Datasets:

neuronetties
/

car_fault_type

Unnamed: 0 int64 0 999	battery_voltage float64 11.5 14.5	battery_current float64 5.11 40	engine_temperature float64 70 120	motor_efficiency float64 80 100	tire_pressure float64 30 40	fuel_efficiency float64 10.1 20	speed float64 0.17 120	acceleration float64 0 3	driving_distance float64 0.12 498	ambient_temperature float64 -10 40	humidity float64 20.1 90	road_condition int64 0 2	last_service_distance float64 5.01k 15k	service_frequency int64 5k 15k	repair_cost int64 100 500	downtime int64 1 4	fault_type int64 0 3	time_since_last_fault int64 1 11
0	12.62362	11.479653	83.085284	93.45406	35.719959	13.936355	77.790834	0.116398	360.133962	35.678901	46.154857	0	14,137.962594	5,000	200	1	2	3
1	14.352143	23.966533	82.34894	95.933628	38.054323	14.734357	20.686363	0.560318	343.641502	16.268024	43.303847	2	7,157.749964	15,000	200	1	0	4
2	13.695982	35.553104	115.312729	85.009358	37.601609	18.545474	104.687348	2.493737	47.877099	26.245514	32.330774	2	5,435.949218	5,000	100	1	0	10
3	13.295975	30.627871	82.47731	92.497482	31.538999	13.400044	73.573949	2.300305	461.286202	11.802415	62.508667	1	8,054.10531	10,000	200	2	3	1
4	11.968056	33.22964	83.597486	91.43492	31.492495	18.696497	18.864466	1.051928	284.236101	21.501729	53.363691	0	11,958.023148	10,000	200	2	1	11
5	11.967984	28.057418	107.969913	96.656608	32.681744	10.881344	115.480567	1.130432	181.862761	7.028797	80.599069	0	14,511.12201	5,000	200	4	3	4
6	11.674251	29.22968	92.486992	98.121741	33.610747	17.767984	62.203856	1.600663	378.269292	5.057951	22.247671	0	5,770.32	15,000	100	3	2	4
7	14.098528	34.721848	108.835528	80.243135	34.084556	18.475476	8.747814	0.000723	128.682729	18.911489	65.070755	0	5,284.838105	5,000	200	1	0	9
8	13.303345	13.73838	73.268308	93.480398	36.796972	11.818177	75.219949	0.723733	346.754919	14.906484	73.406421	0	13,841.47213	5,000	100	1	3	8
9	13.624218	22.129874	94.37856	81.036716	30.566804	14.303465	30.383869	0.624695	19.855604	18.976818	73.16406	0	12,481.452691	10,000	100	1	1	2
10	11.561753	12.74233	71.68068	90.977173	30.346727	11.654998	96.443214	0.751449	419.704019	4.333029	82.025178	1	14,922.485792	5,000	500	1	2	7
11	14.40973	39.56838	73.13266	85.752655	33.919106	17.066041	98.138649	2.417718	224.085424	8.347892	71.032362	0	8,967.928815	15,000	100	1	3	6
12	13.997328	38.042077	115.321873	86.135532	36.971637	15.353478	117.473683	0.839022	318.346457	-5.805102	84.946704	0	9,160.509051	5,000	100	1	1	7
13	12.137017	6.379938	76.962269	87.05917	31.934353	16.353233	60.224344	0.574564	110.61891	-7.386181	43.285962	0	6,723.118373	10,000	200	1	2	11
14	12.045475	29.695131	96.621034	92.425849	36.415045	11.96487	54.594826	1.51279	338.536856	2.672856	55.224659	1	6,158.471526	15,000	300	1	0	4
15	12.050214	37.383691	90.55478	86.680999	32.598281	12.117459	90.417073	2.596935	386.120138	-6.287657	20.985576	0	10,787.180106	10,000	200	1	2	5
16	12.412727	11.320137	87.367166	94.653981	38.860861	10.414973	15.896479	0.724049	236.606593	-4.811265	20.487031	1	8,642.850013	5,000	300	4	1	6
