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
5,765	L52944	L	301.7	311.2	1,589	37.9	75	0	No Failure
2,771	L49950	L	300	309.6	1,364	45.9	16	0	No Failure
5,861	L53040	L	301.3	310.9	1,566	33.1	82	0	No Failure
9,832	L57011	L	298.4	309.3	1,542	35.4	208	0	No Failure
7,710	L54889	L	300.5	311.4	1,445	41.5	66	0	No Failure
5,570	L52749	L	302.4	312	1,508	36.9	5	0	No Failure
3,661	L50840	L	302.3	311.6	1,398	49.1	119	0	No Failure
9,228	L56407	L	298	309.1	1,473	44.3	124	0	No Failure
8,042	H37455	H	300.8	311.9	1,431	48.5	25	0	No Failure
3,336	L50515	L	301.7	310.9	1,705	31.2	146	0	No Failure
8,023	L55202	L	300.9	312	1,441	43.8	210	0	No Failure
689	H30102	H	297.6	309	1,735	26.4	41	0	No Failure
641	M15500	M	297.9	309.6	1,515	38.8	124	0	No Failure
5,857	H35270	H	301.2	310.9	1,598	35.9	71	0	No Failure
3,477	L50656	L	301.8	310.6	1,522	43.8	70	0	No Failure
6,244	L53423	L	301	310.4	2,204	16.6	175	0	No Failure
7,652	M22511	M	300.4	311.5	1,476	32.6	144	0	No Failure
2,903	M17762	M	300.6	309.4	1,541	35.2	105	0	No Failure
8,647	L55826	L	297.5	308.6	1,497	43.9	91	0	No Failure
1,682	M16541	M	297.8	307.3	1,804	26	222	0	No Failure
4,668	H34081	H	303.3	311.4	1,651	30.6	50	0	No Failure
4,927	L52106	L	303.4	312.3	1,502	36	69	0	No Failure
766	L47945	L	296.9	308	1,332	53.9	7	0	No Failure
5,053	L52232	L	303.9	313	1,433	48.4	178	0	No Failure
6,359	M21218	M	300.2	309.8	1,466	45.7	41	0	No Failure
4,960	L52139	L	303.8	312.6	1,735	25.9	154	0	No Failure
8,892	M23751	M	297.7	308.9	1,681	28.3	116	0	No Failure
8,369	L55548	L	298.9	309.8	1,534	42.1	23	0	No Failure
5,637	L52816	L	302.6	312	1,447	45.5	173	0	No Failure
7,205	L54384	L	299.8	309.6	1,526	41.7	85	0	No Failure
6,799	L53978	L	301.2	310.7	1,676	32.4	98	0	No Failure
3,742	L50921	L	302.4	311.3	1,503	38.2	120	0	No Failure
1,692	L48871	L	297.9	307.5	1,602	38.3	21	0	No Failure
1,446	L48625	L	299	310.1	1,618	29.2	62	0	No Failure
6,833	M21692	M	301.1	311.1	1,384	42.5	185	0	No Failure
3,532	M18391	M	301.9	310.9	1,641	33.2	3	0	No Failure
746	L47925	L	296.7	308	1,451	50.7	197	0	No Failure
4,482	M19341	M	302.6	310.4	1,544	35.1	25	0	No Failure
8,466	M23325	M	298.7	309.8	1,475	40.5	59	0	No Failure
1,199	H30612	H	296.9	307.9	1,557	36.5	63	0	No Failure
3,955	M18814	M	302.3	311.4	1,909	23.2	25	0	No Failure
1,418	L48597	L	298.7	309.9	1,541	38.5	208	0	No Failure
5,206	L52385	L	303.7	312.7	1,468	43.3	168	0	No Failure
8,036	L55215	L	300.7	311.7	1,910	19.7	13	0	No Failure
9,583	M24442	M	299.3	310.5	1,404	47.5	12	0	No Failure
4,151	L51330	L	301.9	310.4	1,610	34.8	71	0	No Failure
6,396	M21255	M	300.1	309.6	1,376	52.1	147	0	No Failure
785	L47964	L	296.7	307.9	1,743	27.9	55	0	No Failure
2,254	L49433	L	299.2	308.4	1,386	54.1	26	0	No Failure
3,186	L50365	L	300.1	309.3	1,685	27.1	203	0	No Failure
