Datasets:

jskswamy
/

predictive-maintenance-data

Engine RPM int64	Lub Oil Pressure float64	Fuel Pressure float64	Coolant Pressure float64	Lub Oil Temp float64	Coolant Temp float64	RPM_x_OilPressure float64	RPM_x_FuelPressure float64	RPM_x_CoolantPressure float64	OilTemp_x_OilPressure float64	CoolantTemp_x_CoolantPressure float64	RPM_squared int64	OilPressure_squared float64	TempDiff float64	OilFuelPressureRatio float64	CoolantOilPressureRatio float64	OilHealthIndex float64	CoolantStress float64	OilTempPerRPM float64	CoolantTempPerRPM float64	PressureSum float64	TempSum float64	Engine Condition int64
1,182	2.171086	3.859666	1.577209	77.386491	84.033108	2,566.223784	4,562.124881	1,864.26086	168.012736	132.537762	1,397,124	4.713615	-6.646617	0.562506	0.72646	0.028055	53.279599	0.065471	0.071094	7.607961	161.419599	0
809	4.664445	7.566739	2.691795	77.208609	75.256205	3,773.535904	6,121.492048	2,177.662284	360.135302	202.574289	654,481	21.757046	1.952404	0.61644	0.577088	0.060414	27.957617	0.095437	0.093024	14.922979	152.464814	0
1,060	2.806662	6.863467	1.315029	84.638218	77.681358	2,975.061886	7,275.275508	1,393.931263	237.550882	102.153277	1,123,600	7.877352	6.95686	0.408928	0.468538	0.033161	59.071906	0.079847	0.073284	10.985159	162.319576	0
1,306	4.530173	5.348519	2.676993	75.6434	72.772505	5,916.405358	6,985.165653	3,496.153265	342.677654	194.811509	1,705,636	20.522463	2.870895	0.846996	0.590925	0.059889	27.184408	0.05792	0.055722	12.555685	148.415905	0
1,123	3.596866	5.056221	3.050392	83.481538	79.141139	4,039.280403	5,678.1362	3,425.589979	300.271898	241.411481	1,261,129	12.937444	4.340399	0.711374	0.848069	0.043086	25.944573	0.074338	0.070473	11.703479	162.622677	0
552	1.602354	5.379013	1.498916	76.339653	80.317566	884.499479	2,969.215387	827.401704	122.323158	120.389296	304,704	2.567539	-3.977913	0.29789	0.935446	0.02099	53.583727	0.138296	0.145503	8.480284	156.65722	1
665	3.934758	2.96828	1.229312	76.677244	76.690636	2,616.61402	1,973.906489	817.492319	301.706393	94.2767	442,225	15.48232	-0.013392	1.325601	0.312424	0.051316	62.384967	0.115304	0.115324	8.13235	153.36788	0
1,244	3.943148	5.018652	1.289896	73.747365	75.362559	4,905.275662	6,243.203392	1,604.630263	290.796747	97.209841	1,547,536	15.548413	-1.615194	0.785698	0.327123	0.053468	58.425266	0.059282	0.060581	10.251696	149.109923	1
914	2.981207	18.518345	2.666136	85.484183	82.449035	2,724.823419	16,925.766928	2,436.847874	254.846065	219.820301	835,396	8.887597	3.035148	0.160987	0.894314	0.034874	30.924536	0.093528	0.090207	24.165687	167.933218	0
1,306	4.935561	5.131645	1.921882	77.329187	83.867999	6,445.842373	6,701.927767	2,509.978439	381.662902	161.184433	1,705,636	24.35976	-6.538812	0.961789	0.389395	0.063825	43.638442	0.059211	0.064217	11.989088	161.197186	0
626	5.128555	4.249363	1.545278	78.257413	78.961264	3,210.475157	2,660.10106	967.343803	401.34741	122.017075	391,876	26.302072	-0.703851	1.206899	0.301309	0.065534	51.098398	0.125012	0.126136	10.923195	157.218676	1
653	1.884876	3.501163	1.607979	75.936743	80.961499	1,230.824046	2,286.259756	1,050.010173	143.131346	130.184377	426,409	3.552758	-5.024756	0.538357	0.853095	0.024822	50.349823	0.116289	0.123984	6.994018	156.898242	0
732	2.797572	6.597668	2.644266	78.350065	76.016221	2,047.822525	4,829.49283	1,935.603027	219.18993	201.007141	535,824	7.826408	2.333844	0.424024	0.9452	0.035706	28.747554	0.107036	0.103847	12.039506	154.366286	1
