Upload best predictive maintenance model and experiment artifacts
Browse files- all_model_tuning_results.csv +53 -53
- best_model_metrics.json +1 -1
- model_comparison.csv +5 -5
all_model_tuning_results.csv
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mean_fit_time,std_fit_time,mean_score_time,std_score_time,param_criterion,param_max_depth,param_min_samples_leaf,params,split0_test_accuracy,split1_test_accuracy,split2_test_accuracy,mean_test_accuracy,std_test_accuracy,rank_test_accuracy,split0_test_precision,split1_test_precision,split2_test_precision,mean_test_precision,std_test_precision,rank_test_precision,split0_test_recall,split1_test_recall,split2_test_recall,mean_test_recall,std_test_recall,rank_test_recall,split0_test_f1,split1_test_f1,split2_test_f1,mean_test_f1,std_test_f1,rank_test_f1,split0_test_roc_auc,split1_test_roc_auc,split2_test_roc_auc,mean_test_roc_auc,std_test_roc_auc,rank_test_roc_auc,split0_test_balanced_accuracy,split1_test_balanced_accuracy,split2_test_balanced_accuracy,mean_test_balanced_accuracy,std_test_balanced_accuracy,rank_test_balanced_accuracy,Model,param_max_features,param_max_samples,param_n_estimators,param_learning_rate
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mean_fit_time,std_fit_time,mean_score_time,std_score_time,param_criterion,param_max_depth,param_min_samples_leaf,params,split0_test_accuracy,split1_test_accuracy,split2_test_accuracy,mean_test_accuracy,std_test_accuracy,rank_test_accuracy,split0_test_precision,split1_test_precision,split2_test_precision,mean_test_precision,std_test_precision,rank_test_precision,split0_test_recall,split1_test_recall,split2_test_recall,mean_test_recall,std_test_recall,rank_test_recall,split0_test_f1,split1_test_f1,split2_test_f1,mean_test_f1,std_test_f1,rank_test_f1,split0_test_roc_auc,split1_test_roc_auc,split2_test_roc_auc,mean_test_roc_auc,std_test_roc_auc,rank_test_roc_auc,split0_test_balanced_accuracy,split1_test_balanced_accuracy,split2_test_balanced_accuracy,mean_test_balanced_accuracy,std_test_balanced_accuracy,rank_test_balanced_accuracy,Model,param_max_features,param_max_samples,param_n_estimators,param_learning_rate
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0.13788882891337076,0.0039292546922293095,0.007676283518473308,4.185738271797083e-06,entropy,,1.0,"{'criterion': 'entropy', 'max_depth': None, 'min_samples_leaf': 1}",0.5948176583493282,0.5897485121904397,0.5884046842004224,0.5909902849133967,0.002761407730396925,9,0.6785279805352799,0.6735249621785174,0.6752688172043011,0.6757739199726994,0.0020734664653679533,11,0.6791476407914764,0.6778319123020706,0.6691019786910198,0.6753605105948556,0.004457929381671585,1,0.6788376692530047,0.6756715738351798,0.67217125382263,0.6755601656369382,0.0027226926026222794,1,0.5650283658502837,0.5586562158912951,0.5598628396573602,0.5611824737996464,0.002763711209837853,11,0.5650283658502837,0.5586562158912951,0.5598628396573602,0.5611824737996464,0.002763711209837853,11,Decision Tree,,,,
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0.08994626998901367,0.0008210793182320066,0.007593552271525065,1.8034211348984118e-05,gini,,1.0,"{'criterion': 'gini', 'max_depth': None, 'min_samples_leaf': 1}",0.5838771593090211,0.588788635054713,0.5907083893261662,0.5877913945633001,0.0028766059091773774,10,0.6703263189996951,0.6733454766241651,0.6753878916945543,0.6730198957728049,0.002079163566503829,12,0.6691019786910198,0.6753958587088916,0.6757990867579908,0.6734323080526341,0.003066427073967248,2,0.6697135892748324,0.6743691091517179,0.6755934266585514,0.6732253750283671,0.0025330110834646865,2,0.5537717685662891,0.5582174098739263,0.5606126410920931,0.5575339398441028,0.002834282118376742,12,0.5537717685662892,0.5582174098739263,0.5606126410920931,0.5575339398441028,0.002834282118376693,12,Decision Tree,,,,
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0.04500802357991537,9.764831273949802e-05,0.006967624028523763,1.5590865624450525e-05,entropy,5,4.0,"{'criterion': 'entropy', 'max_depth': 5, 'min_samples_leaf': 4}",0.6216890595009597,0.6143213668650412,0.6248800153580342,0.6202968139080117,0.004421540104455138,1,0.7361610352264558,0.7424876378851274,0.7644020659515296,0.7476835796877043,0.01210061465423595,3,0.6234398782343988,0.5943970767356882,0.5856925418569254,0.6011764989423375,0.016138685923179307,7,0.6751277402340531,0.6602401488246237,0.6632195794553603,0.6661958228380124,0.006431879611130501,3,0.6711127715511277,0.6709625575399023,0.6813964913279982,0.6744906068063427,0.004883582826308458,1,0.6210705884678488,0.6213543825236882,0.6387402418224336,0.6270550709379902,0.00826347581088068,3,Decision Tree,,,,
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0.04507295290629069,9.891399131274747e-05,0.006984551747639974,3.6836163422524324e-05,entropy,5,1.0,"{'criterion': 'entropy', 'max_depth': 5, 'min_samples_leaf': 1}",0.6216890595009597,0.6143213668650412,0.6248800153580342,0.6202968139080117,0.004421540104455138,1,0.7361610352264558,0.7424876378851274,0.7644020659515296,0.7476835796877043,0.01210061465423595,3,0.6234398782343988,0.5943970767356882,0.5856925418569254,0.6011764989423375,0.016138685923179307,7,0.6751277402340531,0.6602401488246237,0.6632195794553603,0.6661958228380124,0.006431879611130501,3,0.6711380734942379,0.6709625575399023,0.6813024299325668,0.6744676869889025,0.004833424237676307,2,0.6210705884678488,0.6213543825236882,0.6387402418224336,0.6270550709379902,0.00826347581088068,3,Decision Tree,,,,
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0.08321317036946614,2.627392453586846e-05,0.007242361704508464,5.443896690421251e-05,entropy,10,1.0,"{'criterion': 'entropy', 'max_depth': 10, 'min_samples_leaf': 1}",0.617658349328215,0.6085621040506816,0.6106738337492801,0.6122980957093922,0.0038870802859011936,5,0.7220886293369976,0.7208229868747783,0.7452204447912603,0.7293773536676786,0.011214666437991646,5,0.6398782343987823,0.6187576126674786,0.5814307458143074,0.6133555309601895,0.0241649070008177,5,0.6785022595222724,0.6659020154022612,0.6532147742818057,0.6658730164021132,0.010323592984137897,5,0.6387473956789026,0.6309272822183907,0.6550699013027781,0.6415815264000237,0.010057857186357972,6,0.6098092470695211,0.6049632219181549,0.621016828208609,0.611929765732095,0.006723194591906959,5,Decision Tree,,,,
