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
6,020	L53199	L	300.7	310.8	1,519	43.9	55	0	No Failure
1,164	L48343	L	296.9	307.9	1,367	47.1	204	0	No Failure
317	L47496	L	297.8	308.4	1,714	33.2	177	0	No Failure
6,433	M21292	M	300.3	309.9	1,447	46.5	28	0	No Failure
7,540	L54719	L	300.2	311.3	1,487	36.9	71	0	No Failure
2,115	H31528	H	299.4	309.1	1,373	44.1	81	0	No Failure
6,831	M21690	M	301	310.9	1,359	53.4	180	0	No Failure
9,349	L56528	L	298.2	308.7	1,436	49.1	26	0	No Failure
5,123	H34536	H	304.2	313.5	1,684	29.8	156	0	No Failure
4,240	L51419	L	302.3	311	1,446	37.6	75	0	No Failure
5,310	M20169	M	303.9	313.2	1,422	48	215	1	Tool Wear Failure
1,471	L48650	L	298.5	309.7	1,437	42.6	120	0	No Failure
688	M15547	M	297.7	309	1,531	42.4	38	0	No Failure
3,086	L50265	L	300.1	309.2	1,441	42.9	148	0	No Failure
9,182	L56361	L	297.9	309.1	1,521	36.1	15	0	No Failure
1,574	L48753	L	298.2	308.2	1,466	42.4	164	0	No Failure
6,834	L54013	L	301.1	311.1	1,387	53.1	188	0	No Failure
4,892	M19751	M	303.7	312.3	1,756	26.4	190	0	No Failure
3,194	L50373	L	300	309.1	1,401	44.5	0	0	No Failure
5,294	M20153	M	303.9	313.4	1,464	49.1	171	0	No Failure
9,095	M23954	M	297.3	308.1	1,370	58.8	199	0	No Failure
7,206	L54385	L	299.8	309.7	1,483	39.6	87	0	No Failure
3,966	L51145	L	302.3	311.5	1,507	37.5	55	0	No Failure
114	M14973	M	298.8	308.6	1,486	41.9	92	0	No Failure
1,490	M16349	M	298.2	309	1,723	26.6	168	0	No Failure
5,836	L53015	L	301.3	311.2	1,668	30.1	18	0	No Failure
7,184	L54363	L	300.2	310.3	1,445	50.9	34	0	No Failure
5,352	M20211	M	303.5	312.9	1,530	34.5	110	0	No Failure
831	L48010	L	296.6	307.4	1,631	35	168	0	No Failure
2,477	H31890	H	298.9	308.4	1,449	42.4	149	0	No Failure
527	L47706	L	297.6	309.5	1,373	50.6	55	0	No Failure
5,072	H34485	H	304.2	313	1,442	40.9	23	0	No Failure
7,650	H37063	H	300.4	311.5	1,662	29	137	0	No Failure
4,945	M19804	M	303.6	312.7	1,765	27.5	115	0	No Failure
6,938	H36351	H	300.6	311.1	1,452	40.2	28	0	No Failure
1,677	H31090	H	297.9	307.6	1,418	43	207	0	No Failure
1,376	M16235	M	298.8	310.3	1,528	37.1	99	0	No Failure
3,301	H32714	H	301.3	310.4	1,538	38.4	65	0	No Failure
3,325	L50504	L	301.5	310.6	1,578	34.1	120	0	No Failure
2,185	L49364	L	299.8	309.4	1,475	43.4	51	0	No Failure
1,211	L48390	L	297	308.1	1,537	39	103	0	No Failure
2,354	L49533	L	299.2	308.4	1,841	22.8	40	0	No Failure
7,902	L55081	L	300.8	312.4	1,365	44.5	129	0	No Failure
9,171	L56350	L	297.7	308.7	1,474	46.8	188	0	No Failure
8,345	L55524	L	298.8	309.7	1,609	40.4	169	0	No Failure
5,914	H35327	H	300.7	310.2	1,479	52.3	9	0	No Failure
3,202	L50381	L	300.2	309.1	1,479	47	22	0	No Failure
694	L47873	L	297.7	309.1	1,477	38.3	60	0	No Failure
9,723	H39136	H	298.8	309.8	1,911	21.6	126	0	No Failure
5,262	L52441	L	303.4	312.8	1,513	35.8	92	0	No Failure