1,025	5.040082	9.139648	1.935333	75.686487	87.255219	5,166.083777	9,368.139423	1,983.716033	381.466081	168.86788	1,050,625	25.402424	-11.568732	0.551452	0.383988	0.066592	45.085361	0.07384	0.085127	16.115063	162.941706	1
633	3.269891	14.05924	2.390701	75.885791	87.963478	2,069.841018	8,899.498933	1,513.313945	248.138265	210.294404	400,689	10.692187	-12.077688	0.232579	0.731125	0.04309	36.79399	0.119883	0.138963	19.719832	163.849269	1
571	2.538042	5.814134	2.084959	77.247157	77.166638	1,449.222254	3,319.870495	1,190.511325	196.056566	160.889241	326,041	6.44166	0.080519	0.43653	0.821483	0.032856	37.011096	0.135284	0.135143	10.437135	154.413795	1
938	2.397442	7.823113	1.854126	74.613769	81.97791	2,248.800629	7,338.080169	1,739.170056	178.882186	151.997362	879,844	5.747728	-7.364141	0.306456	0.773376	0.032131	44.213755	0.079546	0.087396	12.074681	156.591679	1
1,188	5.024794	6.545819	1.98292	83.276938	75.442369	5,969.455323	7,776.432611	2,355.708646	418.449462	149.596162	1,411,344	25.248555	7.834569	0.767634	0.394627	0.060338	38.046084	0.070098	0.063504	13.553532	158.719306	1
732	2.156715	15.507276	1.636699	73.516897	85.086494	1,578.715716	11,351.325703	1,198.06363	158.555029	139.260976	535,824	4.651422	-11.569597	0.139078	0.758885	0.029336	51.986618	0.100433	0.116238	19.30069	158.603392	1
516	2.781435	3.433918	2.312807	81.053246	72.436746	1,435.220409	1,771.901487	1,193.408338	225.444327	167.532202	266,256	7.73638	8.6165	0.809989	0.831515	0.034316	31.319829	0.15708	0.140381	8.528159	153.489992	1
560	4.075894	8.533399	2.391852	76.699885	72.551162	2,282.500811	4,778.703215	1,339.437105	312.620625	173.531641	313,600	16.612914	4.148723	0.47764	0.586829	0.053141	30.332618	0.136964	0.129556	15.001145	149.251047	0
470	2.424016	6.258882	2.821353	75.910446	83.820769	1,139.287462	2,941.67461	1,326.035739	184.008127	236.487947	220,900	5.875853	-7.910322	0.387292	1.163916	0.031933	29.709416	0.161512	0.178342	11.504251	159.731215	1
1,223	2.577141	5.318526	2.944163	76.534563	84.005939	3,151.842965	6,504.557446	3,600.711035	197.240329	247.327157	1,495,729	6.641654	-7.471377	0.484559	1.142414	0.033673	28.533039	0.062579	0.068688	10.839829	160.540502	1
619	2.110005	2.900865	2.133385	76.792024	81.172535	1,306.093295	1,795.635328	1,320.565337	162.031579	173.172271	383,161	4.452122	-4.380511	0.727371	1.01108	0.027477	38.048686	0.124058	0.131135	7.144255	157.964559	0
358	1.765678	7.418764	3.320725	77.694802	77.583418	632.112705	2,655.917575	1,188.819721	137.183999	257.633233	128,164	3.117619	0.111384	0.238002	1.880707	0.022726	23.363387	0.217025	0.216713	12.505168	155.27822	1
604	3.578812	3.735994	3.46247	77.454667	83.769224	2,161.602642	2,256.540567	2,091.331581	277.195717	290.048385	364,816	12.807898	-6.314557	0.957927	0.967491	0.046205	24.193484	0.128236	0.138691	10.777276	161.223891	1
803	2.985149	10.233812	0.882705	76.093482	76.731917	2,397.074606	8,217.75114	708.811829	227.150378	67.731619	644,809	8.911114	-0.638435	0.291695	0.295699	0.03923	86.928091	0.094761	0.095557	14.101666	152.825399	0
486	3.954291	5.814233	1.731194	88.329975	70.013204	1,921.785186	2,825.717476	841.360366	349.282381	121.20645	236,196	15.636413	18.316771	0.680105	0.437801	0.044767	40.442121	0.181749	0.14406	11.499718	158.343179	0
