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
2,154	H31567	H	299.3	308.8	1,397	45.4	191	0	No Failure
3,410	M18269	M	301.2	310.4	1,697	30	120	0	No Failure
5,838	M20697	M	301.3	311.1	1,834	25.4	22	0	No Failure
2,225	M17084	M	299.7	309	1,645	31.9	155	0	No Failure
2,249	M17108	M	299.3	308.5	1,304	60.6	8	0	No Failure
8,110	L55289	L	300.3	311.7	1,821	26.3	202	0	No Failure
8,379	M23238	M	298.8	309.9	1,331	61.6	46	0	No Failure
8,131	H37544	H	300	311.2	1,393	43.1	45	0	No Failure
5,630	L52809	L	302.7	312.2	1,405	51.4	157	0	No Failure
5,273	M20132	M	303.6	313	1,396	38.2	117	0	No Failure
3,215	H32628	H	300.4	309.3	1,396	51.2	54	0	No Failure
9,449	L56628	L	298.2	309	1,780	29.3	91	0	No Failure
2,513	L49692	L	298.9	308.8	1,530	38.3	23	0	No Failure
3,684	M18543	M	302	311.2	1,558	39.1	179	0	No Failure
8,780	M23639	M	297.5	308.6	1,349	51.5	21	0	No Failure
3,204	M18063	M	300.1	309.1	1,533	38	26	0	No Failure
9,693	M24552	M	299	310	1,667	30	53	0	No Failure
7,228	L54407	L	299.7	309.6	1,720	27.1	146	0	No Failure
7,576	L54755	L	300.4	311.2	1,471	46.5	164	0	No Failure
3,407	L50586	L	301.2	310.4	1,470	44	113	0	No Failure
4,865	L52044	L	303.6	312.3	1,451	43.4	119	0	No Failure
7,517	M22376	M	300.3	311.7	1,236	57.5	12	0	No Failure
9,222	M24081	M	297.8	309	1,675	30	110	0	No Failure
3,728	L50907	L	302.3	311.2	1,786	24.3	81	0	No Failure
6,721	L53900	L	301.3	310.6	1,458	48	104	0	No Failure
1,552	L48731	L	298.4	308.8	1,458	40.1	111	0	No Failure
82	L47261	L	298.9	308.9	1,450	47.5	9	0	No Failure
6,807	L53986	L	301.1	310.8	1,608	32.9	119	0	No Failure
9,801	H39214	H	298.5	309.3	1,421	50.3	124	0	No Failure
8,093	M22952	M	300.2	311.6	1,513	40.8	157	0	No Failure
2,546	M17405	M	299.2	309	1,541	36.3	104	0	No Failure
3,505	M18364	M	301.7	310.8	1,524	41.3	147	0	No Failure
1,320	L48499	L	299	310.3	1,929	24.4	180	0	No Failure
7,285	M22144	M	300.1	310.3	1,345	57.1	71	0	No Failure
4,463	L51642	L	302.7	310.5	1,263	67.8	197	1	Heat Dissipation Failure
405	L47584	L	297.3	308.6	1,297	45.9	184	0	No Failure
2,664	L49843	L	299.9	309.3	1,620	31.1	196	0	No Failure
8,482	M23341	M	298.3	309.4	1,595	29	103	0	No Failure
5,109	L52288	L	303.9	313.3	1,394	51.6	121	0	No Failure
3,921	L51100	L	302.6	311.5	1,885	27.5	147	0	No Failure
9,805	L56984	L	298.4	309.1	1,467	42.5	139	0	No Failure
3,737	H33150	H	302.2	311.1	1,628	30.6	105	0	No Failure
7,463	L54642	L	300	311.3	1,703	30.4	85	0	No Failure
9,534	L56713	L	299.2	310.5	1,705	29.5	95	0	No Failure
269	H29682	H	297.9	308	1,800	24.8	44	0	No Failure
4,348	H33761	H	301.9	309.8	1,724	27.5	126	0	No Failure
7,681	L54860	L	300.7	311.7	1,395	43.7	215	0	No Failure
7,608	M22467	M	300.5	311.3	1,468	41.1	34	0	No Failure
6,021	L53200	L	300.7	310.8	1,619	34.9	57	0	No Failure
6,683	L53862	L	301.5	310.8	1,512	38.9	9	0	No Failure