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0.03434340159098307,0.00019367498406400128,0.006925900777180989,1.1022974452600878e-05,gini,5,4.0,"{'criterion': 'gini', 'max_depth': 5, 'min_samples_leaf': 4}",0.6224568138195777,0.6097139566135534,0.6252639662123248,0.6191449122151519,0.0067664475568065,3,0.7358625626342162,0.7459693275658671,0.764379214597382,0.7487370349324886,0.011805225194732462,2,0.6258751902587519,0.5776492082825823,0.5866057838660579,0.596710060802464,0.020944508328710774,10,0.6764270439216976,0.6511069160803158,0.6637960730279022,0.6637766776766385,0.01033690800354786,6,0.67179228686078,0.6688457218786085,0.6814650794102849,0.6740343627165578,0.005390251956718781,4,0.6212492834410643,0.6210323963490834,0.6389369875671246,0.6270728891190908,0.008389651720667388,2,Decision Tree,,,,
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0.0347451368967692,0.0005055240182147505,0.0074005921681722,0.0004631306656910802,gini,5,1.0,"{'criterion': 'gini', 'max_depth': 5, 'min_samples_leaf': 1}",0.6224568138195777,0.6099059320406988,0.6250719907851795,0.6191449122151519,0.006619609940085014,3,0.7358625626342162,0.7462627852084972,0.7642857142857142,0.7488036873761427,0.011741976702417473,1,0.6258751902587519,0.5776492082825823,0.5863013698630137,0.596608589468116,0.020993894610613403,11,0.6764270439216976,0.6512186749055956,0.6635658914728683,0.6637372034333872,0.010291986460473529,7,0.6718757832730435,0.6691880348640397,0.6817832584955872,0.6742823588775568,0.005416248344094036,3,0.6212492834410643,0.6212921366088235,0.6387847805656025,0.6271087335384968,0.008256230565776162,1,Decision Tree,,,,
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0.12364459037780762,0.0036212773320497007,0.007665395736694336,2.308354843608786e-05,entropy,,4.0,"{'criterion': 'entropy', 'max_depth': None, 'min_samples_leaf': 4}",0.5978886756238004,0.5768861585717028,0.5885966596275677,0.5877904979410236,0.008593169889687658,11,0.6944444444444444,0.6778656126482213,0.6837194337194337,0.6853431636040331,0.0068649734151206825,9,0.6468797564687976,0.6266747868453106,0.6468797564687976,0.640144766594302,0.009524714022957216,3,0.6698187549251379,0.6512658227848102,0.6647896136399186,0.6619580637832888,0.007834372074128902,8,0.5938430093498587,0.5743454292358068,0.5886871592351044,0.5856251992735899,0.008249064863381228,10,0.5805827353772559,0.5593114193966813,0.5679824977770184,0.5692922175169852,0.008733221827569575,9,Decision Tree,,,,
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0.08177900314331055,0.0009160065597127316,0.0075876712799072266,2.6712103794973468e-05,gini,,4.0,"{'criterion': 'gini', 'max_depth': None, 'min_samples_leaf': 4}",0.5738963531669866,0.5770781339988481,0.5880207333461317,0.5796650735039889,0.006049447405270435,12,0.6775591863954652,0.6864436012418075,0.6897700766411197,0.6845909547594641,0.005154330502225567,10,0.6185692541856925,0.6059683313032886,0.6301369863013698,0.6182248572634502,0.009869816885640316,4,0.6467218332272437,0.64370046902798,0.6586064269805918,0.6496762430786052,0.006433936006241909,12,0.5822559845025598,0.584889823939763,0.5902786875389616,0.5858081653270948,0.003339007255691203,9,0.5581157959240151,0.5668802695477482,0.5731246262068179,0.566040230559527,0.0061560537002636005,10,Decision Tree,,,,
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7.265135606129964,0.07581488870733342,0.2445202668507894,0.0009730358556941224,,,,"{'max_features': 0.8, 'max_samples': 0.8, 'n_estimators': 200}",0.655278310940499,0.6488769437511999,0.6584757151084661,0.6542103232667217,0.003990785315012085,1,0.6704831692237234,0.6707345693499178,0.6713700500682749,0.670862596213972,0.0003732135818783908,6,0.891324200913242,0.8702801461632156,0.898021308980213,0.8865418853522234,0.011819360817564269,1,0.7652901202300052,0.7575878064943671,0.7683292095324912,0.7637357120856212,0.004520809169190179,1,0.6692316511494594,0.6573235047534682,0.6754294863883905,0.6673282140971061,0.007513274794222083,5,0.5718958666903873,0.5707244886660234,0.5737507792302312,0.5721237115288806,0.0012459383605872615,6,Bagging,0.8,0.8,200.0,
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8.526625394821167,0.09976908722734418,0.2552604675292969,0.001171148673794067,,,,"{'max_features': 0.8, 'max_samples': 1.0, 'n_estimators': 200}",0.6508637236084452,0.6463812631983106,0.6517565751583797,0.6496671873217119,0.00235191680424257,5,0.6681192660550459,0.6695672624647225,0.6684994272623138,0.6687286519273608,0.0006129607713976016,8,0.8867579908675799,0.8669305724725944,0.8882800608828006,0.880656208074325,0.009725361305590957,2,0.7620667102681491,0.7555732484076433,0.7628758169934641,0.7601719252230855,0.003268489433250136,2,0.6661240190555259,0.6505799073034152,0.6710103412158206,0.6625714225249205,0.008710773560912672,6,0.5675348395896341,0.5685302213012322,0.5681005294018993,0.5680551967642552,0.00040762521509576596,8,Bagging,0.8,1.0,200.0,
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3.6618361473083496,0.049349739024806154,0.12541119257609049,0.0006910477231411045,,,,"{'max_features': 0.8, 'max_samples': 0.8, 'n_estimators': 100}",0.6531669865642994,0.6461892877711652,0.6567479362641582,0.6520347368665409,0.004384271625800652,3,0.672100605496041,0.6715884734460585,0.6745976207137858,0.6727622332186284,0.0013145481485260307,5,0.8785388127853881,0.8587088915956151,0.8803652968036529,0.8725376670615521,0.00980681001932564,3,0.7615780445969125,0.7537084057196312,0.7638668779714739,0.7597177760960059,0.004350792172655748,3,0.6650278914388503,0.6508396475631555,0.6696139764632916,0.6618271718217658,0.00799175871186535,7,0.5735551206784084,0.5711726276159894,0.5776566608758389,0.5741281363900789,0.0026779260735470254,5,Bagging,0.8,0.8,100.0,
