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
9,500	L56679	L	299.2	310.1	1,534	37.7	10	0	No Failure
3,500	L50679	L	301.9	311	1,353	43.8	130	0	No Failure
3,469	L50648	L	301.8	310.7	2,092	18.6	51	0	No Failure
6,067	L53246	L	301	311	1,804	25.8	174	0	No Failure
6,803	M21662	M	301.1	310.7	1,621	31	108	0	No Failure
9,498	H38911	H	299.1	309.9	1,443	40.3	0	0	No Failure
5,312	H34725	H	303.7	312.9	1,460	49.8	2	0	No Failure
607	L47786	L	297.9	309.8	1,461	50.5	38	0	No Failure
3,587	L50766	L	301.8	310.5	1,593	34.9	139	0	No Failure
3,572	M18431	M	301.7	310.6	1,691	27.7	105	0	No Failure
5,769	L52948	L	301.7	311.3	1,421	45.9	85	0	No Failure
2,814	L49993	L	300	309.3	1,887	22.6	120	0	No Failure
2,423	L49602	L	298.8	308.2	1,443	53.4	21	0	No Failure
6,196	L53375	L	300.9	310.8	1,729	30.2	53	0	No Failure
2,422	L49601	L	298.9	308.2	2,384	15	19	0	No Failure
2,739	M17598	M	299.8	309.1	1,496	44.4	155	0	No Failure
5,481	H34894	H	302.7	312.1	1,478	36	191	0	No Failure
7,543	M22402	M	300.4	311.6	1,401	49.9	79	0	No Failure
5,748	L52927	L	302.1	311.5	1,533	39.4	26	0	No Failure
3,756	L50935	L	302.3	311	1,329	51.5	154	0	No Failure
7,731	L54910	L	300.6	311.9	1,472	44.2	126	0	No Failure
1,359	M16218	M	298.7	310.1	1,693	31.9	51	0	No Failure
9,890	H39303	H	298.8	309.6	1,516	40.2	152	0	No Failure
3,423	L50602	L	301.5	310.4	1,629	34.1	151	0	No Failure
7,126	L54305	L	300.7	310.1	1,261	56.6	98	0	No Failure
5,627	H35040	H	302.7	312.1	1,603	32.5	148	0	No Failure
3,688	M18547	M	302	311.2	1,625	30.7	189	0	No Failure
5,956	L53135	L	300.7	310.8	1,653	31.6	111	0	No Failure
9,909	L57088	L	298.6	309	1,456	47.7	0	0	No Failure
7,508	L54687	L	300.5	311.9	1,750	28.3	207	0	No Failure
5,297	H34710	H	303.8	313.2	1,379	50.2	178	0	No Failure
1,456	L48635	L	299	310.4	1,382	53	89	0	No Failure
3,383	L50562	L	301.3	310.6	1,510	38.5	47	0	No Failure
3,393	L50572	L	301.5	310.7	1,408	47.3	79	0	No Failure
5,747	M20606	M	302.1	311.5	1,635	31.6	23	0	No Failure
9,175	L56354	L	297.8	308.9	1,871	25.6	200	1	Tool Wear Failure
3,580	L50759	L	301.8	310.6	2,672	11.8	124	1	Power Failure
6,950	M21809	M	300.7	311.2	1,769	26.5	63	0	No Failure
1,374	M16233	M	298.8	310.3	1,366	59	94	0	No Failure
4,158	L51337	L	302	310.5	1,263	60.6	90	1	Heat Dissipation Failure
7,548	L54727	L	300.1	311.4	1,430	40.9	93	0	No Failure
5,566	L52745	L	302.4	311.9	1,671	29.9	204	0	No Failure
4,589	L51768	L	302.8	311	1,564	38.5	85	0	No Failure
3,883	L51062	L	302.5	311.6	1,419	43.7	39	0	No Failure
3,994	L51173	L	302.3	311.3	1,324	47.8	131	0	No Failure
8,736	L55915	L	297.3	308.6	1,358	47.6	110	0	No Failure
9,837	M24696	M	298.4	309.3	1,390	53.6	5	0	No Failure
7,594	L54773	L	300.5	311.2	1,270	67.5	208	1	Overstrain Failure
9,587	L56766	L	299.4	310.6	1,348	54.5	22	0	No Failure
5,843	L53022	L	301.4	311.2	1,355	50.6	37	0	No Failure
