Datasets:

EddyGiusepe
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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
6,989	L54168	L	300.7	311.1	1,478	46.8	165	0	No Failure
5,094	M19953	M	304	313.3	1,415	52.8	82	0	No Failure
1,424	L48603	L	298.7	309.8	1,539	33.4	2	0	No Failure
4,597	L51776	L	303	311.2	1,361	47.6	106	1	Heat Dissipation Failure
2,464	L49643	L	298.9	308.5	1,580	39.1	119	0	No Failure
8,205	L55384	L	299.4	310.9	1,751	27.8	10	0	No Failure
1,054	M15913	M	296.7	307.7	1,597	32.1	114	0	No Failure
9,598	L56777	L	298.9	310.1	1,510	38	52	0	No Failure
8,945	L56124	L	297.3	308.3	1,471	38.2	37	0	No Failure
574	L47753	L	297.9	309.9	1,472	45	183	0	No Failure
1,246	M16105	M	297.1	308.4	1,588	33.4	204	0	No Failure
3,771	L50950	L	302.3	311	1,609	31	190	0	No Failure
9,963	L57142	L	298.2	307.9	1,429	49.4	141	0	No Failure
3,997	M18856	M	302.3	311.3	1,625	33.1	137	0	No Failure
343	L47522	L	297.4	308.2	1,471	46.5	25	0	No Failure
2,282	L49461	L	299.3	308.7	1,536	38.9	94	0	No Failure
6,769	H36182	H	301.3	310.8	1,434	39.5	18	0	No Failure
2,145	L49324	L	299.4	308.9	1,451	40.5	168	0	No Failure
817	L47996	L	296.8	307.6	1,434	48.3	138	0	No Failure
1,200	M16059	M	296.9	307.9	1,979	20.4	68	0	No Failure
4,353	L51532	L	301.9	309.7	1,424	42.8	140	0	No Failure
2,690	L49869	L	300	309.5	1,641	30.1	35	0	No Failure
4,251	L51430	L	302.6	311	1,660	38	99	0	No Failure
4,994	L52173	L	303.8	312.9	1,819	23.7	16	0	No Failure
9,377	H38790	H	297.7	308.4	1,738	27.7	96	0	No Failure
2,390	L49569	L	299.2	308.5	1,867	27	138	0	No Failure
7,974	L55153	L	301.1	312.3	1,682	29.7	83	0	No Failure
7,812	M22671	M	300	311.4	1,466	39	125	0	No Failure
8,928	M23787	M	297.4	308.4	1,789	25	210	0	No Failure
3,599	L50778	L	301.7	310.5	1,399	53.2	174	0	No Failure
4,021	L51200	L	302.1	311	1,351	49.5	196	0	No Failure
657	M15516	M	297.7	309.1	1,732	28.1	167	0	No Failure
9,005	M23864	M	297.1	307.8	1,538	34.3	181	0	No Failure
7,118	L54297	L	300.9	310.5	1,570	40.1	79	0	No Failure
2,481	L49660	L	299	308.6	1,734	32.4	161	0	No Failure
7,933	L55112	L	300.7	311.8	1,478	41.9	207	0	No Failure
10,000	M24859	M	299	308.7	1,500	40.2	30	0	No Failure
8,087	L55266	L	300.2	311.4	1,463	37.5	145	0	No Failure
4,173	L51352	L	302.2	310.6	1,386	50	132	0	No Failure
3,315	L50494	L	301.4	310.5	1,489	43.5	98	0	No Failure
3,225	M18084	M	300.6	309.5	1,557	33.8	84	0	No Failure
4,845	M19704	M	303.4	311.8	1,316	50.9	69	1	Heat Dissipation Failure
7,496	L54675	L	300.3	311.9	1,609	34	177	0	No Failure
5,767	M20626	M	301.7	311.2	1,413	42.6	79	0	No Failure
1,236	H30649	H	297.1	308.4	1,654	31.4	171	0	No Failure
1,680	L48859	L	298	307.5	1,792	27.9	217	0	No Failure
4,231	L51410	L	302.2	310.8	1,673	32.9	52	0	No Failure
9,679	M24538	M	299.1	310.2	1,711	28.1	17	0	No Failure
293	L47472	L	298.1	308.4	1,335	40.2	109	0	No Failure
