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
7,618	L54797	L	300.5	311.4	1,556	45.3	58	0	No Failure
5,899	L53078	L	301	310.7	1,300	57.2	174	0	No Failure
7,284	M22143	M	300	310.2	1,443	58.7	68	0	No Failure
5,594	L52773	L	302.6	311.9	1,354	48	67	0	No Failure
3,611	M18470	M	301.7	310.8	1,594	32.4	204	0	No Failure
830	L48009	L	296.5	307.3	1,579	34.5	166	0	No Failure
796	L47975	L	296.9	307.8	1,605	37	84	0	No Failure
1,797	H31210	H	298.1	307.6	1,542	37.1	84	0	No Failure
9,659	L56838	L	299	309.9	1,548	34.5	214	0	No Failure
6,030	M20889	M	300.7	310.8	1,452	47.9	77	0	No Failure
6,488	H35901	H	300.6	309.8	1,541	36.2	166	0	No Failure
4,615	H34028	H	303	311.2	1,503	37	152	0	No Failure
7,252	M22111	M	300.2	310.3	1,448	40.1	209	0	No Failure
3,161	M18020	M	300.4	309.7	1,367	51.2	143	0	No Failure
4,626	L51805	L	303	311.2	1,511	45.7	184	0	No Failure
9,209	L56388	L	298	308.9	1,406	40.9	77	0	No Failure
5,575	L52754	L	302.4	312	1,305	49.1	16	0	No Failure
2,887	H32300	H	300.5	309.5	1,635	34.2	62	0	No Failure
4,027	M18886	M	302.1	311	1,574	34.1	215	0	No Failure
666	L47845	L	297.5	308.9	1,729	28.1	189	0	No Failure
6,156	L53335	L	301	311	1,634	31.2	182	0	No Failure
5,044	L52223	L	304.1	313.2	1,468	39.4	148	0	No Failure
2,467	L49646	L	299	308.6	1,429	37.7	126	0	No Failure
806	M15665	M	297	307.9	1,412	47.4	112	0	No Failure
843	M15702	M	296.6	307.5	1,566	35	201	0	No Failure
7,031	L54210	L	300.7	310.8	1,772	27.3	69	0	No Failure
2,253	H31666	H	299.1	308.3	1,451	42.8	21	0	No Failure
169	L47348	L	298.4	308.3	1,433	62.3	20	1	Power Failure
6,990	M21849	M	300.7	311.1	1,608	35.3	167	0	No Failure
8,788	M23647	M	297.5	308.5	1,699	30.1	40	0	No Failure
4,874	M19733	M	303.7	312.4	1,474	38.8	139	0	No Failure
6,673	L53852	L	301.6	310.7	1,424	50.5	214	0	No Failure
9,242	L56421	L	298.1	308.7	1,683	29.1	161	0	No Failure
5,350	M20209	M	303.3	312.7	1,642	33.6	104	0	No Failure
163	L47342	L	298.3	308.1	1,586	35.5	0	0	No Failure
4,308	L51487	L	301.4	309.9	1,259	63.9	20	1	Heat Dissipation Failure
119	M14978	M	298.8	308.6	1,707	28.1	103	0	No Failure
735	H30148	H	297	308.4	1,305	54.6	168	0	No Failure
5,716	H35129	H	302.2	311.9	1,597	35.8	160	0	No Failure
3,178	M18037	M	300.2	309.5	1,564	33.4	183	0	No Failure
3,417	L50596	L	301.5	310.5	1,435	44.6	135	0	No Failure
8,593	M23452	M	297.5	308	1,430	44.5	178	0	No Failure
151	L47330	L	298.4	308.3	1,422	42.7	186	0	No Failure
2,020	M16879	M	298.7	308.5	1,660	27	50	0	No Failure
6,945	M21804	M	300.7	311.3	1,487	39.8	50	0	No Failure
1,564	L48743	L	298.2	308.3	1,402	51	141	0	No Failure
2,491	H31904	H	299.1	308.8	1,566	46.6	192	0	No Failure
6,672	L53851	L	301.5	310.6	1,357	42.1	212	0	No Failure
3,637	L50816	L	302.2	311.4	1,449	46.5	60	0	No Failure
5,407	L52586	L	302.7	312.4	1,360	47.8	11	0	No Failure