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4.270479440689087,0.04999238375446184,0.1309049129486084,0.00022866442407841727,,,,"{'max_features': 0.8, 'max_samples': 1.0, 'n_estimators': 100}",0.6489443378119002,0.6465732386254559,0.6492608946054905,0.6482594903476155,0.0011993430712288024,8,0.6688311688311688,0.6714183891660727,0.6703271028037383,0.6701922202669932,0.0010605257310642765,7,0.8779299847792998,0.8605359317904994,0.8733637747336378,0.8706098971011457,0.007363248891413584,4,0.7592470712123206,0.7543040170826104,0.7584930601454065,0.7573480494801125,0.0021743555520412645,4,0.6607806440135208,0.6448153977569324,0.6636825708743517,0.656426204214935,0.008295115624281478,8,0.5680559014805591,0.5710471866744704,0.5699978956828272,0.5697003279459523,0.00123918163757376,7,Bagging,0.8,1.0,100.0,
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| 18 |
+
9.48587449391683,0.08346481925513681,0.2333813508351644,0.0004291562827922872,,,,"{'max_features': 1.0, 'max_samples': 0.8, 'n_estimators': 200}",0.6527831094049904,0.6521405260126704,0.653100403148397,0.6526746795220193,0.0003992983918187427,2,0.6927899686520376,0.6956406166932483,0.6944736842105264,0.6943014231852708,0.0011701293259952668,2,0.8073059360730593,0.7968940316686967,0.8033485540334856,0.8025161739250805,0.004291198808029296,5,0.7456769295655842,0.742832812943514,0.744954128440367,0.7444879569831552,0.0012069898399526288,5,0.6762580007511514,0.6662466583355744,0.6770744928279174,0.6731930506382144,0.004923138520936126,1,0.5981984225819842,0.6010444184317509,0.5999591003015661,0.5997339804384337,0.0011727268249127557,2,Bagging,1.0,0.8,200.0,
|
| 19 |
+
4.75563104947408,0.046630806131247184,0.1208196481068929,0.0006713643195980695,,,,"{'max_features': 1.0, 'max_samples': 0.8, 'n_estimators': 100}",0.6554702495201535,0.6492608946054905,0.6509886734497984,0.6519066058584809,0.002616737414446289,4,0.696259220231823,0.6950468540829987,0.6952355602874634,0.6955138782007616,0.0005326371906847308,1,0.8045662100456621,0.7904993909866017,0.7951293759512937,0.7967316589945193,0.005853450994814477,7,0.746504730970202,0.7397065108989884,0.7418347060494178,0.7426819826395361,0.0028392906683752934,6,0.6725024807764535,0.6630994827340746,0.6729343674549154,0.6695121103218145,0.004537839130396782,3,0.6028025855423116,0.599405539649145,0.6000075154184743,0.600738546869977,0.0014800417645874173,1,Bagging,1.0,0.8,100.0,
|
| 20 |
+
11.11181902885437,0.12331752873220936,0.24479913711547852,0.002089420399699554,,,,"{'max_features': 1.0, 'max_samples': 1.0, 'n_estimators': 200}",0.6489443378119002,0.6425417546554041,0.6571318871184488,0.6495393265285844,0.0059712366112910625,6,0.6901776384535006,0.6901069518716577,0.6971849513285977,0.6924898472179186,0.0033200653714246463,4,0.8042617960426179,0.785931790499391,0.806697108066971,0.79896356486966,0.00926833475126248,6,0.7428651764375088,0.7349088838268792,0.7479537115438893,0.7419092572694258,0.005368253510751898,7,0.6750888928423175,0.6624225287501779,0.6750601233477945,0.6708571816467633,0.005964211824729298,2,0.594078949969361,0.5919269342107345,0.6042321299170614,0.5967460046990524,0.005365901355853673,4,Bagging,1.0,1.0,200.0,
|
| 21 |
+
5.5627923011779785,0.061346452359652776,0.12591814994812012,0.00073667377480531,,,,"{'max_features': 1.0, 'max_samples': 1.0, 'n_estimators': 100}",0.654510556621881,0.6436936072182761,0.6504127471683625,0.6495389703361732,0.00445901432040686,7,0.6966887417218544,0.6914209115281501,0.6935483870967742,0.6938860134489261,0.0021637933362001296,3,0.8006088280060882,0.7853227771010962,0.7984779299847793,0.7948031783639878,0.006759866254760936,8,0.7450424929178471,0.735386370116909,0.7423234753077685,0.7409174461141749,0.004065535262555829,8,0.6714852635948525,0.6602629039657055,0.6716714607125567,0.6678065427577048,0.005334699742239712,4,0.6029018166004467,0.5937003495895091,0.5980435387969635,0.5982152349956399,0.003758444578707453,3,Bagging,1.0,1.0,100.0,
|
| 22 |
+
6.09118405977885,0.04331902135944429,0.3563053607940674,0.00042416874233172376,,,1.0,"{'max_depth': None, 'min_samples_leaf': 1, 'n_estimators': 300}",0.6575815738963532,0.652524476866961,0.6575158379727395,0.6558739629120179,0.002368596332209777,1,0.689376734796871,0.6893627954779034,0.6891857827073355,0.6893084376607033,8.69166433718923e-05,8,0.8316590563165905,0.8169914738124239,0.8322678843226788,0.8269728048172311,0.007062242059284651,1,0.7538631346578366,0.7477703455964325,0.7539988968560397,0.7518774590367697,0.0029046965937326906,1,0.6815863527644349,0.6718684056503789,0.6815096972631219,0.6783214852259786,0.0045631236394409296,7,0.5960892684180356,0.5944697628802379,0.5957077467351439,0.5954222593444725,0.0006912919472088115,8,Random Forest,,,300.0,
|
| 23 |
+
4.06922968228658,0.04755749719338342,0.23866661389668783,0.0015668949474742914,,,1.0,"{'max_depth': None, 'min_samples_leaf': 1, 'n_estimators': 200}",0.6562380038387716,0.651372624304089,0.6577078133998848,0.6551061471809152,0.0027073332315919207,2,0.6901731160896131,0.6887860082304527,0.6900303643724697,0.6896631628975118,0.0006229739136564066,7,0.8252663622526636,0.8154689403166869,0.8301369863013699,0.82362409629024,0.006099763458293252,2,0.751698322473312,0.7467930842163971,0.7536271935885035,0.7507062000927375,0.002876860886568975,2,0.6800455434975983,0.6725369758134679,0.6795740419028091,0.677385520404625,0.0034338381759387716,8,0.5965292850224357,0.5934487558726291,0.5967212998034916,0.5955664468995189,0.0014994841075211785,7,Random Forest,,,200.0,
|
| 24 |
+