17	13.074269	24.878083	114.991667	88.090548	38.956899	13.220675	65.629862	0.235609	308.863462	30.64642	36.808863	2	5,803.164479	5,000	300	2	3	9
18	12.795835	37.04209	71.09117	81.367064	32.972872	15.597447	65.549712	1.069214	228.162962	-8.056315	27.056504	0	13,869.870695	10,000	100	4	3	2
19	12.373687	6.188109	103.189484	95.675197	32.299938	18.579349	10.736775	2.242955	447.045685	22.94714	38.214796	1	6,983.564682	10,000	100	1	2	11
20	13.335559	29.409709	118.169722	85.715166	34.11304	16.669274	50.15809	1.652072	248.93459	3.627887	32.393031	2	12,485.84347	15,000	100	1	3	9
21	11.918482	15.407215	98.008409	88.655338	32.405316	14.353963	102.394176	2.45038	420.904355	33.577284	21.996402	1	7,822.285961	10,000	300	1	0	10
22	12.376434	37.353867	116.841123	93.708878	36.723838	19.531201	102.738435	2.878776	400.676029	14.249614	83.65129	1	13,129.048308	10,000	100	1	3	1
23	12.599086	38.987039	72.612894	86.649123	38.260647	17.192452	11.90852	2.377987	205.252411	5.278823	20.575619	2	6,183.968414	5,000	100	1	3	4
24	12.86821	38.049327	90.939666	81.131713	36.730921	19.301652	10.886506	1.811409	115.042246	15.881947	71.52575	0	12,560.716102	5,000	200	4	3	5
25	13.855528	21.597498	83.00789	87.478421	38.243504	15.27588	31.523457	1.480025	203.041066	9.097901	30.650352	0	5,981.188739	10,000	200	4	0	9
26	12.099021	35.171493	106.541048	98.888972	33.969922	12.589043	104.971928	0.120207	413.108688	18.215053	83.856074	1	9,469.157879	10,000	200	1	1	6
27	13.042703	34.559229	119.064855	92.834688	31.56317	10.528267	15.46831	2.952966	113.816268	-4.273357	82.495716	2	12,340.043506	5,000	200	1	3	4
28	13.277244	16.168517	82.826503	93.429583	37.379509	17.260849	86.399616	1.150443	262.218173	39.849525	65.77308	0	6,732.183812	15,000	100	1	2	2
29	11.639351	34.012042	102.70873	92.645643	33.604745	11.21303	12.139874	0.456685	403.048374	11.277794	67.05639	1	7,856.649888	15,000	200	1	3	5
30	13.322635	6.295267	79.904882	83.979843	36.712708	13.027751	74.776542	2.000127	176.738738	7.411532	20.37374	2	13,647.669921	15,000	200	1	0	8
31	12.011572	25.869446	98.266513	88.366677	32.706439	15.324709	42.728076	0.852865	321.104819	25.510492	88.94101	1	13,851.193209	15,000	500	1	3	8
32	11.695155	13.050309	93.196624	95.018796	30.812296	15.644166	94.669676	1.757335	122.815787	8.19497	81.448282	2	5,449.354525	5,000	100	1	2	6
33	14.346657	9.219841	118.600266	82.027458	39.925818	16.005832	28.042854	1.760304	54.639723	31.663715	82.657436	0	6,680.905854	10,000	300	1	0	11
34	14.396896	7.693362	100.426364	85.557056	31.562015	11.662553	76.70422	1.337189	397.192113	12.713536	66.147118	0	6,174.719403	15,000	200	1	1	1
35	13.925192	29.370107	87.475319	85.526382	39.88421	13.797374	28.281904	2.508356	49.484312	25.977921	44.135085	1	6,796.930947	5,000	100	1	3	8
36	12.413841	16.895624	75.704789	88.640379	39.772799	16.171942	85.639234	0.794901	135.690698	-4.627339	82.555405	0	14,701.877243	10,000	300	1	0	4
37	11.793016	30.366837	77.562341	99.607375	37.938181	19.698189	104.841364	1.345898	427.554711	32.305959	40.406185	0	10,516.552488	15,000	100	4	2	2