3,181	M18040	M	300.2	309.4	1,433	48.8	191	0	No Failure
7,058	L54237	L	300.8	310.6	1,666	36.2	144	0	No Failure
1,039	L48218	L	296.6	307.6	1,498	41.1	80	0	No Failure
2,748	L49927	L	299.7	309.2	1,616	31.6	175	0	No Failure
437	L47616	L	297.3	308.3	1,504	36.3	45	0	No Failure
7,121	L54300	L	300.9	310.5	2,288	16.1	85	0	No Failure
158	H29571	H	298.4	308.2	1,478	43.5	206	0	No Failure
8,576	M23435	M	297.6	308.3	1,648	29.1	134	0	No Failure
2,108	M16967	M	299.4	309.1	1,417	47.3	59	0	No Failure
3,309	L50488	L	301.4	310.4	1,433	43.4	86	0	No Failure
989	H30402	H	296.3	307.1	1,774	25.9	154	0	No Failure
3,019	M17878	M	300.5	309.8	1,566	35.9	204	0	No Failure
8,543	H37956	H	298.4	309.4	1,512	35.3	51	0	No Failure
6,218	M21077	M	301	310.7	1,455	46.1	103	0	No Failure
6,360	L53539	L	300.1	309.8	1,430	56.7	44	0	No Failure
9,002	L56181	L	297	307.8	1,500	39.9	175	0	No Failure
8,260	L55439	L	299.1	310.5	1,471	38.4	146	0	No Failure
6,838	M21697	M	301	311	1,423	38.6	199	0	No Failure
5,224	M20083	M	303.9	313.2	1,350	47.2	2	0	No Failure
5,504	H34917	H	302.6	312	1,657	29.3	37	0	No Failure
5,487	L52666	L	302.6	312.2	1,520	43	208	0	No Failure
8,719	L55898	L	297.2	308.7	1,509	39.3	66	0	No Failure
8,180	L55359	L	299.8	311.3	1,560	35.4	178	0	No Failure
8,498	M23357	M	298.3	309.4	1,509	34.2	141	0	No Failure
8,744	H38157	H	297.4	308.7	1,323	51.1	130	0	No Failure
7,128	L54307	L	300.6	310	1,438	53.8	103	0	No Failure
2,501	L49680	L	299.1	308.9	1,617	32.3	223	0	No Failure
3,960	M18819	M	302.2	311.4	1,538	37.4	37	0	No Failure
7,547	H36960	H	300.2	311.5	1,454	42.8	88	0	No Failure
3,528	M18387	M	301.9	310.9	1,573	38.9	209	0	No Failure
2,988	M17847	M	300.6	309.8	1,659	28.9	127	0	No Failure
6,350	L53529	L	300.1	309.8	1,506	35.2	21	0	No Failure
5,708	L52887	L	302.4	311.8	1,448	43.4	141	0	No Failure
2,732	M17591	M	299.7	309.2	1,597	32.9	135	0	No Failure
871	L48050	L	295.8	306.4	1,325	56.2	65	0	No Failure
7,144	H36557	H	300.3	309.7	1,582	30.8	144	0	No Failure
8,904	M23763	M	297.4	308.7	1,382	49.9	151	0	No Failure
1,750	L48929	L	298.3	307.7	1,576	33.8	171	0	No Failure
5,556	L52735	L	302.5	312	1,411	44.2	177	0	No Failure
6,973	L54152	L	300.7	311	1,377	49.9	124	0	No Failure
570	M15429	M	297.7	309.6	1,596	35.2	173	0	No Failure
9,248	L56427	L	298.3	308.9	1,695	30.7	174	0	No Failure
6,159	L53338	L	301.1	311	1,677	29.1	188	0	No Failure
8,114	L55293	L	300.4	311.7	1,459	45.6	3	0	No Failure
7,534	L54713	L	300	311.2	1,504	37.9	58	0	No Failure
9,489	M24348	M	298.9	309.6	1,567	34.5	204	0	No Failure
9,051	M23910	M	297.4	308.5	1,566	31.4	76	0	No Failure
31	M14890	M	299.1	309.5	1,339	48.2	86	0	No Failure
8,762	L55941	L	297.5	308.8	1,417	49.8	177	0	No Failure
4,053	M18912	M	301.9	310.8	1,563	39.2	39	0	No Failure

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