High-Speed Train Bogie Vibration & Fault Diagnosis

Condition Monitoring and Fault Diagnosis Using Deep Learning

@kaggle.ziya07_high_speed_train_bogie_vibration_and_fault_diagnosis

Table List

2 tables(99.71 MB)

Dataset2

@kaggle.ziya07_high_speed_train_bogie_vibration_and_fault_diagnosis.dataset2

68.14 MB
15000 rows
488 columns
Only the first 100 columns are shown

condition Condition	vibration_0 Vibration 0	vibration_1 Vibration 1	vibration_2 Vibration 2	vibration_3 Vibration 3	vibration_4 Vibration 4	vibration_5 Vibration 5	vibration_6 Vibration 6	vibration_7 Vibration 7	vibration_8 Vibration 8	vibration_9 Vibration 9	vibration_10 Vibration 10	vibration_11 Vibration 11	vibration_12 Vibration 12	vibration_13 Vibration 13	vibration_14 Vibration 14	vibration_15 Vibration 15	vibration_16 Vibration 16	vibration_17 Vibration 17	vibration_18 Vibration 18	vibration_19 Vibration 19	vibration_20 Vibration 20	vibration_21 Vibration 21	vibration_22 Vibration 22	vibration_23 Vibration 23	vibration_24 Vibration 24	vibration_25 Vibration 25	vibration_26 Vibration 26	vibration_27 Vibration 27	vibration_28 Vibration 28	vibration_29 Vibration 29	vibration_30 Vibration 30	vibration_31 Vibration 31	vibration_32 Vibration 32	vibration_33 Vibration 33	vibration_34 Vibration 34	vibration_35 Vibration 35	vibration_36 Vibration 36	vibration_37 Vibration 37	vibration_38 Vibration 38	vibration_39 Vibration 39	vibration_40 Vibration 40	vibration_41 Vibration 41	vibration_42 Vibration 42	vibration_43 Vibration 43	vibration_44 Vibration 44	vibration_45 Vibration 45	vibration_46 Vibration 46	vibration_47 Vibration 47	vibration_48 Vibration 48	vibration_49 Vibration 49	vibration_50 Vibration 50	vibration_51 Vibration 51	vibration_52 Vibration 52	vibration_53 Vibration 53	vibration_54 Vibration 54	vibration_55 Vibration 55	vibration_56 Vibration 56	vibration_57 Vibration 57	vibration_58 Vibration 58	vibration_59 Vibration 59	vibration_60 Vibration 60	vibration_61 Vibration 61	vibration_62 Vibration 62	vibration_63 Vibration 63	vibration_64 Vibration 64	vibration_65 Vibration 65	vibration_66 Vibration 66	vibration_67 Vibration 67	vibration_68 Vibration 68	vibration_69 Vibration 69	vibration_70 Vibration 70	vibration_71 Vibration 71	vibration_72 Vibration 72	vibration_73 Vibration 73	vibration_74 Vibration 74	vibration_75 Vibration 75	vibration_76 Vibration 76	vibration_77 Vibration 77	vibration_78 Vibration 78	vibration_79 Vibration 79	vibration_80 Vibration 80	vibration_81 Vibration 81	vibration_82 Vibration 82	vibration_83 Vibration 83	vibration_84 Vibration 84	vibration_85 Vibration 85	vibration_86 Vibration 86	vibration_87 Vibration 87	vibration_88 Vibration 88	vibration_89 Vibration 89	vibration_90 Vibration 90	vibration_91 Vibration 91	vibration_92 Vibration 92	vibration_93 Vibration 93	vibration_94 Vibration 94	vibration_95 Vibration 95	vibration_96 Vibration 96	vibration_97 Vibration 97	vibration_98 Vibration 98
