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
5,756	L52935	L	302.1	311.4	1,391	49.2	52	0	No Failure
2,275	L49454	L	299.3	308.6	1,520	33.7	76	0	No Failure
4,195	L51374	L	302.4	311	1,423	46.2	186	0	No Failure
7,229	H36642	H	299.8	309.7	1,368	47.4	148	0	No Failure
1,119	L48298	L	296.5	307.5	1,443	41.8	87	0	No Failure
3,396	L50575	L	301.4	310.5	1,647	33.3	85	0	No Failure
3,638	M18497	M	302.2	311.4	1,626	31.6	62	0	No Failure
6,170	L53349	L	300.7	310.5	1,448	38.2	218	0	No Failure
8,256	L55435	L	299	310.4	1,606	31.1	134	0	No Failure
9,471	H38884	H	298.6	309.4	1,439	47.1	149	0	No Failure
5,657	M20516	M	302.3	311.5	1,316	47.2	4	0	No Failure
9,747	L56926	L	298.8	310	1,403	45.6	185	0	No Failure
1,362	M16221	M	298.6	310.1	1,458	41.9	61	0	No Failure
3,173	M18032	M	300.3	309.6	1,488	41.3	172	0	No Failure
3,520	M18379	M	301.9	310.9	1,569	32.5	188	0	No Failure
6,863	M21722	M	301.1	311.2	1,384	49.4	48	0	No Failure
6,356	L53535	L	300.1	309.7	1,481	37.9	34	0	No Failure
9,579	L56758	L	299.4	310.7	1,551	41.2	3	0	No Failure
2,053	L49232	L	299.5	309.3	1,477	40.4	138	0	No Failure
2,600	M17459	M	299.2	308.9	1,447	39.6	22	0	No Failure
1,767	M16626	M	298.3	307.7	1,717	27.1	7	0	No Failure
1,483	M16342	M	298.1	309.1	1,448	52.5	150	0	No Failure
3,047	M17906	M	300.2	309.4	1,501	40	48	0	No Failure
5,305	L52484	L	303.9	313.1	1,425	49.3	199	0	No Failure
9,111	M23970	M	297.6	308.6	1,389	49	34	0	No Failure
3,258	L50437	L	301.2	309.9	1,984	19.7	169	0	No Failure
8,235	L55414	L	299.2	310.6	1,534	39.7	83	0	No Failure
5,275	L52454	L	303.6	313	1,617	30.9	122	0	No Failure
2,100	L49279	L	299.4	309.3	1,596	31.8	40	0	No Failure
5,315	L52494	L	303.6	312.8	1,701	30.8	12	0	No Failure
6,697	L53876	L	301.7	310.9	1,636	31.3	42	0	No Failure
1,280	M16139	M	298.3	309.6	1,531	40.1	81	0	No Failure
2,998	L50177	L	300.5	309.8	1,345	62.7	153	0	No Failure
2,384	L49563	L	299.1	308.2	1,568	33.3	123	0	No Failure
8,846	M23705	M	297.4	308.9	1,348	59.1	201	0	No Failure
9,278	L56457	L	298.2	308.7	1,447	48.4	51	0	No Failure
4,072	L51251	L	301.9	310.6	1,331	68.6	85	1	Power Failure
5,055	L52234	L	303.8	312.9	1,619	35.7	182	0	No Failure
2,209	H31622	H	299.8	309.2	1,435	42.6	111	0	No Failure
935	M15794	M	295.5	306	1,326	50.8	18	0	No Failure
6,560	H35973	H	301.5	310.6	1,512	39	143	0	No Failure
2,830	L50009	L	300.3	309.3	1,612	36	158	0	No Failure
9,185	L56364	L	298	309.2	1,665	36.6	22	0	No Failure
9,390	L56569	L	297.6	308	1,258	57.4	139	0	No Failure
7,800	L54979	L	300	311.4	1,374	41.9	96	0	No Failure
4,428	M19287	M	302.4	310.1	1,379	48.9	107	1	Heat Dissipation Failure
4,312	M19171	M	301.5	310.1	1,468	40.8	32	0	No Failure
9,067	L56246	L	297.2	308.3	1,656	30.3	124	0	No Failure
629	M15488	M	298.4	310.1	1,335	57.8	96	0	No Failure
7,389	M22248	M	299.8	310.6	1,694	31.3	121	0	No Failure
