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
240	L47419	L	298	308.2	1,611	30.6	195	0	No Failure
3,812	M18671	M	302.1	310.7	1,608	30.3	81	0	No Failure
7,301	L54480	L	300.2	310.6	1,431	42.3	113	0	No Failure
6,578	L53757	L	301.4	310.4	1,388	45.3	188	0	No Failure
8,294	M23153	M	298.9	310.4	1,533	44.4	24	0	No Failure
2,571	L49750	L	299.6	309.2	1,713	26.5	167	0	No Failure
5,644	L52823	L	302.5	312	1,574	42	188	0	No Failure
5,809	L52988	L	301.4	311	1,733	25.7	182	0	No Failure
7,728	M22587	M	300.7	311.9	1,657	30.9	116	0	No Failure
99	L47278	L	298.9	308.8	1,529	32.7	53	0	No Failure
5,976	H35389	H	300.5	310.7	1,654	28.6	161	0	No Failure
5,654	L52833	L	302.4	311.7	1,495	36.8	215	0	No Failure
4,681	L51860	L	303.6	311.7	1,491	39.8	92	0	No Failure
3,701	L50880	L	302.1	311.2	1,447	50.3	11	0	No Failure
1,128	M15987	M	296.7	307.8	1,672	32.4	113	0	No Failure
525	L47704	L	297.4	309.4	1,620	35.4	51	0	No Failure
4,860	L52039	L	303.7	312.4	1,535	38.6	107	0	No Failure
1,161	H30574	H	297	307.7	1,834	23.8	195	0	No Failure
8,445	M23304	M	298.6	309.9	1,818	24.9	9	0	No Failure
7,769	M22628	M	300.2	311.4	1,960	20.9	20	0	No Failure
8,266	H37679	H	299.1	310.6	1,791	28	168	0	No Failure
3,474	M18333	M	301.8	310.8	1,691	33.4	62	0	No Failure
6,890	H36303	H	300.9	311.4	1,387	42.7	121	0	No Failure
1,331	L48510	L	298.9	310.2	1,696	30.2	214	0	No Failure
4,390	M19249	M	302.1	310	1,355	45.1	6	1	Heat Dissipation Failure
3,365	L50544	L	301.4	310.5	1,633	39.5	0	0	No Failure
2,435	M17294	M	299	308.2	1,358	42.7	50	0	No Failure
1,961	L49140	L	297.8	307.6	1,446	51.4	105	0	No Failure
938	L48117	L	295.6	306.2	1,263	61.8	27	0	No Failure
1,026	L48205	L	296.2	307.3	1,475	37	44	0	No Failure
9,146	L56325	L	297.6	308.5	1,574	37.1	121	0	No Failure
7,927	L55106	L	300.7	311.9	1,335	57.1	194	1	Overstrain Failure
2,778	L49957	L	300.1	309.4	1,464	41.7	30	0	No Failure
9,295	L56474	L	298.1	309	1,437	36.2	95	0	No Failure
5,725	L52904	L	302.3	311.8	1,433	50.3	183	0	No Failure
5,682	L52861	L	302.2	311.6	1,383	44.3	72	0	No Failure
2,201	L49380	L	299.8	309.1	1,546	35.6	93	0	No Failure
7,513	M22372	M	300.5	311.8	1,636	34.4	2	0	No Failure
486	M15345	M	297.4	309	1,685	30.7	177	0	No Failure
1,099	M15958	M	296.9	307.4	1,521	37.9	27	0	No Failure
6,110	M20969	M	300.8	310.9	1,514	38.7	66	0	No Failure
1,683	H31096	H	297.9	307.4	1,604	36.1	225	1	Tool Wear Failure
448	M15307	M	297.6	308.7	1,376	59.9	74	0	No Failure
1,893	M16752	M	297.8	307.4	1,438	43.6	141	0	No Failure
9,919	L57098	L	298.4	308.8	1,352	56.7	24	0	No Failure
1,463	L48642	L	298.9	310.2	1,706	27.6	103	0	No Failure
1,724	L48903	L	298.2	307.8	2,029	19.9	96	0	No Failure
8,721	L55900	L	297.3	308.8	1,554	36.1	70	0	No Failure
56	L47235	L	298.8	309.1	1,512	40.7	156	0	No Failure
5,005	L52184	L	303.7	312.8	1,364	46.3	44	0	No Failure