5.381135861078898,0.035724791636587115,0.3015635808308919,0.00011883842211076239,,,4.0,"{'max_depth': None, 'min_samples_leaf': 4, 'n_estimators': 300}",0.6564299424184261,0.6496448454597812,0.653676329429833,0.6532503724360135,0.002786331483628731,3,0.7200471003826906,0.7193984962406015,0.7207153502235469,0.7200536489489463,0.0005376233290386067,5,0.7445966514459665,0.728380024360536,0.7360730593607306,0.736349911722411,0.006623304005786753,3,0.732116132894343,0.7238614011196853,0.7283132530120482,0.7280969290086922,0.0033734498883394885,3,0.6879767538397675,0.678729613869687,0.6935887942737258,0.6867650539943936,0.006126443936270707,6,0.6252853387099963,0.6218523498426056,0.6245334111772468,0.6238903665766163,0.0014734275029574429,5,Random Forest,,,300.0,
|
| 25 |
+
3.5796401500701904,0.031737681071402075,0.20278096199035645,0.0005103463157393871,,,4.0,"{'max_depth': None, 'min_samples_leaf': 4, 'n_estimators': 200}",0.655662188099808,0.6456133614897294,0.6559800345555769,0.6524185280483714,0.004813728666394778,4,0.7195876288659794,0.7169583584791792,0.7215791035915702,0.7193750303122429,0.001892391777127449,6,0.7436834094368341,0.7235079171741778,0.7400304414003044,0.7357405893371055,0.008777423504013946,4,0.731437125748503,0.7202182479539254,0.7306883077847911,0.7274478938290732,0.005121263951781495,4,0.6884105240269625,0.6785075217109321,0.6934638009980476,0.6867939489119808,0.006211954005803853,5,0.6245689774456897,0.6181175949507253,0.6262522269371584,0.6229795997778579,0.0035059616290852844,6,Random Forest,,,200.0,
|
| 26 |
+
4.104273080825806,0.0034245109339529982,0.1844182014465332,0.0015423616986451067,,10,1.0,"{'max_depth': 10, 'min_samples_leaf': 1, 'n_estimators': 300}",0.6431861804222648,0.637742368976771,0.6446534843540027,0.6418606779176795,0.002973056407873761,5,0.7420230821452818,0.7465584186374867,0.7544357700496807,0.7476724236108163,0.00512831749949597,3,0.6654490106544901,0.6440316686967114,0.6471841704718417,0.6522216166076811,0.009441311060536733,5,0.7016530251965977,0.691515448749387,0.6967065377683107,0.6966250039047651,0.004139049801096765,5,0.6920834173436914,0.6879731717734153,0.7022288357904796,0.6940951416358621,0.005991174904954638,3,0.6353219079246477,0.6355223278548492,0.643758405402241,0.6382008803939127,0.003930615320850091,2,Random Forest,,,300.0,
|
| 27 |
+
2.7387638092041016,0.0076606448656437705,0.12501764297485352,0.0004983305347920217,,10,1.0,"{'max_depth': 10, 'min_samples_leaf': 1, 'n_estimators': 200}",0.6437619961612284,0.6348627375695911,0.6429257055096947,0.6405168130801714,0.004012586275123873,6,0.7419573315272604,0.7453835227272727,0.7538297114356964,0.7470568552300764,0.004989213860670748,4,0.6669710806697108,0.6391595615103532,0.6441400304414003,0.6500902242071548,0.012108502629016388,6,0.7024687399807631,0.6881967213114754,0.6946815495732108,0.6951156702884832,0.005834607945737559,6,0.6924673743303882,0.687208978597529,0.7011556340323464,0.6936106623200878,0.005750804582834391,4,0.6355634624127775,0.6333460145214104,0.6424962106468957,0.6371352291936946,0.0038973803504325963,4,Random Forest,,,200.0,
|
| 28 |
+
4.022473335266113,0.0067105178240632266,0.18398896853129068,0.00132165752235652,,10,4.0,"{'max_depth': 10, 'min_samples_leaf': 4, 'n_estimators': 300}",0.6418426103646833,0.6367824918410443,0.6406220003839509,0.6397490341965595,0.002156038395076345,7,0.7432293452176894,0.7492836676217765,0.755885548714234,0.7494661871845665,0.005168485063638917,1,0.6599695585996956,0.6370280146163215,0.6353120243531203,0.6441031991897125,0.011241060932756633,8,0.6991293131247984,0.6886109282422647,0.6903738008600728,0.6927046807423786,0.004599554754073641,7,0.6947276285358477,0.6885649429742,0.7038293825965058,0.6957073180355179,0.006270067670159978,1,0.6354393247543932,0.6366958254899789,0.642500087020635,0.6382117457550024,0.003075397170288461,1,Random Forest,,,300.0,
|
| 29 |
+
2.6882193088531494,0.005069442845656718,0.12487951914469402,0.001253441765976828,,10,4.0,"{'max_depth': 10, 'min_samples_leaf': 4, 'n_estimators': 200}",0.6435700575815739,0.6352466884238818,0.6398540986753696,0.6395569482269418,0.0034044913791006458,8,0.7438524590163934,0.7496392496392497,0.753691033489377,0.7490609140483401,0.0040373457416885425,2,0.663013698630137,0.6327649208282582,0.6371385083713851,0.6443057092765935,0.0133485009455138,7,0.7011105746016417,0.6862615587846763,0.6905311778290993,0.6926344370718058,0.0062418529441528705,8,0.6943376623376623,0.6882767293607731,0.702594797115345,0.6950697296045935,0.005868202900298748,2,0.6367016545098737,0.6361227201543889,0.6408145764310148,0.6378796503650924,0.002088721220637638,3,Random Forest,,,200.0,
|
| 30 |
+
0.8062814871470133,0.0019658674685357398,0.0420987606048584,0.0005254124880545981,,,,"{'learning_rate': 0.05, 'n_estimators': 100}",0.6305182341650671,0.6304473027452486,0.6523325014398157,0.6377660127833772,0.010300103612753736,8,0.6305182341650671,0.6304473027452486,0.6502242152466368,0.6370632507189842,0.009306252317310715,8,1.0,1.0,0.9710806697108066,0.9903602232369355,0.013632703036574764,2,0.7733961153619776,0.7733427528552926,0.778903674764986,0.7752141809940855,0.002608957020652202,1,0.6751562592658483,0.674869022573042,0.6836728720290363,0.6778993846226422,0.004084155877964389,8,0.5,0.5,0.5395943889094574,0.5131981296364858,0.01866497392987652,8,AdaBoost,,,100.0,0.05
|
| 31 |
+
0.4034566084543864,0.0010280132565258322,0.024568875630696613,0.0003737808409160967,,,,"{'learning_rate': 0.1, 'n_estimators': 50}",0.6305182341650671,0.6304473027452486,0.6550201574198503,0.6386618981100555,0.011567072333465926,7,0.6305182341650671,0.6304473027452486,0.6541649399088272,0.638376825606381,0.011163920241471602,7,1.0,1.0,0.9610350076103501,0.98701166920345,0.018368273565069107,3,0.7733961153619776,0.7733427528552926,0.778449019849587,0.775062629355619,0.002394638778954249,2,0.6745724169285813,0.6747892180900706,0.6872364461405558,0.6788660270530693,0.005919441835231044,7,0.5,0.5,0.5467856950733663,0.5155952316911221,0.02205498816593556,7,AdaBoost,,,50.0,0.1
|
| 32 |
+