8,089	L55268	L	300.1	311.4	1,356	45.7	149	0	No Failure
4,034	L51213	L	302.1	310.8	1,772	27.1	233	0	No Failure
5,283	H34696	H	303.8	313.2	1,381	52.4	140	0	No Failure
8,979	L56158	L	296.9	307.6	1,435	45	119	0	No Failure
218	L47397	L	298.3	308.5	1,664	31.6	144	0	No Failure
5,156	H34569	H	304.2	313.3	1,625	37.3	27	0	No Failure
9,776	M24635	M	298.6	309.5	1,684	27.8	44	0	No Failure
8,158	L55337	L	299.6	310.8	1,498	46.9	116	0	No Failure
5,673	H35086	H	302.1	311.6	1,701	26.2	46	0	No Failure
190	M15049	M	298.3	308.4	1,539	43.4	69	0	No Failure
2,136	L49315	L	299.3	309	1,511	47.8	148	0	No Failure
6,558	M21417	M	301.5	310.6	1,638	31.9	137	0	No Failure
5,182	L52361	L	304	313.1	1,720	28.7	106	0	No Failure
7,695	H37108	H	300.6	311.7	1,500	36.7	17	0	No Failure
7,272	M22131	M	300.3	310.4	1,293	49.7	37	0	No Failure
7,425	M22284	M	300.1	311.4	1,575	29.8	210	0	No Failure
7,847	M22706	M	300.2	311.6	1,608	35	212	0	No Failure
9,953	L57132	L	298.2	307.8	1,429	46.9	117	0	No Failure
384	M15243	M	297.5	308.6	1,842	27	133	0	No Failure
6,136	L53315	L	301	310.9	1,740	28.9	129	0	No Failure
1,737	L48916	L	298.4	307.9	1,544	35.9	132	0	No Failure
1,554	L48733	L	298.5	308.8	1,332	59.1	115	0	No Failure
4,409	L51588	L	302.4	310.1	2,009	18.9	59	0	No Failure
9,456	L56635	L	298.5	309.2	1,983	20.2	114	0	No Failure
5,199	L52378	L	303.8	312.8	1,428	53.3	152	0	No Failure
3,371	L50550	L	301.4	310.7	1,584	32.2	17	0	No Failure
6,239	L53418	L	301.3	310.8	1,390	57.4	164	0	No Failure
4,815	L51994	L	303.4	311.8	1,401	53	208	1	Overstrain Failure
2,221	M17080	M	299.6	309	1,736	26.1	146	0	No Failure
5,017	L52196	L	303.9	313	1,408	47.5	76	0	No Failure
3,540	L50719	L	302	311	1,686	32.5	25	0	No Failure
8,985	L56164	L	297.1	307.8	1,406	60.4	133	0	No Failure
3,200	H32613	H	300.1	309.1	1,560	35.4	14	0	No Failure
4,827	L52006	L	303.4	311.8	2,268	15.8	20	0	No Failure
2,791	L49970	L	300.4	309.6	1,356	45.9	64	0	No Failure
5,762	L52941	L	301.9	311.2	1,369	49.8	66	0	No Failure
5,681	M20540	M	302.2	311.6	1,386	50.5	69	0	No Failure
282	L47461	L	298.1	308	1,626	36.5	83	0	No Failure
6,054	L53233	L	300.8	310.9	1,748	29.9	140	0	No Failure
146	L47325	L	298.5	308.4	1,513	33.6	172	0	No Failure
6,674	L53853	L	301.6	310.7	1,380	51.8	216	1	Overstrain Failure
5,112	L52291	L	304.1	313.6	1,556	37.4	129	0	No Failure
734	M15593	M	297.1	308.4	1,421	42	165	0	No Failure
7,203	L54382	L	300	309.7	1,326	61.9	80	0	No Failure
4,941	L52120	L	303.6	312.6	1,502	39.5	103	0	No Failure
8,384	M23243	M	298.8	309.9	1,495	35.2	60	0	No Failure
3,482	L50661	L	302	310.9	1,663	31.5	81	0	No Failure
2,949	L50128	L	300.7	309.5	1,850	24.5	19	0	No Failure
1,890	H31303	H	297.7	307.4	1,432	40.2	132	0	No Failure
6,329	L53508	L	300.7	310	1,672	29.7	176	0	No Failure

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