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
1,482	M16341	M	298.2	309.2	1,332	60.2	147	0	No Failure
9,400	L56579	L	297.8	308.3	1,477	44.8	170	0	No Failure
394	M15253	M	297.5	308.4	1,350	52.2	157	0	No Failure
8,026	M22885	M	300.8	312	1,422	50.7	219	0	No Failure
7,216	L54395	L	299.9	309.8	1,477	47.7	112	0	No Failure
7,240	L54419	L	299.8	310.1	1,553	42	177	0	No Failure
1,225	L48404	L	297.1	308.3	1,763	25.7	139	0	No Failure
2,222	L49401	L	299.6	309	1,372	60.4	149	0	No Failure
4,286	L51465	L	301.7	309.9	1,317	49	187	1	Heat Dissipation Failure
8,913	L56092	L	297.2	308.5	1,446	43.7	171	0	No Failure
4,252	H33665	H	302.5	310.9	1,356	55.5	101	1	Heat Dissipation Failure
940	L48119	L	295.5	306.1	1,488	40.7	31	0	No Failure
8,392	L55571	L	298.6	309.6	1,423	42.7	82	0	No Failure
3,426	M18285	M	301.5	310.5	1,623	33.5	157	0	No Failure
9,139	L56318	L	297.6	308.6	1,522	37	106	0	No Failure
1,341	L48520	L	298.6	310.2	1,569	36.3	10	0	No Failure
3,125	L50304	L	300.1	309.4	1,568	39.7	42	0	No Failure
9,374	L56553	L	297.7	308.5	1,453	45.5	86	0	No Failure
4,967	L52146	L	303.8	312.6	1,793	28.1	170	0	No Failure
1,001	L48180	L	296.3	307.1	1,654	29.6	188	0	No Failure
5,484	M20343	M	302.6	312.1	2,000	21.9	200	0	No Failure
5,280	L52459	L	303.6	313	1,522	35.8	133	0	No Failure
4,340	L51519	L	301.7	309.9	1,524	46.6	104	0	No Failure
2,102	L49281	L	299.3	309.3	1,528	37.8	45	0	No Failure
6,935	L54114	L	300.8	311.4	1,536	40.9	22	0	No Failure
3,862	M18721	M	302.5	311.5	1,481	41.1	215	0	No Failure
4,484	L51663	L	302.7	310.4	1,489	42.7	33	0	No Failure
2,133	L49312	L	299.4	309	1,660	28.4	139	0	No Failure
5,862	L53041	L	301.3	311	1,554	47.7	84	0	No Failure
4,440	M19299	M	302.4	310.2	1,392	55.8	143	0	No Failure
5,292	L52471	L	303.8	313.3	1,406	52.1	166	0	No Failure
5,942	L53121	L	300.6	310.7	1,438	48.5	78	1	No Failure
9,995	L57174	L	298.8	308.3	1,634	27.9	12	0	No Failure
111	L47290	L	298.8	308.6	1,872	22.5	82	0	No Failure
1,285	L48464	L	298.4	309.5	2,153	15.3	98	1	Power Failure
8,803	L55982	L	297.4	308.6	1,524	43.1	73	0	No Failure
4,645	L51824	L	303.2	311.4	1,514	41.2	230	0	No Failure
9,224	L56403	L	297.9	309	1,382	43.9	116	0	No Failure
142	L47321	L	298.7	308.5	1,544	35.2	159	0	No Failure
4,363	L51542	L	302.1	310.1	1,447	46.6	169	0	No Failure
3,780	L50959	L	302.3	311	1,657	31.1	3	0	No Failure
5,399	L52578	L	302.9	312.4	1,923	23.9	244	0	No Failure
5,792	M20651	M	301.8	311.3	1,542	40.1	142	0	No Failure
5,676	M20535	M	302.3	311.7	1,453	42.5	56	0	No Failure
9,653	M24512	M	299	310	1,488	46.3	198	0	No Failure
5,647	M20506	M	302.4	311.8	1,644	37.2	195	0	No Failure
4,119	L51298	L	302	310.6	1,366	47.7	206	0	No Failure
2,396	M17255	M	299.2	308.5	1,742	28.9	150	0	No Failure
5,063	L52242	L	304	312.9	1,313	53.9	202	0	No Failure
311	H29724	H	298	308.6	1,526	41.8	160	0	No Failure