38	13.552699	7.287472	81.265846	81.350051	36.59423	17.276311	15.216216	1.613076	173.234644	26.785899	59.389808	2	9,681.123905	10,000	500	1	1	1
39	12.820457	16.035162	82.548333	90.37402	35.778071	19.226038	103.991483	1.990874	486.522675	0.585839	26.981168	0	14,844.673731	15,000	300	3	3	7
40	11.866115	23.882195	112.530803	83.587294	38.661015	17.622121	71.229031	2.351916	489.867167	-2.7357	84.536894	2	10,569.561299	10,000	100	3	3	2
41	12.985531	32.675311	98.061139	99.413531	32.894395	15.91717	15.253259	1.184422	134.13801	5.814617	29.853932	2	11,611.179273	15,000	100	4	1	4
42	11.603166	16.156338	96.169546	82.26607	34.676812	11.920234	51.305023	1.938141	20.489111	38.803529	35.742776	1	8,327.70546	15,000	100	2	3	4
43	14.227961	26.906198	75.738444	88.07202	36.1939	16.666857	19.303235	0.451833	352.531642	2.841579	59.069391	2	8,821.148645	10,000	100	2	3	10
44	12.27634	36.009221	113.006985	94.7577	34.111905	16.233796	84.041747	2.797944	225.493251	12.80636	73.48651	0	10,944.093838	10,000	100	3	3	1
45	13.487567	26.555212	106.140715	94.091089	34.274865	16.024692	91.064176	1.149176	50.376422	-8.498989	63.354591	2	5,697.85784	10,000	100	1	1	2
46	12.435133	13.153582	73.383418	88.454573	33.302847	14.897859	12.695582	2.188564	353.761409	9.861376	36.249374	2	7,558.82886	5,000	200	1	3	1
47	13.060204	5.854027	105.391755	86.930483	35.642318	15.286566	60.736782	0.061023	15.587455	18.566001	20.066013	1	6,968.117495	5,000	100	4	1	6
48	13.140131	35.453461	97.176911	87.952248	38.505745	13.344425	97.755007	0.615561	435.098345	37.656231	73.000541	0	5,158.933931	10,000	300	2	2	3
49	12.054563	5.744429	74.086267	85.285525	32.015284	15.193127	112.339565	1.461248	69.326265	15.836802	88.964513	0	10,369.012705	5,000	300	4	3	1
50	14.408754	35.614559	92.915032	84.106659	39.34433	11.975559	61.622144	2.634757	63.655939	30.955366	76.693918	0	10,610.528395	15,000	200	2	2	8
51	13.825398	23.5128	94.234814	89.660794	36.890877	18.051744	114.033507	1.581765	87.836149	17.356382	52.214463	2	8,839.39223	10,000	300	3	3	4
52	14.318497	37.867369	78.288727	85.370675	38.232732	11.85777	64.282676	2.789611	480.133179	-7.960749	83.263708	0	7,687.274695	5,000	100	2	0	10
53	14.184482	32.957413	117.284907	85.749233	35.561907	10.849663	47.302859	1.451391	346.58468	5.750414	48.689337	0	11,520.59876	10,000	100	2	0	7
54	13.2937	39.927694	112.498769	93.135121	37.795167	14.36246	101.784375	1.471347	400.685768	18.777475	56.745386	2	6,346.591614	15,000	200	2	2	10
55	14.265623	17.274914	103.451117	99.370747	30.162004	16.583074	59.157925	0.35924	198.817493	37.529698	53.399084	1	10,186.150316	15,000	200	4	3	2
56	11.765478	31.85159	93.114778	92.072744	38.183804	14.377168	56.628301	2.407969	168.156364	32.956518	51.333671	1	12,680.739858	5,000	200	3	0	6
57	12.087949	19.067582	90.588277	81.539589	30.401389	12.767541	58.837499	0.740896	117.242003	1.417781	74.263354	2	6,642.97984	15,000	300	3	1	6
58	11.635682	21.795647	102.548673	81.511672	38.899134	15.581712	101.6142	2.698837	240.324014	1.005492	56.873824	1	12,532.595386	10,000	500	2	0	7