1,270	5.811425	3.890359	1.577464	79.675758	68.779572	7,380.509248	4,940.756226	2,003.379462	463.029658	108.497308	1,612,900	33.772656	10.896186	1.493801	0.271442	0.072938	43.601326	0.062737	0.054157	11.279248	148.455329	1
976	3.403511	5.733092	3.250217	78.168167	70.375976	3,321.826595	5,595.497341	3,172.211367	266.046206	228.737162	952,576	11.583886	7.792192	0.593661	0.95496	0.043541	21.652697	0.08009	0.072107	12.386819	148.544143	1
486	2.109287	7.710459	2.875019	76.420079	80.211924	1,025.113295	3,747.283069	1,397.25941	161.191851	230.610835	236,196	4.44909	-3.791845	0.273562	1.363029	0.027601	27.899602	0.157243	0.165045	12.694765	156.632003	0
554	2.306516	9.345253	2.797016	77.046296	80.367649	1,277.809636	5,177.270046	1,549.546954	177.708483	224.789613	306,916	5.320014	-3.321353	0.246811	1.212658	0.029937	28.733341	0.139073	0.145068	14.448785	157.413945	1
776	2.518025	5.263035	2.809175	88.14671	85.337935	1,953.987603	4,084.11529	2,179.919963	221.955642	239.72921	602,176	6.340451	2.808775	0.478436	1.115626	0.028566	30.378278	0.113591	0.109972	10.590236	173.484644	1
971	4.263145	12.665402	2.321094	76.349036	80.795438	4,139.513603	12,298.105429	2,253.782013	325.486998	187.533784	942,841	18.174404	-4.446401	0.336598	0.544456	0.055838	34.809194	0.078629	0.083208	19.249641	157.144474	1
685	3.676549	7.577544	1.521749	76.506914	67.09509	2,518.435987	5,190.617804	1,042.398034	281.281411	102.101883	469,225	13.517012	9.411825	0.48519	0.413907	0.048055	44.090745	0.111689	0.097949	12.775842	143.602004	0
892	2.785577	6.017582	1.515864	75.010256	74.292155	2,484.734485	5,367.683345	1,352.150295	208.946828	112.61677	795,664	7.759438	0.718101	0.462906	0.544183	0.037136	49.009758	0.084092	0.083287	10.319023	149.302411	1
498	5.64334	5.903941	2.612571	80.014618	66.587623	2,810.383367	2,940.162745	1,301.060154	451.549702	173.964866	248,004	31.847287	13.426995	0.95586	0.462947	0.070529	25.487387	0.160672	0.13371	14.159852	146.602241	1
621	4.430692	9.945979	1.448947	75.832558	75.242891	2,751.459599	6,176.453147	899.795818	335.990693	109.022929	385,641	19.63103	0.589667	0.445476	0.327025	0.058427	51.92934	0.122114	0.121164	15.825618	151.07545	0
502	1.523207	5.453379	1.5929	77.833594	82.427121	764.64973	2,737.596157	799.635846	118.556646	131.298169	252,004	2.320158	-4.593527	0.279314	1.045754	0.01957	51.746541	0.155047	0.164197	8.569486	160.260715	1
664	2.67186	3.514145	1.647283	83.876031	93.028592	1,774.115273	2,333.392445	1,093.795975	224.105043	153.244426	440,896	7.138838	-9.15256	0.760316	0.61653	0.031855	56.473921	0.126319	0.140103	7.833289	176.904623	0
1,062	3.105563	5.883883	2.167572	77.683949	88.100525	3,298.108085	6,248.684244	2,301.961811	241.252411	190.96426	1,127,844	9.644523	-10.416576	0.527808	0.697964	0.039977	40.644773	0.073149	0.082957	11.157019	165.784474	0
614	4.188014	10.239115	2.257825	76.15212	79.854028	2,571.440361	6,286.816395	1,386.304684	318.926117	180.296438	376,996	17.539458	-3.701908	0.409021	0.539116	0.054995	35.367659	0.124026	0.130055	16.684953	156.006148	1
760	4.908028	2.59457	1.74773	77.873482	118.371957	3,730.101092	1,971.872854	1,328.274908	382.205213	206.882237	577,600	24.088736	-40.498475	1.891653	0.356096	0.063026	67.728928	0.102465	0.155753	9.250327	196.245439	0
