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EddyGiusepe
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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
3,715	M18574	M	302.3	311.4	1,855	23.9	43	0	No Failure
9,803	H39216	H	298.4	309.3	1,984	19.2	132	0	No Failure
8,373	M23232	M	298.8	309.7	1,448	44.8	31	0	No Failure
7,524	M22383	M	300.1	311.5	1,343	46.2	28	0	No Failure
8,970	L56149	L	297	307.8	1,396	50	96	0	No Failure
8,187	L55366	L	299.7	311	1,827	25.4	194	0	No Failure
9,491	M24350	M	299	309.7	1,418	44.7	209	0	No Failure
52	L47231	L	298.9	309.1	1,383	54.9	145	0	No Failure
143	M15002	M	298.6	308.4	1,778	28.2	161	0	No Failure
2,263	L49442	L	299.1	308.3	1,533	42.4	48	0	No Failure
4,703	L51882	L	303.6	311.8	1,222	66.8	148	1	Heat Dissipation Failure
867	L48046	L	295.9	306.6	1,678	26.7	53	0	No Failure
6,569	L53748	L	301.3	310.6	1,521	36.3	166	0	No Failure
8,409	M23268	M	298.5	309.6	1,572	33	127	0	No Failure
9,234	L56413	L	298.3	309.1	1,403	45.1	138	0	No Failure
1,238	M16097	M	297.1	308.4	1,502	37.3	181	0	No Failure
9,656	H39069	H	299.1	310	1,431	49.5	205	0	No Failure
7,678	L54857	L	300.6	311.7	1,428	52.6	208	0	No Failure
8,602	H38015	H	297.4	308.2	1,359	46.9	199	0	No Failure
7,119	L54298	L	300.9	310.5	1,565	35.9	81	0	No Failure
2,549	M17408	M	299.3	309.2	1,440	37.5	111	0	No Failure
2,572	M17431	M	299.5	309.2	1,497	40.9	169	0	No Failure
5,634	L52813	L	302.7	312.2	1,447	47.5	166	0	No Failure
3,179	M18038	M	300.2	309.4	1,329	53.6	186	0	No Failure
2,524	L49703	L	298.8	308.7	1,635	35.2	47	0	No Failure
8,279	L55458	L	298.8	310.5	1,464	46.4	207	0	No Failure
3,491	M18350	M	301.9	310.9	1,763	28.4	103	0	No Failure
2,564	L49743	L	299.3	309.1	1,496	37.2	149	0	No Failure
4,200	M19059	M	302.5	311.1	1,638	32	198	0	No Failure
501	M15360	M	297.5	309.2	1,804	27.4	215	0	No Failure
2,970	L50149	L	300.6	309.4	1,468	44.1	76	0	No Failure
8,285	L55464	L	298.8	310.6	1,651	33.3	0	0	No Failure
8,713	L55892	L	297.2	308.6	1,652	32.1	52	0	No Failure
9,455	L56634	L	298.4	309.2	1,583	35.4	112	0	No Failure
9,560	L56739	L	299.5	310.9	1,496	38.5	162	0	No Failure
5,217	M20076	M	303.7	312.7	1,316	51.8	197	0	No Failure
7,344	L54523	L	299.6	310.2	1,468	48	9	0	No Failure
6,497	L53676	L	300.7	309.9	1,815	27	190	0	No Failure
7,611	M22470	M	300.5	311.3	1,507	43.4	41	0	No Failure
480	M15339	M	297.4	308.9	1,323	57.3	163	0	No Failure
4,429	L51608	L	302.4	310.1	1,906	21.2	110	0	No Failure
5,793	M20652	M	301.8	311.3	1,624	31.6	145	0	No Failure
4,963	M19822	M	304	312.7	1,456	51.2	160	0	No Failure
90	M14949	M	298.9	308.9	1,487	39.5	30	0	No Failure
4,497	M19356	M	302.5	310.4	1,605	36	69	0	No Failure
1,990	L49169	L	298.2	307.9	1,785	23.4	181	0	No Failure
5,553	H34966	H	302.5	312	1,579	35.7	167	0	No Failure
5,921	L53100	L	300.5	310.2	1,764	25.9	27	0	No Failure
