Datasets:

mascalmeida
/

industrial_machine_predictive_maintenance_classification

UDI int64	Product ID string	Type string	Air temperature [K] float64	Process temperature [K] float64	Rotational speed [rpm] int64	Torque [Nm] float64	Tool wear [min] int64	Machine failure int64	TWF int64	PWF int64	OSF int64
1	M14860	M	298.1	308.6	1,551	42.8	0	0	0	0	0
2	L47181	L	298.2	308.7	1,408	46.3	3	0	0	0	0
3	L47182	L	298.1	308.5	1,498	49.4	5	0	0	0	0
4	L47183	L	298.2	308.6	1,433	39.5	7	0	0	0	0
5	L47184	L	298.2	308.7	1,408	40	9	0	0	0	0
6	M14865	M	298.1	308.6	1,425	41.9	11	0	0	0	0
7	L47186	L	298.1	308.6	1,558	42.4	14	0	0	0	0
8	L47187	L	298.1	308.6	1,527	40.2	16	0	0	0	0
9	M14868	M	298.3	308.7	1,667	28.6	18	0	0	0	0
10	M14869	M	298.5	309	1,741	28	21	0	0	0	0
11	H29424	H	298.4	308.9	1,782	23.9	24	0	0	0	0
12	H29425	H	298.6	309.1	1,423	44.3	29	0	0	0	0
13	M14872	M	298.6	309.1	1,339	51.1	34	0	0	0	0
14	M14873	M	298.6	309.2	1,742	30	37	0	0	0	0
15	L47194	L	298.6	309.2	2,035	19.6	40	0	0	0	0
16	L47195	L	298.6	309.2	1,542	48.4	42	0	0	0	0
17	M14876	M	298.6	309.2	1,311	46.6	44	0	0	0	0
18	M14877	M	298.7	309.2	1,410	45.6	47	0	0	0	0
19	H29432	H	298.8	309.2	1,306	54.5	50	0	0	0	0
20	M14879	M	298.9	309.3	1,632	32.5	55	0	0	0	0
21	H29434	H	298.9	309.3	1,375	42.7	58	0	0	0	0
22	L47201	L	298.8	309.3	1,450	44.8	63	0	0	0	0
23	M14882	M	298.9	309.3	1,581	30.7	65	0	0	0	0
24	L47203	L	299	309.4	1,758	25.7	68	0	0	0	0
25	M14884	M	299	309.4	1,561	37.3	70	0	0	0	0
26	L47205	L	299	309.5	1,861	23.3	73	0	0	0	0
27	L47206	L	299.1	309.5	1,512	39	75	0	0	0	0
28	H29441	H	299.1	309.4	1,811	24.6	77	0	0	0	0
29	L47208	L	299.1	309.4	1,439	44.2	82	0	0	0	0
30	L47209	L	299	309.4	1,693	30.1	84	0	0	0	0
31	M14890	M	299.1	309.5	1,339	48.2	86	0	0	0	0
32	L47211	L	299	309.4	1,798	25.5	89	0	0	0	0
33	L47212	L	299	309.4	1,419	48.3	91	0	0	0	0
34	L47213	L	298.9	309.3	1,665	32.5	93	0	0	0	0
35	M14894	M	298.8	309.1	1,559	34.7	95	0	0	0	0
36	M14895	M	298.8	309.2	1,452	48.6	98	0	0	0	0
37	M14896	M	298.9	309.2	1,581	36.7	101	0	0	0	0
38	L47217	L	298.8	309.1	1,439	39.2	104	0	0	0	0
39	H29452	H	298.9	309.2	1,379	50.7	106	0	0	0	0
40	L47219	L	298.8	309.1	1,350	52.5	111	0	0	0	0
41	L47220	L	298.8	309.1	1,362	45.4	113	0	0	0	0
42	L47221	L	298.8	309.1	1,368	50.8	115	0	0	0	0
43	M14902	M	298.8	309.1	1,368	49.1	117	0	0	0	0
44	H29457	H	298.8	309.2	1,372	48.5	120	0	0	0	0
45	M14904	M	298.8	309.1	1,472	47.5	125	0	0	0	0
46	L47225	L	298.8	309.1	1,489	49.1	128	0	0	0	0
47	M14906	M	298.7	309	1,843	25.8	130	0	0	0	0
