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
1,057	L48236	L	296.8	307.8	1,565	39.5	124	0	No Failure
839	H30252	H	296.6	307.4	1,406	41.5	189	0	No Failure
6,100	H35513	H	300.9	310.7	1,609	28.7	39	0	No Failure
4,401	L51580	L	302.3	310.1	1,353	50.9	36	1	Heat Dissipation Failure
2,288	L49467	L	299.4	308.6	1,746	26.8	107	0	No Failure
1,673	L48852	L	298.1	307.8	1,432	49.8	198	0	No Failure
8,607	M23466	M	297.5	308.4	1,505	37.2	215	0	No Failure
3,286	L50465	L	301.2	309.9	1,687	29.7	30	0	No Failure
6,979	L54158	L	300.7	311.1	1,427	50.3	137	0	No Failure
9,054	M23913	M	297.4	308.5	1,638	32.2	84	0	No Failure
3,968	M18827	M	302.3	311.4	1,479	45.6	59	0	No Failure
3,035	H32448	H	300.6	309.7	1,470	43.8	18	0	No Failure
1,175	M16034	M	297.1	308.1	1,352	44.4	0	0	No Failure
3,734	L50913	L	302.2	311.1	1,470	39.6	97	0	No Failure
7,177	L54356	L	300.1	310.1	1,650	31.6	19	0	No Failure
2,676	L49855	L	299.7	309.3	1,574	35.8	6	0	No Failure
6,077	L53256	L	301	310.9	1,492	36.7	199	0	No Failure
4,928	M19787	M	303.5	312.3	1,543	33.3	71	0	No Failure
7,705	M22564	M	300.6	311.6	1,630	31.8	52	0	No Failure
8,382	H37795	H	298.8	310	1,530	38.3	53	0	No Failure
2,548	L49727	L	299.2	309.1	1,578	38.1	109	0	No Failure
2	L47181	L	298.2	308.7	1,408	46.3	3	0	No Failure
8,221	M23080	M	298.9	310.3	1,551	35.2	50	0	No Failure
9,694	L56873	L	298.9	310	1,693	28.8	56	0	No Failure
1,138	L48317	L	296.9	307.8	1,653	29.7	137	0	No Failure
1,963	L49142	L	297.8	307.5	1,391	48.6	109	0	No Failure
7,416	L54595	L	300.1	311.2	1,489	39.1	188	0	No Failure
3,206	M18065	M	300.1	308.9	1,548	38.4	31	0	No Failure
8,868	L56047	L	297.9	308.9	1,566	41.9	50	0	No Failure
4,487	M19346	M	302.6	310.5	1,965	20.2	40	0	No Failure
7,325	M22184	M	299.9	310.4	1,820	26.6	175	0	No Failure
3,344	M18203	M	301.5	310.8	1,628	36.4	167	0	No Failure
4,317	L51496	L	301.5	310.1	1,639	33.4	47	0	No Failure
3,048	L50227	L	300.2	309.4	1,558	38.3	51	0	No Failure
6,676	L53855	L	301.5	310.6	1,579	28	220	0	No Failure
8,067	L55246	L	300.4	311.9	1,868	21.3	92	0	No Failure
6,992	L54171	L	300.8	311.1	1,509	33.4	172	0	No Failure
2,076	L49255	L	299.5	309.4	1,390	58.8	195	1	Overstrain Failure
2,800	L49979	L	300.3	309.6	1,404	44.6	87	0	No Failure
1,059	L48238	L	296.7	307.8	1,605	31.3	128	0	No Failure
9,071	L56250	L	297.1	308.2	1,427	45.2	136	0	No Failure
3,136	L50315	L	300.4	309.8	1,342	52.5	68	0	No Failure
1,945	L49124	L	298.1	308.1	1,791	27.3	63	0	No Failure
7,763	M22622	M	300.3	311.5	1,400	43.8	0	0	No Failure
9,948	M24807	M	298.2	307.9	1,529	36.6	105	0	No Failure
4,539	L51718	L	302.4	310.3	1,923	23.3	172	0	No Failure
6,205	M21064	M	300.9	310.8	1,519	34.9	73	0	No Failure
8,541	L55720	L	298.6	309.5	1,687	29.3	47	0	No Failure
7,805	M22664	M	299.9	311.4	1,480	44.9	108	0	No Failure
2,561	M17420	M	299.4	309.1	1,326	62	142	0	No Failure
