Datasets:

EddyGiusepe
/

Modified_dataset_for_predictive_maintenance

Dataset card Data Studio Files Files and versions Community

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
4,379	M19238	M	301.9	309.6	1,385	45.8	217	0	No Failure
8,290	L55469	L	298.9	310.6	1,406	43.8	12	0	No Failure
9,359	L56538	L	298.2	308.7	1,407	45.1	49	0	No Failure
9,405	L56584	L	297.7	308.2	2,007	19.3	181	0	No Failure
3,159	L50338	L	300.4	309.7	1,679	30.1	136	0	No Failure
346	L47525	L	297.5	308.3	1,585	32.9	32	0	No Failure
9,688	M24547	M	299.1	310.1	1,649	31.6	41	0	No Failure
8,072	L55251	L	300.5	312	1,646	29.5	106	0	No Failure
3,416	L50595	L	301.4	310.4	1,579	36.9	133	0	No Failure
1,949	L49128	L	298.1	308.1	1,410	45.8	71	0	No Failure
6,789	M21648	M	301.1	310.6	1,410	43.9	73	0	No Failure
5,625	M20484	M	302.8	312.2	1,469	36.9	143	0	No Failure
105	L47284	L	298.8	308.7	1,450	43.4	66	0	No Failure
6,957	M21816	M	300.8	311.2	1,434	39.1	82	0	No Failure
1,434	L48613	L	298.8	309.8	1,363	44	25	0	No Failure
6,707	L53886	L	301.4	310.6	1,381	46.1	70	0	No Failure
8,215	L55394	L	299.2	310.5	1,391	45.8	38	0	No Failure
4,901	L52080	L	303.6	312.4	1,388	41.9	221	0	No Failure
3,644	L50823	L	302.3	311.6	1,784	26.4	79	0	No Failure
6,112	M20971	M	300.7	310.8	1,486	41.2	71	0	No Failure
9,682	M24541	M	299.1	310.1	1,412	44.4	24	0	No Failure
9,844	L57023	L	298.3	309.2	1,383	52.1	26	0	No Failure
3,576	L50755	L	301.7	310.5	1,567	39.1	114	0	No Failure
4,092	M18951	M	302	310.4	1,595	32.9	135	0	No Failure
197	H29610	H	298.3	308.6	1,432	49.5	91	0	No Failure
3,213	L50392	L	300.3	309.2	1,649	32.4	50	0	No Failure
8,170	M23029	M	299.8	311.2	1,745	26.3	150	0	No Failure
1,685	L48864	L	297.8	307.3	1,438	44.5	3	0	No Failure
2,890	M17749	M	300.7	309.7	1,523	38.2	73	0	No Failure
4,105	L51284	L	302.1	310.5	1,389	49.6	169	0	No Failure
1,244	M16103	M	297.1	308.4	1,432	53.4	199	0	No Failure
6,791	M21650	M	301.1	310.7	2,219	16.7	79	0	No Failure
2,738	M17597	M	299.7	309.1	1,508	41.2	152	0	No Failure
6,825	L54004	L	300.9	310.7	1,740	25.3	164	0	No Failure
9,695	L56874	L	298.9	310	1,559	33.4	58	0	No Failure
4,116	H33529	H	302	310.6	1,346	54.7	196	0	No Failure
6,523	L53702	L	301.1	310.1	1,489	45.8	42	0	No Failure
9,270	L56449	L	298.2	308.8	1,354	60.9	32	0	No Failure
900	H30313	H	295.6	306.2	1,329	55.3	135	0	No Failure
5,591	M20450	M	302.5	311.9	1,340	59.4	60	0	No Failure
6,007	M20866	M	300.6	310.5	2,156	18	16	0	No Failure
4,038	M18897	M	302	310.8	1,609	35.2	4	0	No Failure
6,587	L53766	L	301.5	310.6	1,453	44	208	0	No Failure
8,148	L55327	L	299.5	310.8	1,447	41	93	0	No Failure
3,022	L50201	L	300.5	309.8	1,421	49.6	211	0	No Failure
256	L47435	L	298	308.2	1,489	40.4	11	0	No Failure
1,573	L48752	L	298.2	308.3	1,230	59.6	162	0	No Failure
5,073	L52252	L	304.1	313	1,408	45.3	28	0	No Failure
9,561	L56740	L	299.6	310.9	1,487	42.5	164	0	No Failure
994	M15853	M	296.1	307.1	1,485	36	169	0	No Failure