8,640	L55819	L	297.5	308.4	1,384	56	73	0	No Failure
1,850	L49029	L	297.7	307.2	1,668	32.7	31	0	No Failure
2,432	M17291	M	298.9	308.2	1,411	51.3	43	0	No Failure
8,226	L55405	L	299.1	310.5	1,532	36.6	62	0	No Failure
6,843	L54022	L	301.2	311.2	1,635	29.6	211	0	No Failure
6,058	L53237	L	300.8	310.8	1,689	32.9	151	0	No Failure
6,160	L53339	L	301	311	1,399	58	190	1	Overstrain Failure
9,767	H39180	H	298.6	309.6	1,449	42.5	16	0	No Failure
5,527	L52706	L	302.5	311.9	1,520	44.9	94	0	No Failure
2,470	L49649	L	299	308.7	1,507	37.5	134	0	No Failure
9,386	M24245	M	297.5	308.1	1,907	23.5	125	0	No Failure
1,962	L49141	L	297.8	307.5	1,448	51.2	107	0	No Failure
4,446	L51625	L	302.5	310.2	1,716	29.9	156	0	No Failure
3,065	M17924	M	300.1	309.1	1,731	30.4	92	0	No Failure
223	L47402	L	298.4	308.6	1,304	45	158	0	No Failure
5,394	L52573	L	302.8	312.3	1,473	42.6	232	0	No Failure
5,516	H34929	H	302.7	312	1,484	41.5	65	0	No Failure
9,396	L56575	L	297.7	308.2	1,500	39.9	158	0	No Failure
9,337	L56516	L	298.5	308.9	1,725	31.9	205	0	No Failure
5,108	L52287	L	303.9	313.2	1,540	44.4	119	0	No Failure
9,933	L57112	L	298.3	308.2	1,663	28.4	67	0	No Failure
4,041	L51220	L	302	310.8	1,767	27.4	11	0	No Failure
2,840	M17699	M	300.4	309.4	1,362	42.1	182	0	No Failure
3,150	H32563	H	300.4	309.7	1,500	35.2	112	0	No Failure
9,137	L56316	L	297.7	308.7	1,694	29.1	102	0	No Failure
4,955	L52134	L	303.7	312.6	1,702	29.1	141	0	No Failure
1,902	M16761	M	297.9	307.6	1,505	40.1	166	0	No Failure
2,787	M17646	M	300.2	309.5	1,630	28.3	51	0	No Failure
7,867	L55046	L	300.5	311.9	1,431	49.4	37	0	No Failure
3,496	M18355	M	301.9	311	1,384	47.4	121	0	No Failure
1,958	H31371	H	297.9	307.7	1,618	35.9	92	0	No Failure
316	L47495	L	297.9	308.4	1,646	40.6	175	0	No Failure
8,261	H37674	H	299.1	310.6	1,332	48	148	0	No Failure
1,174	H30587	H	297.1	308	1,559	38.8	229	0	No Failure
1,439	L48618	L	298.8	309.9	1,482	39.1	45	0	No Failure
8,031	L55210	L	300.6	312	1,490	42.2	3	0	No Failure
6,301	L53480	L	301.2	310.7	1,517	39.4	107	0	No Failure
7,033	L54212	L	300.7	310.9	1,723	31	73	0	No Failure
7,199	M22058	M	300	309.9	1,530	34.5	71	0	No Failure
5,362	L52541	L	303.3	312.7	1,643	30.7	142	0	No Failure
1,858	L49037	L	297.7	307.4	1,643	36.5	55	0	No Failure
7,626	L54805	L	300.6	311.7	1,556	34.9	76	0	No Failure
1,995	M16854	M	298.2	307.9	1,403	45.1	193	0	No Failure
7,055	H36468	H	300.7	310.5	1,476	43.1	134	0	No Failure
4,162	H33575	H	301.9	310.3	1,653	32.4	100	0	No Failure
1,123	L48302	L	296.5	307.6	1,541	38.5	98	0	No Failure
5,573	L52752	L	302.4	312	1,545	36.4	12	0	No Failure
2,120	M16979	M	299.3	308.9	1,858	24.7	101	0	No Failure
7,910	L55089	L	300.7	312.2	1,590	38.5	148	0	No Failure
3,501	H32914	H	301.9	311	1,871	26	132	0	No Failure
9,773	L56952	L	298.5	309.5	1,561	34.8	35	0	No Failure
4,047	M18906	M	301.9	310.9	1,421	46.2	26	0	No Failure