0.8062779903411865,0.0006493762623544113,0.04150255521138509,0.000499137986925465,,,,"{'learning_rate': 0.1, 'n_estimators': 100}",0.6495201535508637,0.6511806488769437,0.6603954693799193,0.6536987572692422,0.004783567427624863,5,0.6551797489895766,0.6550412175015853,0.6637149028077753,0.6579786230996457,0.004056556537320432,6,0.9375951293759512,0.9436662606577345,0.9354642313546423,0.9389085404627759,0.0034748724374132575,4,0.7713498622589532,0.7733000623830318,0.7765003158559697,0.7737167468326516,0.002123207088607735,3,0.684342208780565,0.6846833130328869,0.6949017774360241,0.6879757664164919,0.004899408774518843,5,0.5477586036490146,0.5479370264327633,0.5631063360515415,0.5529339887111065,0.007193304594472161,6,AdaBoost,,,100.0,0.1
|
| 33 |
+
0.4080772399902344,0.004563370796328954,0.024419069290161133,0.0002447919149151966,,,,"{'learning_rate': 0.05, 'n_estimators': 50}",0.6305182341650671,0.6304473027452486,0.630639278172394,0.6305349383609032,7.925870625492257e-05,9,0.6305182341650671,0.6304473027452486,0.630639278172394,0.6305349383609032,7.925870625492257e-05,9,1.0,1.0,1.0,1.0,0.0,1,0.7733961153619776,0.7733427528552926,0.7734871674122911,0.7734086785431872,5.962251369988838e-05,4,0.6501485303129139,0.6550815445212521,0.6559254723638286,0.6537185157326648,0.0025477637872972627,9,0.5,0.5,0.5,0.5,0.0,9,AdaBoost,,,50.0,0.05
|
| 34 |
+
1.6115877628326416,0.00276914986924254,0.0765533447265625,0.0008351193542028455,,,,"{'learning_rate': 0.05, 'n_estimators': 200}",0.6499040307101728,0.6481090420426185,0.661355346515646,0.6531228064228124,0.005867227247700903,6,0.6553924696873006,0.6549882503738518,0.6647887323943662,0.6583898174851729,0.004527724397138437,5,0.9378995433789954,0.9336175395858709,0.9339421613394217,0.9351530814347626,0.001946558455164502,5,0.7716003005259203,0.7698681732580037,0.7767088607594936,0.7727257781811393,0.002903879742408751,5,0.6844167704441675,0.6843388645459291,0.6944349512842664,0.6877301954247876,0.004741085015314232,6,0.5481705509102769,0.5473282503124159,0.5649440536426837,0.5534809516217921,0.008112927894429368,5,AdaBoost,,,200.0,0.05
|
| 35 |
+
1.6061070760091145,0.002826394460582308,0.07395776112874348,0.0010437960189268907,,,,"{'learning_rate': 0.1, 'n_estimators': 200}",0.655278310940499,0.6588596659627568,0.6698022653100403,0.6613134140710987,0.006178024089006809,4,0.6693199909028883,0.6728607478779537,0.6736958934517203,0.6719588774108541,0.0018968673356859497,4,0.8958904109589041,0.8931181485992692,0.923896499238965,0.9043016862657128,0.013901771619478642,6,0.766206717000781,0.7674996729033102,0.7792041078305519,0.7709701659115478,0.00584615448453781,6,0.6942756725770425,0.6901180062325007,0.6988983187613325,0.6944306658569586,0.0035862226379673404,3,0.5702828678171143,0.5761694639100242,0.5799316176028505,0.5754613164433297,0.003970784786653245,4,AdaBoost,,,200.0,0.1
|
| 36 |
+
0.800817092259725,0.0006726893443055925,0.03908395767211914,0.00026641865400643514,,,,"{'learning_rate': 0.5, 'n_estimators': 100}",0.662763915547025,0.6617392973699366,0.6749856018429641,0.6664962715866419,0.00601741953292746,2,0.6819914244878513,0.6863369245837414,0.6964461994076999,0.6882581828264308,0.0060554963695361175,2,0.8715372907153729,0.8535322777101096,0.8590563165905631,0.8613752950053485,0.007531195965055626,8,0.7652011225444341,0.76085776330076,0.7692517377674799,0.7651035412042247,0.003427520330642744,7,0.697882780841685,0.6904447379660534,0.7018283826503005,0.6967186338193464,0.004719694219721682,2,0.5890153986044397,0.5940388661277821,0.6098815886487119,0.5976452844603112,0.008892099925695174,2,AdaBoost,,,100.0,0.5
|
| 37 |
+
0.40249792734781903,0.0004638352556524501,0.02368028958638509,0.00020889661509132073,,,,"{'learning_rate': 0.5, 'n_estimators': 50}",0.6596928982725527,0.6580917642541755,0.6692263390286043,0.6623370005184442,0.004915156583933869,3,0.6809478219243658,0.6801726204747063,0.68675274988044,0.6826243974265042,0.0029362907224169724,3,0.8660578386605784,0.8638855054811205,0.8742770167427701,0.8680734536281564,0.004475332713768583,7,0.7624279780249229,0.7610999329309188,0.7692513727065756,0.7642597612208059,0.003571000313785024,8,0.6951862262547194,0.6883536074157268,0.6953878272371423,0.6929758869691961,0.0032694812984981874,4,0.586795153096523,0.5854492462470537,0.5967019179347947,0.5896487724261238,0.005017503528430917,3,AdaBoost,,,50.0,0.5
|
| 38 |
+
1.6030177275339763,0.008754943691331212,0.06871493657430013,0.0002794215793546456,,,,"{'learning_rate': 0.5, 'n_estimators': 200}",0.663531669865643,0.6623152236513726,0.6749856018429641,0.6669441651199932,0.005707799562891175,1,0.686284046692607,0.6879467586886863,0.6967375185368265,0.6903227746393732,0.004586418882447892,1,0.8590563165905631,0.8498781973203411,0.8581430745814308,0.855692529497445,0.004128223729490326,9,0.7630120319048262,0.7603868682740771,0.769062883644796,0.764153927941233,0.0036328368709783,9,0.6985893376030363,0.6905342708448676,0.7028193894632251,0.6973143326370431,0.00509576707436404,1,0.5944632232303465,0.5961079298290017,0.6102045934237715,0.6002585821610399,0.007064871783583102,1,AdaBoost,,,200.0,0.5
|
| 39 |
+
1.9754987557729085,0.011880528369252972,0.019197463989257812,7.444388677665626e-05,,3,,"{'learning_rate': 0.05, 'max_depth': 3, 'n_estimators': 100}",0.6690978886756238,0.6653868304856978,0.6794010366673066,0.6712952519428761,0.005928507272569399,2,0.6922887410692289,0.6946198534983582,0.7000247708694575,0.6956444551456816,0.003240256745926102,8,0.8554033485540334,0.8373934226552984,0.8602739726027397,0.8510235812706904,0.009840957357443114,1,0.7652505446623094,0.7593538588982466,0.7719202403714832,0.765508214644013,0.005133438171916206,1,0.7003225207060824,0.6936004555736589,0.7059647107592314,0.6999625623463243,0.005054099266210146,1,0.6032860898614323,0.6046707373016752,0.6154280465924302,0.6077949579185126,0.005426929405680545,6,Gradient Boosting,,,100.0,0.05
|
| 40 |
+