normal	0.0437213231438812	0.1586328095787768	0.1845367227424423	0.3608215743389059	0.4428303509140178	0.5316988337859632	0.6946975037779376	0.7527600037639188	0.7767557104508721	0.8953400252455235	0.995294467902578	1.048663049296378	1.0018039425657188	0.9779953535495012	1.009397603730093	0.9585909894952857	0.9595237918078668	0.9266877136388164	0.7121409505524363	0.6986502894863358	0.6604868538153121	0.4180529866588212	0.2467417230637842	0.3018947690801215	0.1624844309573763	-0.0165426800498898	-0.0773301450687449	-0.2254444055101924	-0.3426483549754431	-0.4035472130532825	-0.5683519141755925	-0.7039408706945661	-0.8778374124911471	-0.8677930438243212	-0.9188344778356392	-0.9255021943678178	-0.931678347862158	-1.0123869496347042	-1.028819755498492	-0.8881885172523193	-1.052372483490433	-0.8225681235676435	-0.8566180070463812	-0.8053094047830386	-0.6436363079680978	-0.6146343523062675	-0.4976285412506162	-0.3182846736340596	-0.2778585232417154	-0.1799012263827348	-0.0699818082948851	0.0923510649968628	0.2462138201237989	0.3866181762468707	0.339467315458706	0.6368972665473248	0.6432898231990805	0.73800896239824	0.822832981828127	0.8646989880780502	0.8012711825418086	0.893570569828045	0.9734598259753756	1.1127558433037412	0.9631336273506624	0.964613812174559	0.8964083672950776	0.8966478459738806	0.7631981028696456	0.6288663911674278	0.6256237880967197	0.449303026395412	0.3099426044533689	0.2699902271423531	0.132006340341155	0.0919140514262898	-0.071286898920464	-0.2268384876822354	-0.316449384615336	-0.4301299213887329	-0.4967007375755092	-0.6756164194552201	-0.8117316832032744	-0.8264340400815299	-0.8344955034033978	-0.9343164760142376	-0.9186301381292924	-1.0760005931986447	-0.9746188303586768	-1.017056381056814	-0.8671208865132541	-0.916190366073556	-0.8233602164292613	-0.7850600328760674	-0.7187501342400141	-0.5593137552461259	-0.5406616925644248	-0.4186123192622301	-0.3291483831392305
normal	-0.0045296159579969	0.1333911889166998	0.0444674382618712	0.1580615995483797	0.2605221704989411	0.3394065168162815	0.3676655872891219	0.4135256396584834	0.3940754871900223	0.504948002699434	0.5063831630663925	0.5747154174616368	0.6556529203598687	0.6555096661550804	0.7465666869327496	0.8040144323493206	0.7778471781461231	0.865764883129726	0.8637094792467341	0.8646597057075529	0.9157694880162668	0.9610500575081036	0.9820864658812904	0.9587853071481592	0.9645146622825944	1.0745817604437589	1.009116790055678	1.0902070650933855	0.8647886957549393	0.9086277858942328	1.045590531626566	1.0037299452136268	0.9964453993530376	0.9081844126493742	0.961319279462312	0.8790289435777887	0.9102545186591744	0.8919356498927005	0.8392529419814934	0.7338234292860684	0.7062395831629448	0.7332452641381305	0.6855932188934202	0.6370799901349604	0.5373974722811523	0.4923928613387844	0.4893465747435492	0.5348362977598264	0.3239352445237158	0.2802001440188324	0.2851849861063551	0.2525353197053994	0.2568771023404102	0.1184446314498908	0.1002860604729909	-0.0061696512369885	-0.1244131362821843	-0.1635051912659383	-0.1513174001585468	-0.2277612574788331	-0.2449476654376068	-0.3436261643830161	-0.4187431547023803	-0.4398287050936111	-0.5609101743663941	-0.5278761304023092	-0.6295467984550692	-0.6704170196983071	-0.6961156533207926	-0.8381561337285651	-0.7217639268790244	-0.8523007123004599	-0.8565634498790166	-0.8712248901421696	-0.8673641336899395	-0.8551597508582087	-0.9215040821420006	-0.9138241644922218	-0.8969428187026899	-1.01824646040317	-1.0249449949950336	-1.126373938377079	-1.0575034862184494	-0.9648843155509232	-1.0445955716085322	-0.9350129170797736	-0.9831986307654922	-0.9776880220043784	-0.9116831076365648	-0.8335501278567746	-0.842865658816085	-0.8780011717721974	-0.8705713791627225	-0.8271466003168044	-0.7970455159302348	-0.7129302804809879	-0.693776913519232	-0.6831289586955208	-0.6780104193425801