665	L47844	L	297.5	308.9	1,390	47.4	187	0	No Failure
7,766	H37179	H	300.3	311.6	1,427	56.2	8	0	No Failure
3,226	L50405	L	300.6	309.4	1,474	40.7	87	0	No Failure
6,629	L53808	L	301.6	310.5	1,593	34.5	102	0	No Failure
2,851	L50030	L	300.4	309.3	1,671	35	209	0	No Failure
2,251	M17110	M	299.2	308.4	1,396	48.7	13	0	No Failure
4,299	M19158	M	301.8	310.2	1,437	42.3	0	0	No Failure
5,348	L52527	L	303.3	312.7	1,262	63.8	100	0	No Failure
1,049	L48228	L	296.5	307.6	1,607	33.5	104	0	No Failure
6,659	L53838	L	301.4	310.4	1,430	50.9	178	0	No Failure
1,602	L48781	L	297.8	307.8	1,597	38.2	11	0	No Failure
9,186	L56365	L	297.9	309.1	1,442	50.3	24	0	No Failure
7,339	L54518	L	299.8	310.5	1,496	38.8	215	0	No Failure
4,018	L51197	L	302	310.8	1,902	23.4	188	0	No Failure
8,332	M23191	M	298.8	309.7	1,392	48.7	133	0	No Failure
3,957	M18816	M	302.3	311.4	1,500	40.2	30	0	No Failure
9,378	H38791	H	297.7	308.3	1,488	41	101	0	No Failure
672	L47851	L	297.5	308.9	1,554	34.8	204	0	No Failure
2,345	M17204	M	299.2	308.3	1,755	26.4	19	0	No Failure
3,146	M18005	M	300.5	310	1,415	43.5	98	0	No Failure
764	L47943	L	296.7	307.8	1,400	47.5	3	0	No Failure
3,612	L50791	L	301.7	310.9	1,405	46.4	207	1	Tool Wear Failure
3,353	L50532	L	301.4	310.8	1,610	34.6	187	0	No Failure
5,813	L52992	L	301.4	311.1	1,495	36.3	193	0	No Failure
8,580	M23439	M	297.4	308.1	1,620	31.2	143	0	No Failure
2,538	H31951	H	298.9	308.7	1,353	48.1	79	0	No Failure
7,208	M22067	M	299.7	309.6	1,540	34.4	91	0	No Failure
3,049	L50228	L	300.2	309.3	1,532	43.2	53	0	No Failure
8,565	M23424	M	298	308.7	1,614	30.7	106	0	No Failure
302	L47481	L	297.7	308.4	1,740	27.1	136	0	No Failure
2,411	L49590	L	299.1	308.5	1,689	32.1	192	0	No Failure
6,089	L53268	L	300.9	310.8	1,476	39	10	0	No Failure
3,055	H32468	H	300.2	309.3	1,342	48.7	68	0	No Failure
9,992	M24851	M	298.9	308.4	1,827	26.1	5	0	No Failure
2,812	L49991	L	299.9	309.2	1,761	25.6	115	0	No Failure
9,828	M24687	M	298.3	309.3	1,376	57	198	0	No Failure
1,112	H30525	H	296.5	307.4	1,432	49.2	64	0	No Failure
3,094	L50273	L	300	309.3	1,397	51.2	173	0	No Failure
4,150	L51329	L	301.9	310.4	1,603	37.6	69	0	No Failure
1,237	H30650	H	297.1	308.4	1,359	46.6	176	0	No Failure
9,781	M24640	M	298.8	309.8	1,477	46.7	59	0	No Failure
7,437	L54616	L	300	311.4	1,487	41.2	22	0	No Failure
3,057	L50236	L	300.2	309.2	1,667	29.9	75	0	No Failure
6,982	H36395	H	300.8	311.2	1,612	32.5	143	0	No Failure
8,239	L55418	L	299.1	310.4	1,519	45.3	92	0	No Failure
5,319	L52498	L	303.5	312.6	1,496	39	21	0	No Failure
5,586	M20445	M	302.5	312	1,642	29.1	46	0	No Failure
6,337	L53516	L	300.4	309.8	1,395	48.1	201	0	No Failure
1,031	L48210	L	296.3	307.4	1,760	28.4	56	0	No Failure
3,216	M18075	M	300.5	309.4	2,179	16.3	59	0	No Failure

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