7,581	L54760	L	300.4	311.3	1,495	51.2	175	0	No Failure
4,434	H33847	H	302.4	310.2	1,435	44.9	127	0	No Failure
1,136	L48315	L	296.9	307.9	1,535	39.2	133	0	No Failure
3,283	L50462	L	301.2	309.9	1,515	40.9	21	0	No Failure
8,787	L55966	L	297.5	308.5	1,306	50.7	38	0	No Failure
8,050	H37463	H	300.6	311.9	1,604	30.5	45	0	No Failure
3,488	M18347	M	301.8	310.8	1,508	38.8	96	0	No Failure
1,364	L48543	L	298.7	310.1	1,433	54.6	66	0	No Failure
6,819	M21678	M	301	310.7	1,657	29.9	148	0	No Failure
9,272	L56451	L	298.2	308.7	1,991	20.5	36	0	No Failure
426	M15285	M	297.3	308.4	1,665	28.9	17	0	No Failure
6,943	M21802	M	300.8	311.4	1,732	26.9	45	0	No Failure
3,109	L50288	L	299.8	309.2	1,504	38.7	212	0	No Failure
3,625	M18484	M	302	311.4	1,587	35.9	30	0	No Failure
9,856	L57035	L	298.7	309.6	1,516	38.5	61	0	No Failure
7,884	H37297	H	300.7	312.3	1,446	45.4	86	0	No Failure
4,204	M19063	M	302.3	310.9	1,558	31.9	207	0	No Failure
950	L48129	L	295.6	306.3	1,636	32.7	56	0	No Failure
8,257	H37670	H	299	310.5	1,336	56.8	136	0	No Failure
3,401	H32814	H	301.4	310.7	1,536	44.4	96	0	No Failure
8,344	H37757	H	298.8	309.8	1,437	48.2	164	0	No Failure
9,340	L56519	L	298.5	309	1,458	44.8	217	0	No Failure
5,497	M20356	M	302.9	312.5	1,924	24	17	0	No Failure
3,425	L50604	L	301.5	310.5	1,593	32.9	155	0	No Failure
2,046	M16905	M	299.3	309.1	1,703	31.3	120	0	No Failure
8,878	M23737	M	298.1	309.2	1,460	45.8	80	0	No Failure
8,197	L55376	L	299.4	310.8	1,622	33.6	217	0	No Failure
4,603	M19462	M	303	311	1,409	41.7	120	0	No Failure
5,010	L52189	L	303.7	312.8	1,523	40.7	59	0	No Failure
8,514	M23373	M	298.2	309.5	1,478	36.5	182	0	No Failure
2,619	M17478	M	299.4	309.1	1,461	48.6	70	0	No Failure
4,997	M19856	M	303.6	312.8	1,400	43.2	23	0	No Failure
1,558	L48737	L	298.3	308.4	1,585	30.6	127	0	No Failure
1,065	M15924	M	296.8	307.9	1,409	44.3	145	0	No Failure
4,183	L51362	L	302.4	310.7	1,362	54.8	155	1	Heat Dissipation Failure
9,483	H38896	H	298.8	309.6	1,309	57.4	185	0	No Failure
5,839	M20698	M	301.4	311.2	1,476	36.5	25	0	No Failure
5,503	L52682	L	302.6	312.1	1,439	52.3	35	0	No Failure
6,961	L54140	L	300.7	311	1,413	52	91	0	random failures
865	M15724	M	296	306.7	2,044	22.3	48	0	No Failure
9,059	M23918	M	297.2	308.3	1,326	57.2	100	0	No Failure
3,141	H32554	H	300.4	309.9	2,563	12.8	81	1	Power Failure
534	L47713	L	297.5	309.3	1,675	29.8	72	0	No Failure
4,385	L51564	L	301.8	309.6	1,443	42.7	231	0	No Failure
1,707	L48886	L	298.2	307.8	1,521	42.9	60	0	No Failure
1,778	H31191	H	298.6	308.2	1,555	36.8	36	0	No Failure
4,787	L51966	L	303.8	312.6	1,577	41.3	134	0	No Failure
7,880	M22739	M	300.8	312.3	1,535	40.3	71	0	No Failure
9,201	M24060	M	297.9	308.8	1,602	32.1	59	0	No Failure
3,534	L50713	L	302	311	1,563	36.2	8	0	No Failure
8,982	L56161	L	297	307.7	1,502	39.4	126	0	No Failure

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