normal	0.0614508516417079	0.0110809497995482	0.1304724929361407	0.2662571098842558	0.1780388424581768	0.2691750159339053	0.463659837636317	0.4355445327828616	0.5106532820336921	0.6507121541330207	0.640299127278162	0.7027587810935958	0.7884030415215599	0.7895843645047859	0.7891261099361544	0.9050729866474636	0.8970483593150641	0.8624513562690048	0.92002318485588	0.8878195053747404	1.0139636848598188	0.9480839456045352	1.06649316095228	1.001946128235904	0.9562476128525887	0.942826985003556	1.009997820722639	0.9326288967982864	0.9141341856517644	1.0367568573566135	0.9909359170558524	0.8669509140489017	0.8351573608433253	0.7202389018974009	0.78338869778278	0.7323599482803305	0.6425082670730473	0.5799724340031263	0.3937981123911617	0.4291098769090804	0.3814386285938976	0.2853658130993057	0.2162266026947063	0.1475897071932232	0.0622283588944562	-0.0188713906321826	0.0209206723082156	-0.0883971114242261	-0.2800147458778278	-0.3009641874363033	-0.3230053131302713	-0.3873571261188767	-0.4716573999780482	-0.5174516466914982	-0.4720213231789866	-0.6342135560910491	-0.6523481443819976	-0.7156201877650575	-0.6989235304631727	-0.8050674807100329	-0.7511940359969749	-0.8169318934018728	-0.8416379607072609	-0.989522600692339	-1.0437808050138866	-0.9498508402899128	-0.9647253606304088	-0.9937403003371108	-0.999514227019752	-0.9453631411430352	-1.0015489400783	-1.0482260117882092	-0.977575887548814	-0.9066555063712644	-0.9279737454737724	-0.7832828713058082	-0.9024967157720551	-0.8202491660997299	-0.7193137651706972	-0.75165189563143	-0.6646860182317664	-0.6776692593516721	-0.5819419939542748	-0.4999365671684399	-0.4145034601645009	-0.4272989253565275	-0.3132055500856214	-0.1729851944483792	-0.2023150423713609	-0.1492412641413605	-0.053535455811686	0.106738815211415	0.2029589052992277	0.1202822253871928	0.2021767766977185	0.3726112005896813	0.3629473932124415	0.4203689098382263	0.4700333510888967
normal	0.0268500015373135	0.0829404985240864	0.1626079878312013	0.2582762008606199	0.4612304949435837	0.473528198233964	0.3817801983685555	0.6529913141518693	0.7037975431696908	0.6648886916109316	0.8373462286166302	0.9269392575050476	0.8729743148457638	0.909812547786671	1.0340844719260325	1.0718210910120325	0.919733920471726	0.9613665861377998	1.025478483475737	0.9701984136206756	0.9088307156950746	0.827762689824079	0.8007672919636093	0.7873876649408285	0.68269250879643	0.6024674744053106	0.6394352056473066	0.516160412245629	0.3602970539383969	0.3800492013089258	0.2037951313699044	0.09206317925405	0.0669250438205068	-0.0177275368854308	-0.1547128199771983	-0.2911263094259675	-0.4117396081978533	-0.4719998338991015	-0.5187030446886114	-0.5796850108580025	-0.6612417017427067	-0.7969343001033166	-0.8472619447532439	-0.8637389001190049	-0.8810899311444249	-1.0339451397613897	-1.021287118446764	-1.0148304577064085	-0.9805902343474332	-0.9407318327013648	-0.9657076194706622	-0.9223592662371116	-0.9321920617388294	-0.8435751569794158	-0.7432566566530796	-0.8202140083031673	-0.6921442065889329	-0.675348761014865	-0.5744207490145574	-0.5304469237681407	-0.3861527408965733	