459	L47638	L	297.3	308.6	1,486	42.6	105	0	No Failure
9,605	H39018	H	299	310.2	1,637	38	68	0	No Failure
6,165	H35578	H	300.9	310.7	1,656	30.7	200	0	No Failure
8,430	L55609	L	299	310.3	1,577	40	181	0	No Failure
6,428	L53607	L	300.2	309.8	1,418	49.3	16	0	No Failure
1,178	M16037	M	297.2	308.3	1,604	39.4	9	0	No Failure
9,124	L56303	L	297.4	308.5	1,462	42.8	68	0	No Failure
6,316	M21175	M	301	310.4	1,517	46.1	145	0	No Failure
334	L47513	L	297.5	308.2	1,647	31.3	3	0	No Failure
2,199	M17058	M	299.7	308.9	1,478	41	87	0	No Failure
2,242	L49421	L	299.2	308.4	1,711	28.9	197	0	No Failure
4,987	L52166	L	303.7	312.9	1,502	40.5	0	0	No Failure
6,214	L53393	L	300.9	310.6	1,552	34.9	95	0	No Failure
6,882	L54061	L	301	311.4	1,573	37.6	103	0	No Failure
9,160	M24019	M	297.5	308.6	1,510	35.5	155	0	No Failure
1,909	L49088	L	297.9	307.6	1,977	20.2	182	0	No Failure
363	H29776	H	297.6	308.3	1,640	30.9	79	0	No Failure
7,697	H37110	H	300.6	311.5	1,282	60.2	24	0	No Failure
2,071	L49250	L	299.7	309.5	1,352	49.7	184	0	No Failure
5,313	L52492	L	303.6	312.9	1,873	23.5	7	0	No Failure
7,406	M22265	M	299.8	310.8	1,530	35.2	163	0	No Failure
138	L47317	L	298.7	308.6	1,297	55.3	148	0	No Failure
4,253	H33666	H	302.6	311	1,438	51	106	0	No Failure
8,594	M23453	M	297.4	308	1,601	34.6	181	0	No Failure
4,244	M19103	M	302.4	310.9	1,435	42.3	83	0	No Failure
588	H30001	H	297.6	309.5	1,623	33.1	224	0	No Failure
9,108	M23967	M	297.5	308.5	1,662	30.3	26	0	No Failure
8,289	M23148	M	298.8	310.6	1,640	33.8	9	0	No Failure
286	L47465	L	298.2	308.3	1,568	36	92	0	No Failure
7,471	L54650	L	300.4	311.6	1,332	54.6	111	0	No Failure
8,074	L55253	L	300.5	312	1,558	36.7	113	0	No Failure
5,403	L52582	L	302.7	312.3	1,421	48.5	0	0	No Failure
4,420	M19279	M	302.6	310.2	2,676	10.8	84	1	Power Failure
5,713	L52892	L	302.2	311.7	1,330	54.6	154	0	No Failure
4,258	M19117	M	302.6	311	1,589	39	122	0	No Failure
6	M14865	M	298.1	308.6	1,425	41.9	11	0	No Failure
5,370	H34783	H	303	312.5	1,507	37.9	163	0	No Failure
3,763	M18622	M	302.3	311	1,526	37.7	171	0	No Failure
2,720	L49899	L	299.5	309.2	1,690	29.2	108	0	No Failure
4,465	L51644	L	302.8	310.6	1,671	30.5	201	0	No Failure
4,141	L51320	L	301.7	310.2	1,331	61.2	47	1	Heat Dissipation Failure
6,887	M21746	M	300.8	311.3	1,465	43.2	113	0	No Failure
5,779	M20638	M	301.7	311.1	1,489	41.4	108	0	No Failure
4,576	M19435	M	302.9	311	1,437	49.9	55	0	No Failure
8,978	M23837	M	296.9	307.5	1,556	31.2	116	0	No Failure
8,774	L55953	L	297.5	308.6	1,585	37.6	2	0	No Failure
1,713	L48892	L	298.3	307.9	1,551	33.8	72	0	No Failure
3,653	M18512	M	302.1	311.5	1,341	50.8	99	0	No Failure
8,809	L55988	L	297.4	308.6	1,446	48.1	88	0	No Failure
8,397	H37810	H	298.6	309.6	1,593	33.3	95	0	No Failure

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