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
2,466	L49645	L	298.9	308.6	1,481	40.7	124	0	No Failure
6,407	L53586	L	300.2	309.8	1,526	45.6	175	0	No Failure
7,491	M22350	M	300.4	311.8	1,707	30	165	0	No Failure
3,507	H32920	H	301.6	310.8	1,435	47.2	152	0	No Failure
390	M15249	M	297.6	308.7	1,408	54.8	147	0	No Failure
6,822	M21681	M	300.8	310.6	1,545	37.5	155	0	No Failure
5,875	M20734	M	301.5	311.1	1,660	33.8	115	0	No Failure
3,659	M18518	M	302.2	311.5	1,449	44.5	113	0	No Failure
1,635	H31048	H	297.9	307.9	1,406	58.5	93	0	No Failure
4,302	L51481	L	301.7	310.2	1,471	51.1	8	0	No Failure
7,164	M22023	M	300.1	310.1	1,501	39.3	195	0	No Failure
1,798	M16657	M	298	307.6	1,508	41.8	89	0	No Failure
5,285	M20144	M	303.8	313.2	1,732	29.6	147	0	No Failure
4,318	M19177	M	301.5	310	1,417	44.6	49	0	No Failure
3,171	M18030	M	300.4	309.7	1,685	32.3	167	0	No Failure
9,162	M24021	M	297.5	308.5	1,612	30	163	0	No Failure
1,605	L48784	L	297.8	307.8	1,452	39.8	21	0	No Failure
9,485	L56664	L	298.9	309.6	1,663	33.7	195	0	No Failure
6,853	H36266	H	301	311.2	1,602	32.7	19	0	No Failure
7,824	L55003	L	300	311.3	1,484	53.2	158	0	No Failure
4,853	L52032	L	303.7	312.2	1,619	34.9	92	0	No Failure
6,896	M21755	M	301	311.6	1,357	45.6	137	0	No Failure
2,633	M17492	M	300	309.7	1,652	28.6	112	0	No Failure
3,571	H32984	H	301.8	310.6	1,441	46.3	100	0	No Failure
5,882	L53061	L	301.4	311.1	1,952	22.7	131	0	No Failure
7,414	M22273	M	300.1	311.1	1,616	35.2	183	0	No Failure
608	M15467	M	298	309.9	1,565	33.9	40	0	No Failure
3,440	L50619	L	301.4	310.3	1,492	41.4	195	0	No Failure
8,921	L56100	L	297.1	308.3	1,496	45.8	190	0	No Failure
518	M15377	M	297.5	309.4	1,391	58.2	34	0	No Failure
8,415	L55594	L	298.6	309.8	1,842	20.1	142	0	No Failure
4,236	L51415	L	302.2	310.8	1,438	41.4	66	0	No Failure
7,393	M22252	M	299.7	310.5	1,492	39.3	131	0	No Failure
8,939	M23798	M	297.4	308.4	1,517	41	18	0	No Failure
9,025	L56204	L	297.4	308.3	1,366	45.5	11	0	No Failure
2,202	L49381	L	299.8	309	1,567	36.1	95	0	No Failure
418	L47597	L	297.4	308.4	1,394	50.1	213	0	No Failure
946	M15805	M	295.7	306.3	1,347	50.4	46	0	No Failure
9,398	M24257	M	297.7	308.2	1,370	53.4	162	0	No Failure
4,364	H33777	H	302.1	310.1	1,844	24.6	171	0	No Failure
3,257	L50436	L	301.1	309.8	1,519	39.6	167	0	No Failure
4,584	M19443	M	302.9	311.2	1,467	37.7	73	0	No Failure
5,758	L52937	L	301.9	311.3	1,366	55.6	57	0	No Failure
9,320	L56499	L	298.5	309.4	1,911	21.5	164	0	No Failure
329	H29742	H	297.6	308.4	1,703	31.4	205	0	No Failure
2,985	L50164	L	300.6	309.7	1,639	30.4	121	0	No Failure
5,631	M20490	M	302.8	312.2	1,615	32.9	159	0	No Failure
8,305	M23164	M	298.7	310.1	1,506	50.7	53	0	No Failure
3,459	L50638	L	301.5	310.4	1,329	46.6	24	0	No Failure
8,069	M22928	M	300.5	311.9	1,676	35.2	97	0	No Failure