1.977106253306071,0.0010144655784352571,0.01637125015258789,0.0001411482288335534,,3,,"{'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 100}",0.6696737044145873,0.6682664618928778,0.6811288155116145,0.6730229939396932,0.005760401629261385,1,0.6953046953046953,0.6992827868852459,0.7028985507246377,0.6991620109715263,0.0031013545589788382,1,0.8474885844748858,0.8313032886723508,0.8563165905631659,0.8450361545701343,0.010357835269287801,2,0.7638907943476472,0.7595993322203672,0.7720598325785646,0.7651833197155264,0.00516842875312007,2,0.6987655814505129,0.6941192242592973,0.7068338095735356,0.6999062050944486,0.005252995123488434,2,0.606861175354326,0.6107165794011105,0.6191666112898989,0.6122481220151118,0.0051390761475190345,1,Gradient Boosting,,,100.0,0.1
|
| 41 |
+
3.9726579984029136,0.024639843441657944,0.025338411331176758,0.00024294474951008435,,3,,"{'learning_rate': 0.05, 'max_depth': 3, 'n_estimators': 200}",0.6673704414587333,0.6642349779228259,0.6784411595315799,0.6700155263043798,0.006093781221087953,3,0.6943887775551102,0.6985769728331177,0.7015523284927391,0.6981726929603224,0.002938445980521166,4,0.8438356164383561,0.8221680876979294,0.8529680365296803,0.8396572468886553,0.012916482779250704,3,0.7618524117081215,0.7553503986571548,0.7698859733479874,0.7623629279044213,0.005945093382401225,3,0.6975348791239202,0.693082556907161,0.7062425439137767,0.698953326648286,0.005465364247581188,3,0.6050346913360611,0.6084866412515622,0.6167127084935304,0.610078013693718,0.004898528409619663,3,Gradient Boosting,,,200.0,0.05
|
| 42 |
+
3.193117539087931,0.005202317555883593,0.024252573649088543,0.00014989702176755756,,5,,"{'learning_rate': 0.05, 'max_depth': 5, 'n_estimators': 100}",0.6679462571976967,0.661931272797082,0.6749856018429641,0.668287710612581,0.00533487391512629,5,0.6955974842767295,0.6961112541849086,0.699298948422634,0.6970025622947573,0.001637280634846625,5,0.8417047184170472,0.8230816077953715,0.8502283105022831,0.8383382122382339,0.01133536912656871,4,0.7617079889807162,0.7542904981163667,0.7674131061959061,0.7611371977643296,0.005372464528303928,4,0.6943548992864061,0.6900319534302481,0.7035771018647732,0.6959879848604759,0.005649070005909814,5,0.6065666449228093,0.6050472974041793,0.6130039681409545,0.6082059701559811,0.0034489314981550247,5,Gradient Boosting,,,100.0,0.05
|
| 43 |
+
3.963209788004557,0.0019574235266032586,0.02231431007385254,0.00012942300995187183,,3,,"{'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 200}",0.6644913627639155,0.663083125359954,0.6797849875215972,0.6691198252151556,0.007563290660091326,4,0.6937232165364255,0.6971885478462729,0.7049429657794677,0.6986182433873888,0.00469067978544695,2,0.8377473363774733,0.8230816077953715,0.8465753424657534,0.8358014288795328,0.009689472265762864,5,0.7589630446773304,0.7549224968579807,0.7692946058091287,0.7610600491148133,0.006051856444322611,5,0.695481389234814,0.6922739136624642,0.701727992481417,0.6964944317928984,0.003925522725031752,4,0.6032892526043211,0.6066057389626208,0.6207928687380742,0.6102292867683387,0.007591298460065411,2,Gradient Boosting,,,200.0,0.1
|
| 44 |
+
3.2240475018819175,0.0034812178396905775,0.020634174346923828,0.0002433012245066402,,5,,"{'learning_rate': 0.1, 'max_depth': 5, 'n_estimators': 100}",0.663531669865643,0.6596275676713381,0.6746016509886734,0.6659202961752182,0.006342183879060417,6,0.6940222897669707,0.6988681231903132,0.7018791264601321,0.6982565131391386,0.003236564108925301,3,0.8340943683409436,0.8084652862362972,0.841400304414003,0.8279866529970813,0.014122251841985447,7,0.7576386008571824,0.7496823379923762,0.7653329641423231,0.757551300997294,0.006389639565760768,6,0.6874949099606633,0.6837516807187941,0.699689890100849,0.6903121602601022,0.006804866102715128,7,0.603280950404238,0.6070897859752915,0.6156065971134465,0.6086591111643253,0.005152829505023249,4,Gradient Boosting,,,100.0,0.1
|
| 45 |
+
6.476694663365682,0.03542641232478936,0.033455610275268555,0.0003860232163624923,,5,,"{'learning_rate': 0.05, 'max_depth': 5, 'n_estimators': 200}",0.6614203454894434,0.66077942023421,0.6709541178729123,0.6643846278655219,0.004652694238367021,7,0.6924829157175398,0.6980934969966048,0.6986093552465233,0.6963952559868893,0.0027744467581703016,7,0.8328767123287671,0.8139464068209501,0.8410958904109589,0.8293063365202253,0.011367623684884025,6,0.7562189054726368,0.7515816111345424,0.7632596685082873,0.7570200617051555,0.004801086299842103,7,0.6902778074284923,0.6883379470711992,0.6991498875060519,0.6925885473352479,0.004706672793612974,6,0.600853940579968,0.6067134631507348,0.6107766354341697,0.6061146797216241,0.0040729902601269454,7,Gradient Boosting,,,200.0,0.05
|
| 46 |
+
6.482612768809001,0.005315164187843359,0.02933216094970703,0.0001908017081112728,,5,,"{'learning_rate': 0.1, 'max_depth': 5, 'n_estimators': 200}",0.6614203454894434,0.653100403148397,0.6698022653100403,0.6614410046492937,0.006818522323656207,8,0.6938567422890645,0.6955255493778131,0.7003841229193342,0.6965888048620705,0.00276882148716835,6,0.8286149162861491,0.7999390986601705,0.832572298325723,0.8203754377573476,0.014540705735346085,8,0.7552719200887902,0.7440872397677383,0.760778859527121,0.75337933979455,0.006944491230491695,8,0.6799150012848644,0.6761141781482829,0.6939602932753617,0.6833298242361696,0.007675359627787637,8,0.6023594061950226,0.6012682506287865,0.6122320951088074,0.6052865839775389,0.004931379034534084,8,Gradient Boosting,,,200.0,0.1
|
| 47 |
+
0.14392558733622232,0.0010518776307089995,0.026492595672607422,0.0003416818572666946,,5,,"{'learning_rate': 0.1, 'max_depth': 5, 'n_estimators': 200}",0.6353166986564299,0.630639278172394,0.6369744672681896,0.6343101480323379,0.00268247564002822,6,0.7377274287675936,0.7490842490842491,0.7485734664764622,0.7451283814427683,0.005237416671937682,8,0.6541856925418569,0.6227161997563947,0.6389649923896499,0.6386222948959671,0.012849651752030648,1,0.6934494998386577,0.680079813767875,0.6894399737231073,0.68765642910988,0.005601957987962744,1,0.6783854197552828,0.6796981824509231,0.6880718442362278,0.6820518154808113,0.004290407605795217,8,0.62865128782937,0.6334360219561195,0.6362704379827667,0.632785915922752,0.00314429013249594,8,XGBoost,,,200.0,0.1