6,476	L53655	L	300.5	309.7	1,560	30.2	139	0	No Failure
2,093	L49272	L	299.4	309.2	1,444	48.2	24	0	No Failure
2,385	M17244	M	299.1	308.3	1,506	38	125	0	No Failure
5,752	H35165	H	302.3	311.8	1,475	42.8	38	0	No Failure
9,060	L56239	L	297.2	308.3	1,805	25.6	103	0	No Failure
3,503	M18362	M	301.8	310.9	1,346	44.6	142	0	No Failure
6,567	L53746	L	301.3	310.6	1,966	22.6	161	0	No Failure
9,012	M23871	M	297.2	307.9	1,530	35.9	197	0	No Failure
5,392	L52571	L	302.7	312.2	1,572	34.4	228	0	No Failure
834	L48013	L	296.6	307.4	1,616	28	175	0	No Failure
4	L47183	L	298.2	308.6	1,433	39.5	7	0	No Failure
2,929	M17788	M	300.8	309.7	1,258	54.9	168	0	No Failure
6,459	M21318	M	300.6	310	1,302	62.9	87	0	No Failure
7,599	L54778	L	300.5	311.1	1,491	42.6	11	0	No Failure
9,003	L56182	L	297.1	307.8	1,477	36.6	177	0	No Failure
9,604	M24463	M	298.9	310.1	1,549	40.2	65	0	No Failure
1,379	H30792	H	298.8	310.2	1,455	44.9	107	0	No Failure
1,214	M16073	M	296.8	307.8	1,551	38.9	112	0	No Failure
4,727	M19586	M	303.4	311.8	2,133	18.3	207	0	No Failure
3,973	L51152	L	302.3	311.4	1,511	34.7	75	0	No Failure
5,020	M19879	M	304	313.1	1,466	39.5	83	0	No Failure
5,620	L52799	L	303	312.3	1,932	21.9	132	0	No Failure
191	L47370	L	298.2	308.4	1,477	49.9	72	0	No Failure
155	L47334	L	298.4	308.2	1,528	36.2	196	0	No Failure
880	L48059	L	295.8	306.3	1,337	54.6	87	0	No Failure
6,204	L53383	L	301	310.9	1,404	41.8	71	0	No Failure
2,027	M16886	M	298.7	308.5	1,360	52.9	69	0	No Failure
5,115	M19974	M	304.2	313.8	1,481	44.9	136	0	No Failure
7,574	L54753	L	300.3	311.1	1,605	37.1	160	0	No Failure
7,768	H37181	H	300.2	311.4	1,319	54.6	15	0	No Failure
7,233	M22092	M	299.9	309.9	1,639	42.1	159	0	No Failure
8,544	M23403	M	298.5	309.4	1,365	48.7	56	0	No Failure
6,464	H35877	H	300.5	310	1,358	60.4	102	0	No Failure
6,750	L53929	L	301.7	311	1,585	35.9	185	0	No Failure
4,616	L51795	L	303	311.3	1,793	29.3	157	0	No Failure
5,717	L52896	L	302.3	312	1,354	52.2	165	0	No Failure
8,354	L55533	L	298.7	309.6	1,442	55.6	194	0	No Failure
2,404	H31817	H	299.2	308.7	1,448	51.4	173	0	No Failure
993	L48172	L	296.1	307.1	1,651	35.7	167	0	No Failure
953	L48132	L	295.5	306.2	1,448	48.9	65	0	No Failure
4,939	M19798	M	303.5	312.4	1,606	30.1	98	0	No Failure
8,406	M23265	M	298.4	309.5	1,484	41.7	119	0	No Failure
9,975	L57154	L	298.6	308.2	1,361	68.2	172	1	Power Failure
3,844	L51023	L	302.5	311.2	1,227	60.1	167	0	No Failure
5,651	L52830	L	302.5	312	1,456	46.3	208	0	No Failure
2,289	M17148	M	299.4	308.6	1,541	39.1	109	0	No Failure
1,914	M16773	M	298	307.8	1,492	40.2	197	0	No Failure
6,220	H35633	H	301.1	310.6	1,407	43.9	111	0	No Failure
6,679	M21538	M	301.5	310.7	1,336	65.6	0	1	Power Failure
5,954	M20813	M	300.7	310.9	1,486	38.9	106	0	No Failure

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