1,649	L48828	L	297.9	307.8	1,373	50.2	130	0	No Failure
3,624	M18483	M	302	311.3	1,530	36.4	27	0	No Failure
3,370	L50549	L	301.5	310.9	2,760	8	15	1	Power Failure
6,871	H36284	H	301	311.3	1,597	39.2	66	0	No Failure
7,539	M22398	M	300.2	311.4	1,450	38.5	68	0	No Failure
1,422	L48601	L	298.7	309.8	1,589	31.8	217	0	No Failure
5,656	L52835	L	302.3	311.5	1,387	47.3	2	0	No Failure
3,357	L50536	L	301.6	310.8	1,355	57.8	195	1	Overstrain Failure
6,546	M21405	M	301.4	310.8	1,738	30.3	104	0	No Failure
8,884	M23743	M	297.9	309.2	1,529	38.1	96	0	No Failure
4,720	M19579	M	303.4	311.7	1,690	34.9	189	0	No Failure
5,821	L53000	L	301.3	311.1	1,723	27.6	210	0	No Failure
4,014	M18873	M	302.2	311.1	1,728	34	179	0	No Failure
7,861	L55040	L	300.5	312	1,415	44.6	23	0	No Failure
4,009	M18868	M	302.2	311.2	1,471	41.9	166	0	No Failure
9,019	L56198	L	297.3	308.1	1,615	35.4	217	1	Tool Wear Failure
386	M15245	M	297.6	308.6	1,414	45.4	138	0	No Failure
1,272	H30685	H	298	309.4	1,490	40.5	53	0	No Failure
2,342	L49521	L	299.1	308.2	1,409	46.4	12	0	No Failure
9,945	L57124	L	298.3	307.9	1,399	47.8	99	0	No Failure
9,984	L57163	L	298.7	308.4	1,694	28.7	195	0	No Failure
7,794	L54973	L	300.1	311.5	1,434	40.8	80	0	No Failure
4,676	H34089	H	303.5	311.5	1,629	33.5	73	0	No Failure
7,390	L54569	L	299.8	310.6	1,707	32.5	124	0	No Failure
292	L47471	L	298	308.3	1,473	42.6	107	0	No Failure
8,105	L55284	L	300.3	311.9	1,692	31.5	187	0	No Failure
8,196	L55375	L	299.4	310.8	1,376	53.9	215	1	Overstrain Failure
4,061	M18920	M	302	310.9	1,352	55.5	59	0	No Failure
3,016	L50195	L	300.5	309.7	1,589	30.5	198	0	No Failure
5,885	M20744	M	301.3	311.1	1,438	43	137	0	No Failure
1,270	L48449	L	298.1	309.5	1,467	41.8	48	0	No Failure
4,789	H34202	H	303.7	312.6	1,514	35.5	138	0	No Failure
9,443	M24302	M	298.1	308.8	1,394	47.9	70	0	No Failure
4,199	M19058	M	302.4	311.1	1,432	44.5	195	0	No Failure
1,866	L49045	L	297.9	307.7	1,567	34.7	74	0	No Failure
6,291	L53470	L	301	310.5	1,932	21.7	79	0	No Failure
2,495	L49674	L	299.1	308.8	1,329	53.6	207	1	Overstrain Failure
2,978	L50157	L	300.4	309.3	1,413	50.3	101	0	No Failure
241	M15100	M	298	308.1	1,339	51.6	197	0	No Failure
1,901	H31314	H	297.9	307.6	1,493	36	161	0	No Failure
1,832	M16691	M	297.8	307.3	1,315	54	180	0	No Failure
7,052	L54231	L	300.6	310.4	1,556	37.7	122	0	No Failure
9,826	L57005	L	298.4	309.2	1,610	32.4	194	0	No Failure
380	L47559	L	297.3	308.2	1,754	26.8	125	0	No Failure
9,387	M24246	M	297.5	308	2,033	16.7	128	0	No Failure
749	H30162	H	296.7	308.1	1,528	46.3	203	0	No Failure
8,941	H38354	H	297.3	308.3	1,935	19.3	24	0	No Failure
5,024	M19883	M	304	313	1,575	34.5	92	0	No Failure
9,654	L56833	L	299	309.9	1,373	55.7	201	1	Overstrain Failure
7,398	L54577	L	299.7	310.6	1,737	26.1	144	0	No Failure

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