4,520	L51699	L	302.4	310.4	1,666	29.7	125	0	No Failure
4,438	L51617	L	302.4	310.2	1,578	31.2	139	0	No Failure
9,764	M24623	M	298.6	309.6	1,635	29.7	9	0	No Failure
7,720	H37133	H	300.6	311.7	1,535	33.3	92	0	No Failure
5,687	L52866	L	302.2	311.6	1,658	31.4	89	0	No Failure
3,185	L50364	L	300.1	309.3	1,654	31	201	0	No Failure
1,393	M16252	M	299	310.3	1,494	46.6	144	0	No Failure
1,647	M16506	M	297.9	307.7	1,527	42.8	125	0	No Failure
2,615	L49794	L	299.3	309.1	1,634	36.8	62	0	No Failure
6,310	L53489	L	300.9	310.2	1,382	50.4	131	0	No Failure
2,159	M17018	M	299.5	309	1,399	49.7	207	0	No Failure
5,243	L52422	L	303.7	313.1	1,496	47.4	48	0	No Failure
28	H29441	H	299.1	309.4	1,811	24.6	77	0	No Failure
1,035	M15894	M	296.3	307.4	1,958	19.1	67	0	No Failure
1,668	L48847	L	298.2	307.9	1,769	27.2	188	0	No Failure
6,124	L53303	L	300.9	310.9	1,477	41.5	100	0	No Failure
3,463	H32876	H	301.6	310.5	1,786	27.1	35	0	No Failure
6,478	L53657	L	300.5	309.7	1,841	24.6	143	0	No Failure
1,251	L48430	L	297.3	308.7	1,549	36.1	218	0	No Failure
1,458	L48637	L	299	310.3	1,475	42.4	93	0	No Failure
214	L47393	L	298.4	308.7	1,386	44.9	135	0	No Failure
3,531	M18390	M	301.9	310.9	1,441	43.7	0	0	No Failure
8,477	L55656	L	298.5	309.6	1,585	32.2	89	0	No Failure
1,288	L48467	L	298.5	309.6	1,419	41.5	105	0	No Failure
7,516	M22375	M	300.4	311.9	1,335	58.3	9	0	No Failure
6,071	L53250	L	300.9	310.9	1,615	32	183	0	No Failure
7,036	L54215	L	300.6	310.6	1,497	38.2	83	0	No Failure
4,772	M19631	M	303.6	311.9	1,617	36	95	0	No Failure
8,432	H37845	H	298.9	310.1	1,324	54.6	185	0	No Failure
5,216	M20075	M	303.7	312.7	1,532	42.7	194	0	No Failure
6,739	H36152	H	301.8	311.1	1,463	50.1	149	0	No Failure
2,059	M16918	M	299.5	309.3	1,902	24	151	0	No Failure
5,205	L52384	L	303.7	312.7	1,989	22.4	166	0	No Failure
2,112	L49291	L	299.4	309	1,436	47.9	75	0	No Failure
3,521	L50700	L	301.9	311	1,669	32.2	191	0	No Failure
5,054	L52233	L	303.8	312.9	1,514	34.3	180	0	No Failure
4,533	H33946	H	302.5	310.4	1,422	41.9	156	0	No Failure
3,116	L50295	L	299.9	309.2	1,658	34.8	16	0	No Failure
5,043	L52222	L	304.1	313.2	1,569	35.8	146	0	No Failure
6,271	L53450	L	300.9	310.4	2,021	18.8	30	0	No Failure
864	L48043	L	296	306.7	1,416	44.2	46	0	No Failure
9,983	M24842	M	298.7	308.4	1,507	45.7	192	0	No Failure
6,332	H35745	H	300.5	310	1,495	47.4	184	0	No Failure
3,596	L50775	L	301.6	310.4	1,517	41.1	167	0	No Failure
8,951	L56130	L	297.4	308.2	1,419	50	52	0	No Failure
4,174	M19033	M	302.2	310.6	1,346	49.2	134	1	Heat Dissipation Failure
5,116	M19975	M	304.2	313.7	2,113	18.4	139	0	No Failure
9,347	M24206	M	298.2	308.8	1,626	40.4	20	0	No Failure
3,718	H33131	H	302.3	311.4	1,443	44.1	51	0	No Failure
2,609	L49788	L	299.5	309.3	1,409	44.7	46	0	No Failure

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