59	12.475991	26.962691	97.271593	99.028464	39.919627	13.470023	99.832985	2.732473	275.914367	0.058648	42.170199	1	12,607.945092	5,000	200	1	1	1
60	12.666032	35.578699	73.113655	85.945816	32.940675	19.328677	48.422399	2.82993	315.887422	36.124945	38.071072	1	5,599.266482	10,000	300	1	3	1
61	12.314047	39.442921	95.625132	81.84134	32.103186	19.226451	39.995983	1.560691	128.559252	32.633308	22.642312	0	5,187.843261	10,000	100	4	1	2
62	13.986213	31.889569	110.320181	91.980892	37.653634	15.023718	59.031363	2.031281	474.32704	28.744172	60.823661	1	14,739.35406	10,000	100	2	3	11
63	12.57026	19.621837	92.961994	92.472976	32.530263	13.27884	68.732701	2.335548	84.879249	9.636756	36.097299	0	6,933.826595	15,000	300	1	3	2
64	12.342804	19.747495	72.597829	92.970096	38.655624	17.371324	28.600465	0.393044	482.826587	15.219035	30.369375	1	13,221.392091	10,000	200	1	1	5
65	13.128088	30.815381	109.31391	85.348041	31.028426	10.367129	95.27461	1.802872	7.428061	13.216587	65.768097	0	10,618.50653	15,000	200	3	1	1
66	11.922773	13.3572	80.068189	80.302214	31.259552	14.74769	58.377932	0.102894	240.562846	2.669905	67.684648	2	7,644.721575	10,000	100	3	0	11
67	13.906591	8.866594	82.931042	99.300307	39.791516	13.363234	40.085466	1.492698	166.683919	15.251402	72.650842	2	6,299.704366	15,000	200	3	3	2
68	11.723652	17.411776	78.235318	85.017861	36.738389	19.205359	12.818519	0.464528	224.561707	-8.475173	55.250383	1	9,966.772736	15,000	100	2	3	6
69	14.460661	15.053365	86.510753	93.520526	38.468872	10.12003	28.661419	0.548769	285.332289	-3.409481	82.583822	0	9,073.548116	15,000	200	1	2	3
70	13.816734	15.370784	107.837575	94.132597	33.243294	15.528149	113.913741	1.095143	217.794579	34.32948	85.543993	2	11,988.860851	10,000	100	1	1	4
71	12.096147	13.176271	95.969293	92.200148	36.764837	17.406636	36.611962	1.297312	207.423425	27.583988	76.515966	2	14,041.685495	10,000	100	1	3	1
72	11.516566	6.473262	80.244064	86.258148	35.942418	14.85018	20.263115	1.869517	366.361708	11.14342	64.491544	2	13,052.48087	15,000	100	3	1	5
73	13.946384	5.625588	113.891504	85.421925	36.031501	10.85403	55.280735	0.223285	342.938138	15.857518	41.260467	2	7,744.520502	10,000	100	1	3	4
74	13.620572	39.570284	113.979093	91.953366	36.825325	19.724614	36.850529	1.511075	416.635641	8.499944	88.806145	1	13,789.332185	15,000	300	2	1	8
75	13.687022	19.97206	113.528921	97.321913	35.753592	15.180104	4.21911	0.547875	124.979491	27.038993	39.189532	0	13,333.913141	10,000	100	2	1	3
76	13.813811	18.451433	81.939811	98.934675	34.290624	16.141862	38.777426	1.721926	304.764255	29.209359	34.185985	2	14,291.362337	15,000	100	2	2	10
77	11.722134	28.787655	92.561967	82.118116	32.759227	12.366098	65.293035	1.912214	292.597393	28.16426	50.950788	1	9,586.60821	15,000	200	4	3	1
78	12.575397	12.638886	119.249483	83.096572	37.685813	14.834981	66.205485	1.670128	184.868905	26.130586	23.97884	2	12,685.751724	5,000	200	1	1	10