787	2.697567	6.629353	1.415265	75.997339	74.088933	2,122.985367	5,217.301182	1,113.813211	205.007928	104.855442	619,369	7.276869	1.908406	0.406912	0.524645	0.035496	52.349845	0.096566	0.094141	10.742185	150.086273	0
1,280	2.447432	8.028257	2.123221	77.25015	73.383703	3,132.712933	10,276.169492	2,717.722848	189.064487	155.809816	1,638,400	5.989923	3.866447	0.304852	0.86753	0.031682	34.562426	0.060352	0.057331	12.59891	150.633852	0
513	2.603137	7.516435	0.9508	74.620639	86.154063	1,335.409037	3,855.931212	487.760445	194.247712	81.915291	263,169	6.77632	-11.533424	0.346326	0.365252	0.034885	90.612079	0.145459	0.167942	11.070372	160.774703	1
547	2.302283	4.601816	2.5282	76.273006	70.741481	1,259.348709	2,517.193128	1,382.925215	175.602033	178.848587	299,209	5.300506	5.531526	0.500299	1.098127	0.030185	27.98096	0.139439	0.129326	9.432298	147.014487	1
914	2.007211	7.734567	0.839471	83.413993	77.93719	1,834.590966	7,069.394324	767.276427	167.429494	65.426005	835,396	4.028896	5.476803	0.259512	0.418227	0.024063	92.840734	0.091263	0.08527	10.581249	161.351183	0
1,399	3.084788	5.685908	1.427721	77.497561	85.279984	4,315.61782	7,954.585542	1,997.381792	239.063512	121.756031	1,957,201	9.515914	-7.782424	0.542532	0.462826	0.039805	59.731502	0.055395	0.060958	10.198417	162.777545	1
851	5.94538	7.395428	2.201839	84.180636	79.454742	5,059.518269	6,293.508908	1,873.765397	500.485859	174.946588	724,201	35.347542	4.725894	0.803926	0.370345	0.070626	36.085603	0.09892	0.093366	15.542647	163.635378	0
701	4.654823	8.06634	2.06197	75.846223	73.95967	3,263.031036	5,654.504446	1,445.441068	353.050755	152.502632	491,401	21.667379	1.886553	0.577067	0.442975	0.061372	35.868431	0.108197	0.105506	14.783133	149.805893	1
459	2.360941	8.118234	2.605504	75.008567	78.583906	1,083.671912	3,726.269187	1,195.92652	177.0908	204.750713	210,681	5.574042	-3.575339	0.29082	1.103587	0.031476	30.160715	0.163417	0.171207	13.084679	153.592473	1
988	0.884352	5.92284	2.816849	77.819789	72.123139	873.739546	5,851.76627	2,783.046446	68.820068	203.159966	976,144	0.782078	5.696649	0.149312	3.185209	0.011364	25.604185	0.078765	0.072999	9.624041	149.942928	1
707	1.866821	5.970306	3.333414	76.187303	86.343149	1,319.842596	4,221.006321	2,356.723393	142.228074	287.817423	499,849	3.485021	-10.155845	0.312684	1.785608	0.024503	25.902313	0.107761	0.122126	11.170541	162.530452	0
1,403	3.336986	7.314023	2.352231	77.519151	76.326788	4,681.79195	10,261.573976	3,300.179407	258.680354	179.5382	1,968,409	11.135478	1.192363	0.456245	0.704896	0.043047	32.448672	0.055252	0.054403	13.00324	153.845939	0
1,429	2.157448	6.779808	1.905994	87.209197	82.942493	3,082.993315	9,688.345586	2,723.665916	188.149316	158.087922	2,042,041	4.654582	4.266705	0.318217	0.883448	0.024739	43.516629	0.061028	0.058042	10.84325	170.15169	0
762	3.279912	6.909968	2.34603	84.01399	86.027426	2,499.292926	5,265.395843	1,787.674954	275.558493	201.822933	580,644	10.757823	-2.013436	0.474664	0.715272	0.03904	36.669346	0.110255	0.112897	12.53591	170.041417	1
787	3.665918	2.694815	1.829802	83.97411	80.773258	2,885.077198	2,120.819666	1,440.054513	307.842174	147.799104	619,369	13.438952	3.200852	1.360359	0.499139	0.043655	44.143134	0.106702	0.102634	8.190535	164.747368	1
1,458	3.358279	9.513539	1.117859	76.823961	68.919547	4,896.370238	13,870.73992	1,629.838937	257.996265	77.04236	2,125,764	11.278035	7.904414	0.353	0.332867	0.043714	61.653092	0.052691	0.04727	13.989677	145.743507	0
