.9	309.1	1,369	44.4	198	0	No Failure
8,880	L56059	L	298	309.2	1,527	39.5	85	0	No Failure
3,456	H32869	H	301.4	310.3	1,611	41.5	11	0	No Failure
9,886	L57065	L	298.8	309.6	1,613	27.7	143	0	No Failure
898	L48077	L	295.6	306.2	1,612	31.2	131	0	No Failure
7,634	L54813	L	300.4	311.5	1,441	44.6	96	0	No Failure
2,632	H32045	H	300	309.7	1,529	42.4	107	0	No Failure
6,265	L53444	L	300.9	310.4	1,541	39.1	17	0	No Failure
1,247	H30660	H	297.2	308.5	1,653	33.3	207	0	No Failure
3,446	M18305	M	301.6	310.6	1,599	36.1	208	0	No Failure
5,865	M20724	M	301.4	311	1,486	36.5	91	0	No Failure
7,405	L54584	L	299.8	310.8	1,553	32.2	161	0	No Failure
5,849	L53028	L	301.4	311.3	2,323	15.9	50	0	No Failure
1,229	M16088	M	297.1	308.4	1,583	38.2	150	0	No Failure
9,354	L56533	L	298.2	308.8	1,345	44.3	37	0	No Failure
2,763	L49942	L	299.8	309.2	1,479	44.4	214	0	No Failure
7,569	L54748	L	300.2	311	1,627	33.7	147	0	No Failure
6,797	M21656	M	301.3	310.7	1,300	58.3	92	0	No Failure
557	L47736	L	297.5	309.4	1,357	50.1	137	0	No Failure
3,024	L50203	L	300.4	309.5	1,711	29.2	215	0	No Failure
7,683	M22542	M	300.7	311.7	1,412	49.1	219	0	No Failure
2,281	L49460	L	299.4	308.8	1,390	57	92	0	No Failure
677	H30090	H	297.9	309.2	1,577	34.7	5	0	No Failure
2,962	L50141	L	300.6	309.4	1,654	32.8	57	0	No Failure
8,984	M23843	M	297	307.7	1,261	51.1	130	0	No Failure
7,621	L54800	L	300.5	311.5	1,651	36.9	65	0	No Failure
4,102	L51281	L	301.9	310.4	1,884	23.4	163	0	No Failure
1,894	L49073	L	297.8	307.5	1,631	29.9	144	0	No Failure
5,571	M20430	M	302.4	312.1	1,492	47.7	7	0	No Failure
3,139	L50318	L	300.4	309.9	1,376	43.5	74	0	No Failure
1,106	M15965	M	296.6	307.5	1,734	27	50	0	No Failure
7,669	L54848	L	300.6	311.8	1,539	37	187	0	No Failure
2,308	H31721	H	299	308.5	1,623	33.5	154	0	No Failure
3,241	L50420	L	300.9	309.5	1,612	35.2	124	0	No Failure
668	L47847	L	297.5	308.9	1,459	48.5	193	0	No Failure
2,647	M17506	M	299.8	309.5	1,453	43.2	153	0	No Failure
9,709	L56888	L	299	310.1	1,664	29.7	89	0	No Failure
5,486	L52665	L	302.6	312.1	1,344	51	206	0	No Failure
61	L47240	L	298.8	309.1	1,393	52.6	167	0	No Failure
4,938	L52117	L	303.4	312.3	1,540	38.7	96	0	No Failure
9,997	H39410	H	298.9	308.4	1,632	31.8	17	0	No Failure
1,775	M16634	M	298.5	308	1,519	37.3	29	0	No Failure
5,633	L52812	L	302.7	312.2	1,376	52.8	164	0	No Failure
1,162	L48341	L	297	307.8	1,316	61.2	200	1	Overstrain Failure
8,505	L55684	L	298.4	309.7	1,419	41.3	159	0	No Failure
9,729	L56908	L	298.8	309.8	1,563	33.7	143	0	No Failure
98	M14957	M	298.9	308.9	1,750	29.9	50	0	No Failure
5,680	M20539	M	302.2	311.7	1,466	49	66	0	No Failure
8,421	L55600	L	298.9	310.4	1,546	37.7	159	0	No Failure
6,454	L53633	L	300.7	310.2	1,807	24.2	77	0	No Failure
1,381	L48560	L	298.7	310.1	1,786	27.7	114	0	No Failure
7,640	L54819	L	300.5	311.4	1,466	41.8	112	0	No Failure
3,802	M18661	M	302.2	310.9	1,771	27.6	54	0	No Failure
755	M15614	M	296.9	308.1	1,483	44.3	219	0	No Failure
2,406	L49585	L	299.1	308.7	1,498	38.9	181	0	No Failure
1,826	M16685	M	298	307.5	1,784	27.8	163	0	No Failure
2,498	M17357	M	299.2	308.9	1,521	42.3	215	0	No Failure
7,869	H37282	H	300.4	311.9	1,438	46.7	41	0	random failures
196	L47375	L	298.3	308.5	1,453	42.9	89	0	No Failure
2,302	M17161	M	299.2	308.6	1,586	35.7	138	0	No Failure
6,348	L53527	L	300.2	309.7	1,421	44.6	17	0	No Failure
9,315	M24174	M	298.5	309.4	1,565	33.7	150	0	No Failure
4,386	L51565	L	301.8	309.7	1,442	45.3	233	1	Tool Wear Failure
4,920	L52099	L	303.3	312.2	1,506	40	50	0	No Failure
8,923	L56102	L	297.1	308.2	1,399	42.6	194	0	No Failure
7,715	L54894	L	300.5	311.5	1,487	43	78	0	No Failure
8,035	L55214	L	300.7	311.8	1,564	36.8	11	0	No Failure
6,570	M21429	M	301.4	310.7	1,375	42	168	0	No Failure
5,172	M20031	M	304.2	313.4	1,329	54.5	75	0	No Failure
3,155	L50334	L	300.4	309.7	1,534	42.5	127	0	No Failure
2,250	L49429	L	299.2	308.5	1,442	46.5	11	0	No Failure
1,849	H31262	H	297.7	307.2	1,429	44.1	26	0	No Failure
4,303	L51482	L	301.7	310.1	2,695	12.6	10	0	No Failure
9,657	L56836	L	299	310.1	1,623	33	210	0	No Failure
8,030	M22889	M	300.6	311.9	1,629	35.3	0	0	No Failure
3,294	M18153	M	301.2	310.3	1,357	54.5	49	0	No Failure
6,045	M20904	M	300.8	310.9	1,522	41.7	115	0	No Failure
4,179	L51358	L	302.5	310.9	1,624	34.4	146	0	No Failure
1,041	L48220	L	296.7	307.7	1,502	43.9	84	0	No Failure
6,544	L53723	L	301.4	310.8	1,698	29.6	99	0	No Failure
7,452	L54631	L	300.3	311.8	1,508	43.1	57	0	No Failure
5,920	L53099	L	300.6	310.3	1,414	50.6	25	0	No Failure

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