1,553	L48732	L	298.5	308.9	1,781	27.8	113	0	No Failure
5,872	L53051	L	301.5	311.1	1,469	49.5	107	0	No Failure
2,813	M17672	M	300	309.3	1,413	40.7	117	0	No Failure
2,195	M17054	M	299.6	308.9	1,568	35.3	77	0	No Failure
9,493	L56672	L	299.1	309.9	1,586	36.6	215	0	No Failure
3,493	H32906	H	301.9	311	1,336	63.6	111	0	No Failure
7,936	M22795	M	300.8	311.9	1,356	44.3	214	0	No Failure
3,275	L50454	L	301.3	310	1,665	31.4	0	0	No Failure
43	M14902	M	298.8	309.1	1,368	49.1	117	0	No Failure
1,412	L48591	L	298.9	310.1	1,944	23.4	192	0	No Failure
6,668	H36081	H	301.4	310.5	1,536	39.9	201	0	No Failure
845	L48024	L	296.5	307.5	1,566	35.1	206	0	No Failure
555	H29968	H	297.5	309.4	1,368	45.3	129	0	No Failure
8,517	L55696	L	298.3	309.6	1,527	30.9	189	0	No Failure
737	L47916	L	296.9	308.3	1,555	38.2	175	0	No Failure
6,500	L53679	L	300.9	310	1,671	26.8	199	0	No Failure
3,434	M18293	M	301.6	310.6	1,924	23.6	181	0	No Failure
3,801	M18660	M	302.1	310.9	1,916	23.1	51	0	No Failure
3,675	L50854	L	302.2	311.5	1,346	52.4	157	0	No Failure
8,609	L55788	L	297.4	308.4	1,369	50.6	220	1	Overstrain Failure
2,568	L49747	L	299.4	309.1	1,766	24.6	158	0	No Failure
2,605	M17464	M	299.3	309.1	1,385	45.6	34	0	No Failure
8,127	L55306	L	300.2	311.4	1,433	37.9	36	0	No Failure
3,830	H33243	H	302.3	310.9	1,366	48.4	130	1	Heat Dissipation Failure
2,339	L49518	L	299.3	308.3	1,651	28	6	0	No Failure
8,101	L55280	L	300.3	311.7	1,682	27.8	178	0	No Failure
1,088	H30501	H	296.9	307.8	1,549	35.8	206	1	Tool Wear Failure
6,189	L53368	L	301	310.9	1,450	45.9	35	0	No Failure
505	M15364	M	297.6	309.3	1,529	41.9	3	0	No Failure
6,855	L54034	L	301	311.2	1,511	42.9	26	0	No Failure
9,062	M23921	M	297.2	308.4	1,863	26	110	0	No Failure
7,360	M22219	M	299.4	310	1,512	43.2	47	0	No Failure
2,984	L50163	L	300.6	309.6	1,290	57.4	119	0	No Failure
8,520	L55699	L	298.3	309.6	1,420	44.1	197	0	No Failure
8,710	L55889	L	297.1	308.5	1,578	35.6	46	0	No Failure
3,781	L50960	L	302.4	311.1	1,446	42.9	5	0	No Failure
3,214	L50393	L	300.4	309.2	1,752	29	52	0	No Failure
2,299	L49478	L	299.3	308.6	1,482	37.6	132	0	No Failure
5,619	M20478	M	303	312.4	1,645	29.6	129	0	No Failure
7,687	M22546	M	300.7	311.7	1,504	36.9	229	0	No Failure
8,355	L55534	L	298.6	309.6	1,390	50.3	196	0	No Failure
757	L47936	L	296.8	308	1,584	40.4	227	0	No Failure
919	M15778	M	295.3	305.7	1,473	38.5	189	0	No Failure
3,880	M18739	M	302.6	311.7	1,430	51.7	32	0	No Failure
7,700	M22559	M	300.7	311.5	1,441	40.6	33	0	No Failure
8,583	M23442	M	297.5	308.1	1,334	72	151	1	Power Failure
5,102	M19961	M	304.1	313.4	1,518	42.4	105	0	No Failure
5,402	M20261	M	302.6	312.3	1,454	54.8	253	1	Tool Wear Failure
3,954	M18813	M	302.3	311.4	1,484	39.5	22	0	No Failure
7,044	M21903	M	300.7	310.6	2,006	19.1	102	0	No Failure

Subsets and Splits

No community queries yet

The top public SQL queries from the community will appear here once available.