48	L47227	L	298.8	309.1	1,418	46.3	133	0	0	0	0
49	H29462	H	298.8	309.2	1,425	53.9	135	0	0	0	0
50	M14909	M	298.9	309.2	1,412	44.1	140	0	0	0	0
51	L47230	L	298.9	309.1	2,861	4.6	143	1	0	1	0
52	L47231	L	298.9	309.1	1,383	54.9	145	0	0	0	0
53	H29466	H	298.8	309	1,497	43.8	147	0	0	0	0
54	L47233	L	298.7	309	1,565	35.1	152	0	0	0	0
55	L47234	L	298.7	309	1,691	30.1	154	0	0	0	0
56	L47235	L	298.8	309.1	1,512	40.7	156	0	0	0	0
57	L47236	L	298.8	309.1	1,477	42.4	158	0	0	0	0
58	L47237	L	298.8	309.1	1,513	40.3	160	0	0	0	0
59	M14918	M	298.8	309	1,661	29.5	162	0	0	0	0
60	L47239	L	298.8	309.1	1,378	54.4	165	0	0	0	0
61	L47240	L	298.8	309.1	1,393	52.6	167	0	0	0	0
62	M14921	M	298.8	309	1,592	38.2	169	0	0	0	0
63	L47242	L	298.8	309	1,829	22.9	172	0	0	0	0
64	M14923	M	298.9	309	1,812	25.9	174	0	0	0	0
65	L47244	L	299	309.1	1,523	38.6	177	0	0	0	0
66	L47245	L	299	309.1	1,394	45.1	179	0	0	0	0
67	M14926	M	298.9	308.9	1,679	28.7	181	0	0	0	0
68	H29481	H	298.8	308.9	1,466	44.1	184	0	0	0	0
69	L47248	L	298.8	308.9	1,527	32.4	189	0	0	0	0
70	L47249	L	298.9	309	1,410	65.7	191	1	0	1	1
71	M14930	M	298.9	309	1,924	22.6	193	0	0	0	0
72	L47251	L	298.9	309.1	1,452	45.5	196	0	0	0	0
73	L47252	L	298.9	309.1	1,369	44.4	198	0	0	0	0
74	L47253	L	299	309.1	1,592	35	200	0	0	0	0
75	L47254	L	298.9	309	1,601	32.3	202	0	0	0	0
76	L47255	L	298.8	308.9	1,379	46.7	204	0	0	0	0
77	L47256	L	298.8	308.9	1,461	47.9	206	0	0	0	0
78	L47257	L	298.8	308.9	1,455	41.3	208	1	1	0	0
79	L47258	L	298.8	308.9	1,398	51.5	0	0	0	0	0
80	L47259	L	298.8	308.9	1,402	37.9	2	0	0	0	0
81	H29494	H	298.8	308.8	1,445	49.9	4	0	0	0	0
82	L47261	L	298.9	308.9	1,450	47.5	9	0	0	0	0
83	L47262	L	298.9	308.9	1,453	40.8	11	0	0	0	0
84	L47263	L	299	309	1,469	40.1	13	0	0	0	0
85	L47264	L	298.9	308.9	1,422	47.6	15	0	0	0	0
86	M14945	M	299	309	1,804	26.8	17	0	0	0	0
87	H29500	H	299	309	1,436	43.9	20	0	0	0	0
88	L47267	L	299	309	1,544	31.8	25	0	0	0	0
89	M14948	M	299	309	1,419	45.2	27	0	0	0	0
90	M14949	M	298.9	308.9	1,487	39.5	30	0	0	0	0
91	L47270	L	298.9	308.9	1,753	25.8	33	0	0	0	0
92	L47271	L	298.9	308.9	1,830	24.9	35	0	0	0	0
93	M14952	M	298.9	308.9	1,727	27.1	37	0	0	0	0
94	L47273	L	299.1	309	1,450	43	40	0	0	0	0
95	L47274	L	299	308.9	1,622	31.9	42	0	0	0	0
96	M14955	M	299	309	1,351	52.2	44	0	0	0	0
97	M14956	M	299	309	1,575	35.3	47	0	0	0	0
98	M14957	M	298.9	308.9	1,750	29.9	50	0	0	0	0
99	L47278	L	298.9	308.8	1,529	32.7	53	0	0	0	0
100	L47279	L	298.8	308.8	1,523	44.4	55	0	0	0	0

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Number of rows:

10,000