79	11.847607	38.248641	108.600624	98.894725	32.262724	14.291495	42.787071	2.214887	243.028771	0.225217	88.494613	2	10,916.580655	10,000	100	2	2	5
80	14.08931	32.522076	71.358371	94.730705	36.923543	10.748958	53.676331	1.006828	156.891072	6.898499	61.190349	2	8,105.027525	10,000	100	1	0	1
81	13.369894	8.129385	73.26023	97.659876	32.333328	11.061604	115.86215	2.29532	70.922199	13.492272	58.986646	2	14,944.310025	5,000	500	1	0	11
82	12.492694	19.615327	93.196569	84.052653	36.253302	18.374725	45.281817	1.298301	106.900605	6.53965	65.90574	1	5,383.074668	15,000	200	1	3	5
83	11.690675	35.769141	115.46101	91.751717	37.470783	12.3982	30.987218	1.452553	52.756823	27.74701	54.791655	0	6,622.725726	15,000	100	1	1	9
84	12.432947	38.065621	96.93509	94.022792	32.187139	11.949583	29.216045	1.944306	341.534788	6.467676	22.244446	1	13,925.423625	5,000	200	2	3	5
85	12.47555	21.359053	94.890625	93.602238	30.599433	15.049115	54.931754	0.055075	330.363697	-3.088396	62.86179	1	5,605.628434	5,000	100	2	1	2
86	13.688819	26.469399	75.273685	88.163034	31.309737	17.687471	91.142418	1.961983	475.303186	9.952023	70.132171	1	13,868.206673	15,000	100	1	3	2
87	13.412672	10.846188	102.839005	80.307898	36.05997	10.619465	24.718582	1.855755	364.839207	38.995722	49.172434	2	12,152.214761	10,000	200	1	0	10
88	14.161638	39.690902	111.105158	91.658521	38.494464	15.768079	85.115535	0.929541	26.022919	1.294071	73.01069	0	5,366.840054	5,000	300	2	3	9
89	12.916645	13.10851	89.021	85.062031	30.449968	11.192104	2.537979	0.257383	442.122587	20.607933	35.890091	2	9,293.200429	5,000	100	3	3	5
90	11.858783	37.995612	108.780593	89.005085	37.341513	10.364611	50.271957	0.272806	431.337581	11.648652	35.489361	1	12,544.71475	5,000	300	1	3	11
91	13.639734	27.737633	118.223833	99.15162	33.413186	10.52744	93.103808	2.769671	221.66016	-6.448772	31.299189	2	10,831.002846	5,000	100	2	0	8
92	13.782355	26.270788	80.188323	87.980706	34.785284	18.341641	40.647955	2.067838	292.931525	14.39383	46.039633	0	14,358.71292	5,000	100	2	2	10
93	13.183832	22.944098	96.166482	96.796032	39.288595	11.179725	67.648452	0.381308	488.039166	25.108216	79.290842	0	13,676.440329	5,000	100	2	1	4
94	13.812902	13.073443	84.356898	83.770812	33.319715	10.451514	24.597508	1.07017	266.152182	15.660999	77.953844	2	8,326.476353	15,000	100	1	3	2
95	12.981387	11.178481	109.642721	93.44921	34.653369	14.378999	89.039447	1.777449	452.660914	33.605303	46.797695	1	5,846.271955	15,000	500	2	0	4
96	13.068198	12.717017	98.879668	99.540139	30.136824	18.439935	6.273492	2.506715	41.519379	4.446851	61.238312	2	14,442.570396	5,000	200	2	0	11
97	12.782623	11.525339	101.729121	82.037862	30.815987	12.624084	102.305117	0.130983	95.525934	-5.687541	70.457142	1	10,172.867678	15,000	100	2	3	4
98	11.576257	32.285457	109.895708	80.166399	32.585916	14.217126	23.783566	0.709899	220.377472	36.828281	36.884474	0	5,743.976244	10,000	500	2	2	11
99	11.823674	17.254384	89.798524	88.671656	30.278522	10.399225	104.927764	2.669247	292.378404	8.909817	31.769876	2	13,165.756134	10,000	300	4	2	9

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