-0.1960479432254877	-0.200998515513237	-0.0994783190685711	-0.0854772121404693	0.0977275054090392	0.1727972712387737	0.3424364980784942	0.3879690467724448	0.3974995899074377	0.6231254754987088	0.5901450018247894	0.7844650345684511	0.7814035875441029	0.7690042350187444	0.8989626953463477	0.902144154167656	0.9998171092009608	1.0434281636930094	0.921251746002286	1.018515912892302	1.0414185155446278	1.0507442686737385	0.9004858607712616	0.8644673334689612	0.8952393656042155	0.7162702290679355	0.8021542324136558	0.6792493136834958	0.5435675087770815	0.5613257456623981	0.4970894370208616	0.3421014527819341	0.3839686417417722	0.2149623392231858	0.1602699401011433	-0.0750019003959638	-0.0831915334686694	-0.2135622664311706
normal	-0.0241757850247295	0.0806687155136224	0.2624966916242798	0.2375436444631082	0.4423910182766835	0.4878139260233105	0.582899020710285	0.7518060762832893	0.6953782488181602	0.7599262227923135	0.8681721875663274	0.7943155699123026	1.002190199694095	0.9245841904941268	0.9917770985882152	0.9580163441909728	1.0017735677246822	0.9755368330221338	1.046334641776113	0.9705953439961098	1.0210442544416578	0.9028202583508432	0.8423814898600073	0.7966749068085148	0.7662295017357229	0.6269991565610804	0.5123482232589426	0.4997702192684793	0.4341430626872197	0.2762943707140005	0.2259017481638233	0.1253340313675224	-0.0150513076750389	-0.1488269307648461	-0.1594329391955174	-0.196487485453139	-0.266067890204655	-0.4336869114209958	-0.6469234327813188	-0.5755059942290492	-0.7637655714248051	-0.7520829287475833	-0.7549934214217329	-0.8732511969923152	-0.8891273235092134	-1.01074501013398	-0.991018469399376	-1.0275057952038251	-1.0458730887877266	-1.0289796391692374	-0.9724853243648264	-0.9891428016380556	-0.867904841326528	-0.9011223686869926	-0.7561883739910373	-0.7834016189551664	-0.6782265878115004	-0.6001132154643236	-0.6680732587389185	-0.4146780372858187	-0.3682701975255097	-0.3540884032801427	-0.1872192646823008	-0.1043537733061981	-0.0125670754585113	0.1277699583400849	0.1882161392001446	0.1901107736266797	0.2833396569637189	0.4367614821909077	0.5689188210761467	0.7251056910970717	0.780798535313967	0.7997135704132498	0.8242538972478088	0.8723424576563408	0.9069414221400716	0.9626735638931432	0.927148386198699	0.9899017806836132	0.9395350083946392	1.0158262162604768	0.8891099690165473	0.9414247074788002	0.9621332595059936	0.908433212099915	0.798773839974438	0.7920180185270412	0.7306908531734094	0.65289971619239	0.6725087376983017	0.5020245677969173	0.4440244133025464	0.3112287838112592	0.1596520096771596	0.1364120006021578	0.0097450110533433	-0.0705141447165562	-0.1489778413228921
normal	0.0991278481002032	0.0010600637779659	0.0978870904837098	0.1766192777810342	0.2758228169686607	0.3063364458901714	0.3458454876308736	0.3723275440843029	0.5019192884547924	0.4562670525753666	0.575207149649841	0.5188057883805028	0.6497109392627867	0.7810591532836537	0.7174447147931949	0.8488182427256644	0.8026633754644205	0.8989582257413476	0.8293771914821136	0.9625000289666504	0.9955998799168276	0.9863038308090066	0.9626403388662852	1.018597439179011	1.0236676016638355	1.0193372815935804	1.0429250215857948	0.9598639598493988	0.9659468680098496	0.9698682517697854	0.9312861588694098	1.0125810447151782	0.9924210224748368	0.896954597449777	0.875130758004805	