3,063	L50242	L	299.9	309	1,553	40	88	0	No Failure
250	L47429	L	298	308.3	1,405	56.2	218	1	Overstrain Failure
3,616	M18475	M	301.8	311.1	1,647	31.6	6	0	No Failure
6,128	L53307	L	300.9	310.9	1,228	66.4	109	0	No Failure
3,442	L50621	L	301.4	310.4	1,559	39.4	199	0	No Failure
7,422	M22281	M	300.1	311.4	1,342	48.5	203	0	No Failure
4,000	L51179	L	302	311	1,420	45.9	144	0	No Failure
6,537	L53716	L	301.3	310.5	1,406	47.1	83	0	No Failure
6,634	M21493	M	301.5	310.5	1,737	29.3	114	0	No Failure
1,336	L48515	L	299	310.4	1,371	53.8	228	1	Overstrain Failure
7,978	L55157	L	301.2	312.4	1,378	59	95	0	No Failure
2,924	M17783	M	300.7	309.7	1,397	51.3	155	0	No Failure
5,276	L52455	L	303.7	313.1	1,423	41.2	124	0	No Failure
8,507	L55686	L	298.4	309.6	1,710	27.3	163	1	No Failure
1,142	L48321	L	297	307.9	1,635	31.6	147	0	No Failure
7,308	M22167	M	300	310.4	1,385	52.1	128	0	No Failure
9,537	L56716	L	299.3	310.5	1,818	26	102	0	No Failure
7,909	L55088	L	300.7	312.3	1,715	26.8	146	0	No Failure
9,296	M24155	M	298.2	309	1,413	47.9	97	0	No Failure
4,959	L52138	L	303.8	312.5	1,523	47	152	0	No Failure
2,620	L49799	L	299.4	309.2	1,569	40.8	73	0	No Failure
9,123	L56302	L	297.4	308.4	1,580	41.2	66	0	No Failure
8,629	L55808	L	297.5	308.4	1,747	31	45	0	No Failure
7,668	L54847	L	300.6	311.7	1,528	43.9	185	0	No Failure
7,584	L54763	L	300.3	311.1	1,480	46.6	185	0	No Failure
7,378	L54557	L	299.5	310	1,349	52.7	92	0	No Failure
2,184	M17043	M	299.6	309.3	1,577	39.8	48	0	No Failure
1,469	M16328	M	298.6	309.8	1,419	44.9	115	0	No Failure
6,574	M21433	M	301.4	310.6	1,855	25.3	178	0	No Failure
3,435	M18294	M	301.5	310.5	1,412	44.1	184	0	No Failure
83	L47262	L	298.9	308.9	1,453	40.8	11	0	No Failure
3,001	H32414	H	300.5	309.8	1,324	72.8	159	1	Power Failure
491	L47670	L	297.4	309.2	1,459	37.9	191	0	No Failure
1,831	L49010	L	297.8	307.3	1,859	24	178	0	No Failure
2,958	L50137	L	300.8	309.6	1,498	45.8	47	0	No Failure
4,019	M18878	M	302	310.8	1,783	23.1	190	0	No Failure
7,997	M22856	M	301	312.2	1,499	41.5	140	0	No Failure
5,552	H34965	H	302.4	311.9	1,366	47.3	162	0	No Failure
8,906	L56085	L	297.3	308.6	1,385	55.2	156	0	No Failure
6,858	L54037	L	301.1	311.3	1,622	35.6	34	0	No Failure
6,198	L53377	L	300.9	310.8	1,493	45.8	57	0	No Failure
86	M14945	M	299	309	1,804	26.8	17	0	No Failure
5,578	L52757	L	302.4	312.1	1,455	40.4	28	0	No Failure
2,893	L50072	L	300.7	309.6	1,329	54.3	80	0	No Failure
8,796	L55975	L	297.3	308.4	1,459	39.4	59	0	No Failure
7,473	M22332	M	300.3	311.6	1,617	32.5	115	0	No Failure
6,993	L54172	L	300.7	311	1,596	36.9	174	0	No Failure
5,405	H34818	H	302.8	312.5	1,422	46.1	4	0	No Failure
7,271	L54450	L	300.2	310.4	1,808	25.8	35	0	No Failure
2,126	L49305	L	299.3	308.9	1,258	69.4	119	1	Power Failure

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