50	M14909	M	298.9	309.2	1,412	44.1	140	0	No Failure
9,564	M24423	M	299.8	311.1	1,763	25.5	171	0	No Failure
3,085	H32498	H	300.1	309.4	1,329	55.2	143	0	No Failure
3,748	L50927	L	302.5	311.1	1,499	38.8	135	0	No Failure
653	L47832	L	297.7	309.2	1,391	44.5	159	0	No Failure
8,474	M23333	M	298.6	309.8	1,430	43.1	80	0	No Failure
3,381	L50560	L	301.4	310.7	1,590	36.3	43	0	No Failure
4,437	M19296	M	302.4	310.1	1,577	35.8	136	0	No Failure
1,859	M16718	M	297.8	307.4	1,488	36.1	57	0	No Failure
9,716	L56895	L	299.1	310.1	1,373	55.6	108	0	No Failure
805	M15664	M	296.9	307.8	1,544	37.6	109	0	No Failure
982	L48161	L	296.2	306.8	1,655	31.1	136	0	No Failure
5,358	L52537	L	303.3	312.5	1,968	20.6	130	0	No Failure
9,311	L56490	L	298.4	309.3	1,549	40.8	139	0	No Failure
8,407	M23266	M	298.4	309.5	1,344	45.3	122	0	No Failure
5,728	M20587	M	302.3	311.8	1,559	34.4	191	0	No Failure
6,808	L53987	L	301	310.8	1,549	41.4	121	0	No Failure
2,013	L49192	L	298.6	308.4	1,397	46.4	36	0	No Failure
8,143	M23002	M	299.7	311	1,448	49.8	80	0	No Failure
7,175	L54354	L	300.2	310.2	1,530	48.5	15	0	No Failure
581	M15440	M	297.8	309.8	1,798	25.5	203	0	No Failure
4,083	L51262	L	302	310.4	1,568	39.2	112	0	No Failure
9,779	H39192	H	298.7	309.7	1,311	54.5	52	0	No Failure
5,281	L52460	L	303.6	312.9	1,480	41.4	135	0	No Failure
8,306	H37719	H	298.8	310.1	1,380	44	56	0	No Failure
471	H29884	H	297.3	308.8	1,499	44.2	134	0	No Failure
2,907	L50086	L	300.6	309.3	1,409	38.7	115	0	No Failure
3,374	L50553	L	301.4	310.7	1,568	35.2	23	0	No Failure
1,491	L48670	L	298.2	309	1,341	43.8	171	0	No Failure
6,065	L53244	L	301.1	311.1	1,889	23.8	170	0	No Failure
6,293	L53472	L	301	310.4	1,614	31.6	84	0	No Failure
4,046	M18905	M	301.8	310.9	1,881	20.9	23	0	No Failure
6,288	M21147	M	301.1	310.6	1,479	41.1	72	0	No Failure
1,287	L48466	L	298.5	309.6	1,582	40.3	103	0	No Failure
3,920	H33333	H	302.5	311.5	1,655	32.3	142	0	No Failure
960	L48139	L	295.8	306.5	1,505	35.2	86	0	No Failure
8,567	M23426	M	297.9	308.7	1,751	26.6	111	0	No Failure
5,104	L52283	L	304.1	313.4	1,399	43.7	111	0	No Failure
4,630	L51809	L	303	311.2	1,735	26.1	194	0	No Failure
8,353	L55532	L	298.6	309.6	1,491	36.9	192	0	No Failure
5,675	M20534	M	302.2	311.7	1,393	42.5	53	0	No Failure
5,202	M20061	M	303.7	312.7	1,396	47.3	158	0	No Failure
7,916	H37329	H	300.8	312.1	1,527	35.1	164	0	No Failure
9,069	H38482	H	297.1	308.2	1,790	30.3	128	0	No Failure
2,478	L49657	L	298.9	308.5	1,387	57.3	154	0	No Failure
7,220	M22079	M	299.8	309.7	1,556	37.7	124	0	No Failure
2,559	M17418	M	299.2	309	1,881	23.9	137	0	No Failure
4,989	L52168	L	303.8	313.1	2,497	13	5	1	Power Failure
9,892	L57071	L	298.8	309.5	1,374	48.1	159	0	No Failure
5,062	L52241	L	304	312.9	1,363	62.5	200	1	Overstrain Failure

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