0.8570836608862293	0.7661103863629415	0.7244253264704786	0.7257567417182577	0.5720774025852532	0.5406050866765073	0.6122395986695425	0.4854548675929041	0.4254964689747004	0.4270629522077372	0.4092831855560572	0.313580983897864	0.3449544637341167	0.1335986991215923	0.1269125234511538	0.0209015192459529	-0.0376320686642548	-0.0561523049516139	-0.1679938972245029	-0.198558705033351	-0.3244885501648195	-0.2608919982278489	-0.3730896715495176	-0.3944610746780699	-0.4838536446434424	-0.4827321059790521	-0.596061985423996	-0.6200738531194956	-0.792480414939371	-0.5946995412794669	-0.7124241592832458	-0.7843769293717298	-0.8867650916770848	-0.9714058562222798	-1.0142930688054737	-1.0051856779320734	-0.936059035806575	-1.060307566262504	-0.9716080653359904	-0.9873741025334164	-0.997179005696436	-0.9715345686193152	-1.0445894448929118	-0.9403871848080564	-0.9442565375976818	-0.8872048686307121	-0.9680798680284886	-0.986064120127254	-0.86668104710443	-0.8594586114090567	-0.8698594285709729	-0.8163841513478685	-0.7450977067108273	-0.77368318518863	-0.7159121221824913	-0.6590471671729704	-0.5793289453415444	-0.4881753918908946	-0.5484571351676115	-0.4009285209683602	-0.2847691141871992	-0.3192587706663188	-0.328839849113255	-0.1745611817056537
normal	0.0145860462402098	0.0554541029048169	0.1151381249989565	0.1938863795431637	0.1664718217295666	0.2747133131878189	0.3537985822309462	0.4293923021430976	0.4708575479012697	0.4215152161837151	0.594391274147437	0.5607814783705656	0.6545753425967772	0.7926403975037265	0.765297977891621	0.7682741909527435	0.8303335375849543	0.8211007805926483	0.8267222997775823	0.9210161102591806	0.9532123830183904	0.959310329062836	0.9498803863927548	0.9663143469146218	0.9578727511526386	1.0198979444667875	1.003835717420442	0.9943783734077254	1.0464719336635433	1.0618568664349464	0.9422956735561502	1.0167185141397792	0.9012043066384232	0.9706561281287946	0.857730330842377	0.918498622878306	0.9065183015274696	0.8413842785313588	0.7374852071727408	0.9114615113868724	0.7714902652971147	0.6462879336333921	0.7358982462076578	0.5843439580085339	0.6269229934195056	0.5071487806734902	0.4708089061028832	0.3369455873755816	0.4140727495767821	0.3591248468877243	0.2758651762038646	0.2046330965984077	0.1714997986027565	0.1320790706179744	0.0332294777216088	-0.0075519978704573	-0.1324567260638648	-0.1503639026824488	-0.3018342938683885	-0.1881714689089099	-0.3452182353802218	-0.3064472674923091	-0.5266603384786218	-0.4539676584138273	-0.4651602489784856	-0.557913554470136	-0.6360314502700875	-0.6650510581309438	-0.640679133085263	-0.6885552719895978	-0.7581550350232281	-0.8269905801363641	-0.8136770409558026	-0.907467318441528	-0.8995131167182158	-0.934217400217197	-0.8707150391612425	-1.0295045580048998	-0.9192185797978782	-0.9206661644675308	-0.9545181050855758	-1.045888338710383	-0.9450611626451596	-1.0007851764330808	-1.0445561402320909	-0.9656988566412836	-0.937166038043862	-1.022628162622624	-0.9448274570851528	-0.8378259161378687	-0.8382854575455503	-0.7777169502391993	-0.8151721864741481	-0.8171155066186822	-0.8172923492359867	-0.7977496889247748	-0.727939413560301	-0.6031217652108696	-0.6689778539018675
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CREATE TABLE dataset2 (
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);