|
| 48 |
+
0.08552010854085286,0.0005928742661490137,0.017392873764038086,4.294226826166948e-05,,3,,"{'learning_rate': 0.05, 'max_depth': 3, 'n_estimators': 200}",0.6489443378119002,0.637166442695335,0.6387022461124976,0.6416043422065776,0.00522789471002484,1,0.7616822429906542,0.7664373088685015,0.7664261298898595,0.7648485605830051,0.0022389292923350105,2,0.6450532724505327,0.6105359317904994,0.6143074581430746,0.623298887461369,0.015459539718236728,6,0.6985330476347453,0.6796610169491526,0.6819871578235891,0.686727074135829,0.008401924007224653,2,0.6994460455830318,0.6934637043833146,0.7080593765525273,0.7003230421729579,0.0059908404408640726,2,0.6503188440174741,0.646566667193951,0.6473304442482525,0.6480719851532258,0.0016190779091934955,1,XGBoost,,,200.0,0.05
|
| 49 |
+
0.0491948127746582,0.00043112478653276694,0.013799031575520834,0.0002399317354849913,,3,,"{'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 100}",0.6474088291746641,0.6346707621424458,0.6408139758110962,0.6409645223760687,0.005201383542256862,2,0.7587562544674767,0.7654748173779315,0.7671957671957672,0.7638089463470585,0.003641216691471018,3,0.6462709284627093,0.606272838002436,0.6179604261796042,0.6235013975482498,0.016792628996043935,5,0.6980108499095841,0.6766355140186916,0.6845388635980442,0.6863950758421066,0.00882460155978253,3,0.697726620411552,0.6948464020753912,0.7080389662581443,0.7002039962483625,0.0056635666445933085,3,0.6478107889066793,0.6446948605596596,0.648897053006642,0.6471342341576604,0.0017809922490349907,2,XGBoost,,,100.0,0.1
|
| 50 |
+
0.08322254816691081,0.000355408102071852,0.017514546712239582,6.22348102800677e-05,,3,,"{'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 200}",0.6381957773512476,0.6333269341524285,0.6387022461124976,0.6367416525387245,0.0024234072287878583,4,0.7492877492877493,0.7602272727272728,0.7610718273167101,0.7568622831105775,0.005367090464954583,5,0.6404870624048706,0.6111449451887941,0.6225266362252664,0.6247195479396437,0.012078813601254694,4,0.6906285901854587,0.6775827143821742,0.6848626925653047,0.6843579990443125,0.005337899432753165,4,0.693033189033189,0.6916781878292231,0.702693367761861,0.6958015815414244,0.004904524784783766,5,0.6373863883452924,0.6411568881788127,0.6444234012727164,0.6409888925989404,0.0028753034183456767,4,XGBoost,,,200.0,0.1
|
| 51 |
+
0.07984169324239095,0.0004818428014265207,0.017953872680664062,0.00014654398821075084,,5,,"{'learning_rate': 0.1, 'max_depth': 5, 'n_estimators': 100}",0.6408829174664108,0.6315991553081206,0.6308312535995393,0.6344377754580236,0.004568173222760485,5,0.7508871540099361,0.7551401869158878,0.7533482142857143,0.7531251850705128,0.0017434408025323647,6,0.6441400304414003,0.6151035322777101,0.6164383561643836,0.6252273062944981,0.013384413564409548,2,0.6934294609208586,0.6779661016949152,0.6780512305374183,0.683148931051064,0.0072695154599078755,5,0.6903216114175019,0.6863902114937438,0.6984469981045323,0.6917196070052594,0.00502044616822475,7,0.6397323528830379,0.6374218960089849,0.6359218807848945,0.6376920432256391,0.0015673032128854804,6,XGBoost,,,100.0,0.1
|
| 52 |
+
0.1485478083292643,0.0014914311815611046,0.026467164357503254,0.00032254907746812755,,5,,"{'learning_rate': 0.05, 'max_depth': 5, 'n_estimators': 200}",0.6357005758157389,0.6302553273181033,0.6360145901324631,0.6339901644221019,0.002644038248945437,8,0.7474134855511951,0.7556475903614458,0.754862385321101,0.7526411537445806,0.0037103928627524514,7,0.6377473363774734,0.6111449451887941,0.6261796042617961,0.6250239619426878,0.010891080023461558,3,0.688239159001314,0.6757575757575758,0.6845257903494176,0.6828408417027693,0.005233021372271401,6,0.6910280100417087,0.6868933198348546,0.6993085815003623,0.6924099704589751,0.005161849894622748,6,0.6349775642926327,0.6370010440229685,0.6394931285342245,0.6371572456166086,0.0018467772485020522,7,XGBoost,,,200.0,0.05
|
| 53 |
+
0.09282294909159343,0.05745128745495572,0.013679583867390951,0.000296622119309795,,3,,"{'learning_rate': 0.05, 'max_depth': 3, 'n_estimators': 100}",0.6395393474088292,0.6356306392781724,0.6369744672681896,0.6373814846517304,0.0016214699453569788,3,0.7555394115510352,0.7673611111111112,0.7729052466718872,0.7652685897780112,0.007242331185848149,1,0.6331811263318112,0.6056638246041413,0.6009132420091324,0.613252730981695,0.014224338641237459,8,0.6889698575687314,0.6769911504424779,0.6761431752012331,0.6807013944041476,0.0058569262604487886,7,0.6997831939749748,0.6939042504389641,0.707764376599993,0.7004839403379773,0.005680026901277589,1,0.6417853683607109,0.646208535678694,0.6497289702769156,0.6459076247721068,0.003249934705093836,3,XGBoost,,,100.0,0.05
|
| 54 |
+
0.0863344669342041,0.0010305284482299997,0.01799186070760091,8.14773958994871e-05,,5,,"{'learning_rate': 0.05, 'max_depth': 5, 'n_estimators': 100}",0.6381957773512476,0.6273756959109233,0.636590516413899,0.6340539965586899,0.004767528383115247,7,0.7523431867339582,0.7601704765594731,0.7644376899696048,0.758983784421012,0.005008355072801236,4,0.6353120243531203,0.597442143727162,0.6124809741248097,0.6150783807350306,0.01556902599137569,7,0.6888925565274798,0.6690537084398976,0.6800743620077742,0.6793402089917172,0.008115795662319252,8,0.6958803692502323,0.689245772497904,0.7049855703965293,0.6967039040482219,0.006452078044837824,4,0.6392144537350017,0.6379418510843602,0.6451178259397438,0.6407580435863686,0.0031263030353444947,5,XGBoost,,,100.0,0.05
|
best_model_metrics.json
CHANGED
|
@@ -11,6 +11,6 @@
|
|
| 11 |
"Test F1": 0.7733124018838304,
|
| 12 |
"Test ROC AUC": 0.6764444808090487,
|
| 13 |
"Test Balanced Accuracy": 0.5,
|
| 14 |
-
"Tuning Time (seconds)": 27.