7,191	L54370	L	300.3	310.3	1,345	46.3	50	0	No Failure
3,135	L50314	L	300.2	309.6	1,359	51.5	66	0	No Failure
5,823	M20682	M	301.3	311	1,463	50.2	214	0	No Failure
4,006	M18865	M	302	311.1	1,406	48.8	159	0	No Failure
6,653	H36066	H	301.5	310.4	1,580	35.7	161	0	No Failure
3,290	M18149	M	301.2	310.1	1,295	56.6	39	0	No Failure
912	M15771	M	295.6	306.1	1,490	42.7	171	0	No Failure
7,260	M22119	M	300.4	310.5	1,500	43	9	0	No Failure
6,133	L53312	L	301.1	311.1	1,429	42.5	123	0	No Failure
6,977	L54156	L	300.6	310.9	1,344	46.7	133	0	No Failure
8,366	M23225	M	298.8	309.8	1,551	36.6	15	0	No Failure
9,360	M24219	M	298.1	308.7	1,581	47.4	51	0	No Failure
5,420	L52599	L	302.6	312.3	1,321	53.4	42	0	No Failure
9,863	M24722	M	298.8	309.7	1,439	45.8	81	0	No Failure
8,980	M23839	M	296.9	307.5	1,332	51.1	121	0	No Failure
8,149	M23008	M	299.5	310.7	1,488	39.5	95	0	No Failure
3,694	L50873	L	302.1	311.3	1,521	31.5	202	0	No Failure
1,749	H31162	H	298.4	307.7	1,626	31.1	166	0	random failures
4,087	L51266	L	302	310.5	1,567	36.1	124	0	No Failure
8,267	L55446	L	299.1	310.6	1,818	24.1	173	0	No Failure
3,128	L50307	L	300	309.5	1,717	28.3	48	0	No Failure
5,985	H35398	H	300.7	310.8	1,346	52	193	0	No Failure
1,353	M16212	M	298.7	310.2	1,598	33.3	36	0	No Failure
429	M15288	M	297.6	308.6	1,595	36.9	25	0	No Failure
9,960	L57139	L	298.1	307.8	1,379	49.1	135	0	No Failure
3,542	L50721	L	301.8	310.8	1,546	43.4	29	0	No Failure
8,794	L55973	L	297.4	308.5	1,782	25.9	54	0	No Failure
8,883	L56062	L	298	309.2	1,378	49.7	94	0	No Failure
2,382	L49561	L	299.1	308.2	1,493	34.9	119	0	No Failure
6,879	H36292	H	300.9	311.2	1,518	35	90	0	No Failure
6,886	L54065	L	300.8	311.2	1,397	48.7	111	0	No Failure
6,016	M20875	M	300.8	310.8	1,520	38	45	0	No Failure
5,980	H35393	H	300.6	310.7	1,501	45.3	175	0	No Failure
2,372	L49551	L	299.3	308.5	1,409	44.8	91	0	No Failure
7,855	L55034	L	300.3	311.8	1,551	37.2	9	0	No Failure
4,135	L51314	L	301.8	310.3	1,688	28.8	31	0	No Failure
1,324	L48503	L	298.9	310.1	1,361	51.7	192	0	No Failure
5,609	M20468	M	303.1	312.3	1,623	31.6	101	0	No Failure
1,342	M16201	M	298.6	310.2	1,328	50.5	12	0	No Failure
6,547	M21406	M	301.4	310.8	1,530	39.9	107	0	No Failure
6,881	M21740	M	300.9	311.3	1,801	24.6	100	0	No Failure
3,605	L50784	L	301.8	310.8	1,557	33.3	190	0	No Failure
2,015	L49194	L	298.6	308.4	1,310	59.7	40	0	No Failure
5,506	L52685	L	302.8	312.2	1,746	27.4	44	0	No Failure
848	L48027	L	296.4	307.4	2,833	5.6	213	1	Power Failure
7,691	M22550	M	300.5	311.6	1,577	36.5	4	0	No Failure
5,057	M19916	M	303.9	312.9	1,430	53.5	189	0	No Failure
2,370	M17229	M	299.2	308.4	1,856	22.7	86	0	No Failure
5,794	L52973	L	301.8	311.3	1,471	44.2	148	0	No Failure
9,381	L56560	L	297.4	308.1	1,435	45.7	110	0	No Failure

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