1,042	3.213718	5.190764	3.654455	79.141266	88.603949	3,348.694542	5,408.776387	3,807.942517	254.337741	323.799178	1,085,764	10.327986	-9.462682	0.619122	1.137142	0.040607	24.245452	0.075951	0.085033	12.058938	167.745215	1
1,003	4.13965	6.975029	2.264614	76.993841	75.053765	4,152.068996	6,995.954425	2,271.408135	318.727559	169.967828	1,006,009	17.136703	1.940077	0.593496	0.547054	0.053766	33.141949	0.076764	0.074829	13.379294	152.047606	1
753	2.577166	6.761055	0.72527	77.755974	72.622178	1,940.606171	5,091.074489	546.128211	200.39007	52.670678	567,009	6.641786	5.133796	0.381178	0.281421	0.033144	100.131111	0.103262	0.096444	10.063491	150.378152	0
983	3.940926	11.173553	1.897122	75.446398	80.763674	3,873.930062	10,983.602147	1,864.871138	297.328655	153.21856	966,289	15.530896	-5.317276	0.352701	0.48139	0.052235	42.571654	0.076751	0.08216	17.011601	156.210071	1
1,062	3.690163	8.882507	1.242069	76.148328	69.913451	3,918.952715	9,433.22263	1,319.077533	280.999714	86.837347	1,127,844	13.6173	6.234877	0.415442	0.336589	0.04846	56.28784	0.071703	0.065832	13.814739	146.061779	1
746	3.107685	5.577169	3.268285	73.35287	72.23779	2,318.333259	4,160.56829	2,438.140629	227.957639	236.093686	556,516	9.657708	1.11508	0.557215	1.051678	0.042366	22.102652	0.098328	0.096833	11.95314	145.59066	1
625	2.134376	4.507261	2.810117	77.999381	79.602909	1,333.984694	2,817.038099	1,756.323238	166.479969	223.693503	390,625	4.555559	-1.603528	0.473541	1.316599	0.027364	28.327246	0.124799	0.127365	9.451754	157.60229	1
642	5.201808	5.858722	1.049043	86.904915	69.258407	3,339.560692	3,761.299294	673.485754	452.062678	72.655063	412,164	27.058806	17.646508	0.887874	0.201669	0.059856	66.020483	0.135366	0.107879	12.109573	156.163322	0
511	1.792997	6.11483	2.838933	75.984085	67.440588	916.221673	3,124.678319	1,450.69494	136.239268	191.459333	261,121	3.21484	8.543498	0.293221	1.583344	0.023597	23.7556	0.148697	0.131978	10.746761	143.424673	1
519	3.877852	8.280679	2.263697	80.722696	79.814028	2,012.605287	4,297.672574	1,174.858684	313.030682	180.674766	269,361	15.037738	0.908668	0.468301	0.58375	0.048039	35.258251	0.155535	0.153784	14.422228	160.536723	1
967	3.767959	10.155621	3.45407	77.930568	74.426337	3,643.615978	9,820.485352	3,340.085554	293.639154	257.073768	935,089	14.197512	3.504231	0.371022	0.916695	0.04835	21.547426	0.08059	0.076966	17.377649	152.356905	0
536	4.14047	5.826134	2.279011	75.897317	76.714752	2,219.292171	3,122.807947	1,221.549959	314.250598	174.833772	287,296	17.143496	-0.817435	0.710672	0.550423	0.054554	33.661406	0.141599	0.143125	12.245616	152.612068	1
772	1.813558	7.969611	2.941857	75.470263	73.869007	1,400.067059	6,152.539623	2,271.113414	136.869728	217.312038	595,984	3.288994	1.601256	0.227559	1.622145	0.02403	25.109646	0.097759	0.095685	12.725026	149.339271	1
1,103	5.600537	7.321079	1.735749	77.9397	68.252027	6,177.392123	8,075.149916	1,914.531096	436.504163	118.468384	1,216,609	31.366013	9.687673	0.764988	0.309925	0.071857	39.321347	0.070662	0.061879	14.657365	146.191727	1
1,128	1.964734	4.959259	1.35279	77.468732	80.796247	2,216.220477	5,594.043593	1,525.947567	152.205487	109.300387	1,272,384	3.860182	-3.327515	0.396175	0.688536	0.025362	59.725577	0.068678	0.071628	8.276783	158.264979	0