|
| 15 |
"Model": "AdaBoost"
|
| 16 |
}
|
|
|
|
| 11 |
"Test F1": 0.7733124018838304,
|
| 12 |
"Test ROC AUC": 0.6764444808090487,
|
| 13 |
"Test Balanced Accuracy": 0.5,
|
| 14 |
+
"Tuning Time (seconds)": 27.79,
|
| 15 |
"Model": "AdaBoost"
|
| 16 |
}
|
model_comparison.csv
CHANGED
|
@@ -1,7 +1,7 @@
|
|
| 1 |
Model,Best Parameters,CV Best Accuracy,CV Best Precision,CV Best Recall,CV Best F1,CV Best ROC AUC,CV Best Balanced Accuracy,Test Accuracy,Test Precision,Test Recall,Test F1,Test ROC AUC,Test Balanced Accuracy,Tuning Time (seconds),Tuning Log Path
|
| 2 |
-
AdaBoost,"{""learning_rate"": 0.05, ""n_estimators"": 100}",0.6377660127833772,0.6370632507189842,0.9903602232369355,0.7752141809940855,0.6778993846226422,0.5131981296364858,0.6304069618633222,0.6304069618633222,1.0,0.7733124018838304,0.6764444808090487,0.5,27.
|
| 3 |
-
Gradient Boosting,"{""learning_rate"": 0.05, ""max_depth"": 3, ""n_estimators"": 100}",0.6712952519428761,0.6956444551456816,0.8510235812706904,0.765508214644013,0.6999625623463243,0.6077949579185126,0.6670079344765805,0.6911184210526315,0.853024766544864,0.7635834999091404,0.7021315750109937,0.6013738791173073,97.
|
| 4 |
-
Bagging,"{""max_features"": 0.8, ""max_samples"": 0.8, ""n_estimators"": 200}",0.6542103232667217,0.670862596213972,0.8865418853522234,0.7637357120856212,0.6673282140971061,0.5721237115288806,0.6544663424622472,0.6719184430027804,0.8830694275274056,0.7631578947368421,0.6752915447796363,0.5738061819077471,
|
| 5 |
-
Random Forest,"{""max_depth"": null, ""min_samples_leaf"": 1, ""n_estimators"": 300}",0.6558739629120179,0.6893084376607033,0.8269728048172311,0.7518774590367697,0.6783214852259786,0.5954222593444725,0.6511389813155875,0.6856853477380148,0.8246041412911084,0.7487557603686636,0.6811769872787616,0.5899336495929226,112.
|
| 6 |
-
XGBoost,"{""learning_rate"": 0.1, ""max_depth"": 5, ""n_estimators"": 200}",0.6343101480323379,0.7451283814427683,0.6386222948959671,0.68765642910988,0.6820518154808113,0.632785915922752,0.6380854875863834,0.7477562588568729,0.6427121396670726,0.6912663755458516,0.6905427473421035,0.6364530227421236,2.
|
| 7 |
Decision Tree,"{""criterion"": ""entropy"", ""max_depth"": null, ""min_samples_leaf"": 1}",0.5909902849133967,0.6757739199726994,0.6753605105948556,0.6755601656369382,0.5611824737996464,0.5611824737996464,0.5927821858203225,0.6776691116544418,0.6751928542427933,0.6764287166971731,0.5637044603623939,0.5637044603623939,3.13,/root/ashiravi/predictive_maintenance_project/model_experiments/tuning_logs/decision_tree_cv_results.csv
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| 1 |
Model,Best Parameters,CV Best Accuracy,CV Best Precision,CV Best Recall,CV Best F1,CV Best ROC AUC,CV Best Balanced Accuracy,Test Accuracy,Test Precision,Test Recall,Test F1,Test ROC AUC,Test Balanced Accuracy,Tuning Time (seconds),Tuning Log Path
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| 2 |
+
AdaBoost,"{""learning_rate"": 0.05, ""n_estimators"": 100}",0.6377660127833772,0.6370632507189842,0.9903602232369355,0.7752141809940855,0.6778993846226422,0.5131981296364858,0.6304069618633222,0.6304069618633222,1.0,0.7733124018838304,0.6764444808090487,0.5,27.79,/root/ashiravi/predictive_maintenance_project/model_experiments/tuning_logs/adaboost_cv_results.csv
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| 3 |
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Gradient Boosting,"{""learning_rate"": 0.05, ""max_depth"": 3, ""n_estimators"": 100}",0.6712952519428761,0.6956444551456816,0.8510235812706904,0.765508214644013,0.6999625623463243,0.6077949579185126,0.6670079344765805,0.6911184210526315,0.853024766544864,0.7635834999091404,0.7021315750109937,0.6013738791173073,97.37,/root/ashiravi/predictive_maintenance_project/model_experiments/tuning_logs/gradient_boosting_cv_results.csv
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| 4 |
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Bagging,"{""max_features"": 0.8, ""max_samples"": 0.8, ""n_estimators"": 200}",0.6542103232667217,0.670862596213972,0.8865418853522234,0.7637357120856212,0.6673282140971061,0.5721237115288806,0.6544663424622472,0.6719184430027804,0.8830694275274056,0.7631578947368421,0.6752915447796363,0.5738061819077471,179.44,/root/ashiravi/predictive_maintenance_project/model_experiments/tuning_logs/bagging_cv_results.csv
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| 5 |
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Random Forest,"{""max_depth"": null, ""min_samples_leaf"": 1, ""n_estimators"": 300}",0.6558739629120179,0.6893084376607033,0.8269728048172311,0.7518774590367697,0.6783214852259786,0.5954222593444725,0.6511389813155875,0.6856853477380148,0.8246041412911084,0.7487557603686636,0.6811769872787616,0.5899336495929226,112.69,/root/ashiravi/predictive_maintenance_project/model_experiments/tuning_logs/random_forest_cv_results.csv
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| 6 |
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XGBoost,"{""learning_rate"": 0.1, ""max_depth"": 5, ""n_estimators"": 200}",0.6343101480323379,0.7451283814427683,0.6386222948959671,0.68765642910988,0.6820518154808113,0.632785915922752,0.6380854875863834,0.7477562588568729,0.6427121396670726,0.6912663755458516,0.6905427473421035,0.6364530227421236,2.95,/root/ashiravi/predictive_maintenance_project/model_experiments/tuning_logs/xgboost_cv_results.csv
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| 7 |
Decision Tree,"{""criterion"": ""entropy"", ""max_depth"": null, ""min_samples_leaf"": 1}",0.5909902849133967,0.6757739199726994,0.6753605105948556,0.6755601656369382,0.5611824737996464,0.5611824737996464,0.5927821858203225,0.6776691116544418,0.6751928542427933,0.6764287166971731,0.5637044603623939,0.5637044603623939,3.13,/root/ashiravi/predictive_maintenance_project/model_experiments/tuning_logs/decision_tree_cv_results.csv
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