1,454	2.063374	6.16826	1.260121	83.372256	82.718247	3,000.146328	8,968.650579	1,832.215778	172.028176	104.234991	2,114,116	4.257514	0.654009	0.334515	0.610709	0.024749	65.643052	0.05734	0.05689	9.491756	166.090503	0
462	3.24552	7.825438	3.042596	76.135136	66.171851	1,499.430278	3,615.352364	1,405.679422	247.098111	201.334221	213,444	10.533401	9.963284	0.41474	0.937475	0.042628	21.748476	0.164795	0.143229	14.113554	142.306987	1
857	3.742305	6.523919	5.405052	77.324335	74.499216	3,207.155596	5,590.998594	4,632.129746	289.371266	402.672152	734,449	14.004849	2.82512	0.573628	1.444311	0.048398	13.783253	0.090227	0.08693	15.671276	151.823551	0
816	3.77839	12.065101	1.336874	87.977007	69.429018	3,083.166137	9,845.122343	1,090.889197	332.411432	92.81785	665,856	14.27623	18.547989	0.313167	0.353821	0.042947	51.933813	0.107815	0.085085	17.180365	157.406024	0
626	2.557806	7.756921	2.251041	75.047955	70.154941	1,601.186308	4,855.832853	1,409.151742	191.95808	157.921656	391,876	6.54237	4.893015	0.329745	0.880067	0.034082	31.165539	0.119885	0.112069	12.565768	145.202896	0
1,547	5.295898	4.48499	1.191806	75.764706	83.749582	8,192.753986	6,938.279245	1,843.723203	401.242144	99.813217	2,393,209	28.046534	-7.984876	1.180805	0.225043	0.069899	70.27112	0.048975	0.054137	10.972693	159.514288	1
1,255	3.825834	8.035709	2.490517	75.194667	72.791986	4,801.421905	10,084.81488	3,125.598704	287.682326	181.289671	1,575,025	14.637007	2.402681	0.476104	0.650973	0.050879	29.22765	0.059916	0.058002	14.35206	147.986653	1
929	2.409218	5.611067	1.743728	78.119842	73.720723	2,238.163454	5,212.680957	1,619.923461	188.207723	128.548901	863,041	5.804331	4.399119	0.429369	0.723773	0.03084	42.277622	0.08409	0.079355	9.764013	151.840565	0
805	3.113243	6.866136	2.82127	79.593292	73.035309	2,506.160546	5,527.239815	2,271.122401	247.793252	206.05233	648,025	9.692281	6.557983	0.45342	0.906216	0.039114	25.887377	0.098874	0.090727	12.800649	152.628601	1
888	2.056931	5.730797	2.729252	76.632932	84.095248	1,826.554588	5,088.947946	2,423.575383	157.628641	229.517087	788,544	4.230964	-7.462316	0.358926	1.326856	0.026841	30.812556	0.086298	0.094702	10.51698	160.72818	0
898	2.960838	6.211541	1.498822	76.623801	75.1929	2,658.832818	5,577.964255	1,345.942008	226.870688	112.70076	806,404	8.766564	1.430902	0.476667	0.506215	0.038641	50.167971	0.085327	0.083734	10.671202	151.816701	0
398	3.1042	15.623167	1.238138	86.156805	91.152384	1,235.471696	6,218.020311	492.77886	267.447974	112.859216	158,404	9.636059	-4.995579	0.198692	0.398859	0.03603	73.620487	0.216474	0.229026	19.965505	177.309189	1
432	2.015637	5.11933	1.441362	76.923802	76.345034	870.75516	2,211.550635	622.668489	155.050457	110.040849	186,624	4.062792	0.578768	0.393731	0.71509	0.026203	52.967241	0.178064	0.176725	8.576329	153.268836	1
1,001	3.57093	15.7808	3.88267	76.541675	86.389283	3,574.501381	15,796.58071	3,886.552208	273.324999	335.421039	1,002,001	12.751544	-9.847608	0.226283	1.087299	0.046653	22.249965	0.076465	0.086303	23.2344	162.930959	1
502	2.233365	6.61236	2.450775	75.352494	74.575103	1,121.149034	3,319.404765	1,230.288881	168.289594	182.766774	252,004	4.987917	0.777391	0.337756	1.097346	0.029639	30.429184	0.150105	0.148556	11.296499	149.927597	1
740	2.303763	5.53374	2.771018	77.129223	83.088215	1,704.784263	4,094.967238	2,050.55343	177.687414	230.238953	547,600	5.307322	-5.958992	0.416312	1.202822	0.029869	29.984714	0.104229	0.112281	10.60852	160.217439	1
865	4.364823	10.230112	1.555751	77.651044	86.204615	3,775.571977	8,849.046534	1,345.724847	338.933069	134.112939	748,225	19.051681	-8.553571	0.426664	0.356429	0.056211	55.410246	0.08977	0.099659	16.150686	163.855659	1
711	3.29644	6.438523	2.519928	74.914328	72.601319	2,343.769035	4,577.789691	1,791.668685	246.950609	182.950084	505,521	10.866518	2.313009	0.511987	0.764439	0.044003	28.810861	0.105365	0.102112	12.254891	147.515647	1
620	4.052647	11.636345	2.57395	79.504712	68.046203	2,512.640937	7,214.533956	1,595.848846	322.204505	175.147508	384,400	16.423945	11.458508	0.348275	0.635128	0.050974	26.436482	0.128233	0.109752	18.262942	147.550915	1
728	2.576703	6.121639	3.05105	77.747619	85.787139	1,875.839448	4,456.553246	2,221.164103	200.332487	261.740815	529,984	6.639396	-8.03952	0.420917	1.18409	0.033142	28.117246	0.106796	0.117839	11.749391	163.534758	1
864	4.874107	8.162206	1.827879	81.266514	71.873059	4,211.228879	7,052.14586	1,579.287421	396.101723	131.375252	746,496	23.756924	9.393455	0.597156	0.375018	0.059977	39.320448	0.094058	0.083186	14.864192	153.139572	1
471	3.474479	7.204806	4.414476	77.58517	84.934277	1,636.479546	3,393.463755	2,079.218192	269.568032	374.940327	221,841	12.072003	-7.349107	0.482245	1.270543	0.044783	19.239941	0.164724	0.180328	15.093761	162.519447	1
1,265	2.352544	10.167381	2.472912	76.29126	84.678786	2,975.968328	12,861.737433	3,128.233424	179.478556	209.40317	1,600,225	5.534464	-8.387526	0.231381	1.051164	0.030836	34.242528	0.060309	0.06694	14.992837	160.970046	1
1,087	4.653519	6.749792	1.071707	77.111811	81.44314	5,058.375594	7,337.024278	1,164.945193	358.841311	87.28316	1,181,569	21.655243	-4.331329	0.689431	0.2303	0.060348	75.993799	0.07094	0.074925	12.475018	158.554952	0
610	2.268042	6.989645	0.927802	75.493221	73.676355	1,383.505672	4,263.683232	565.959179	171.221801	68.357065	372,100	5.144015	1.816866	0.324486	0.409076	0.030043	79.409487	0.123759	0.120781	10.185489	149.169576	1
610	2.120361	3.257064	2.473022	83.580903	69.45019	1,293.420188	1,986.809186	1,508.543348	177.221684	171.75184	372,100	4.495931	14.130713	0.651004	1.166321	0.025369	28.083117	0.137018	0.113853	7.850447	153.031093	0

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Predictive Maintenance Engine Sensor Dataset

Engine sensor readings from commercial diesel vehicles for predictive maintenance classification.

Features

Feature	Description	Unit
Engine RPM	Engine revolutions per minute	RPM
Lub Oil Pressure	Lubrication oil pressure	bar
Fuel Pressure	Fuel delivery pressure	bar
Coolant Pressure	Cooling system pressure	bar
Lub Oil Temp	Lubrication oil temperature	°C
Coolant Temp	Engine coolant temperature	°C
Engine Condition	Target: 0=Normal, 1=Needs Maintenance	binary

Dataset Splits

Split	Samples	Purpose
train	75%	Model training
validation	10%	Hyperparameter tuning
test	15%	Final evaluation

All splits are stratified by Engine Condition to maintain class balance.

Usage

from datasets import load_dataset
dataset = load_dataset("jskswamy/predictive-maintenance-data")
train_df = dataset["train"].to_pandas()

License

MIT License

Downloads last month: 120

Size of downloaded dataset files:

3.9 MB

Size of the auto-converted Parquet files:

3.9 MB

Number of rows:

19,535