Spaces:

tonne
/

pycaret

Runtime error

App Files Files Community

tonne commited on Jun 21, 2022

Commit

6c5929d

•

1 Parent(s): 2186b95

update demo

Browse files

Files changed (10) hide show

catboost_info/catboost_training.json +0 -568
catboost_info/learn/events.out.tfevents +0 -0
catboost_info/learn_error.tsv +0 -0
catboost_info/time_left.tsv +0 -0
catboost_info/tmp/cat_feature_index.60933e02-46872860-63536f45-82a250a3.tmp +0 -0
images/Feature Selection.png +0 -0
images/Residuals.png +0 -0
logs.log +0 -0
pages/.ipynb_checkpoints/regression-checkpoint.py +27 -0
pages/regression.py +12 -3

catboost_info/catboost_training.json DELETED Viewed

@@ -1,568 +0,0 @@
-{
-"meta":{"test_sets":[],"test_metrics":[],"learn_metrics":[{"best_value":"Min","name":"Logloss"}],"launch_mode":"Train","parameters":"","iteration_count":1000,"learn_sets":["learn"],"name":"experiment"},
-"iterations":[
-{"learn":[0.6891956172],"iteration":0,"passed_time":0.001272801861,"remaining_time":1.271529059},
-{"learn":[0.6854059519],"iteration":1,"passed_time":0.006537091951,"remaining_time":3.262008884},
-{"learn":[0.6814191834],"iteration":2,"passed_time":0.008166277743,"remaining_time":2.713926303},
-{"learn":[0.6771275544],"iteration":3,"passed_time":0.02444798635,"remaining_time":6.087548601},
-{"learn":[0.6741143849],"iteration":4,"passed_time":0.02548045104,"remaining_time":5.070609757},
-{"learn":[0.6710384779],"iteration":5,"passed_time":0.03369046001,"remaining_time":5.581386208},
-{"learn":[0.667863767],"iteration":6,"passed_time":0.03486593662,"remaining_time":4.945982152},
-{"learn":[0.6644994562],"iteration":7,"passed_time":0.03592740157,"remaining_time":4.454997795},
-{"learn":[0.6610621933],"iteration":8,"passed_time":0.03704119686,"remaining_time":4.078647343},
-{"learn":[0.6582765185],"iteration":9,"passed_time":0.03809774608,"remaining_time":3.771676862},
-{"learn":[0.6554649921],"iteration":10,"passed_time":0.03906003948,"remaining_time":3.511852641},
-{"learn":[0.6520603905],"iteration":11,"passed_time":0.04005103335,"remaining_time":3.297535079},
-{"learn":[0.6489296905],"iteration":12,"passed_time":0.1031854608,"remaining_time":7.834157678},
-{"learn":[0.6452095725],"iteration":13,"passed_time":0.1059812402,"remaining_time":7.464107342},
-{"learn":[0.6421980424],"iteration":14,"passed_time":0.114859802,"remaining_time":7.542460329},
-{"learn":[0.6385293756],"iteration":15,"passed_time":0.1162002931,"remaining_time":7.146318026},
-{"learn":[0.6357839285],"iteration":16,"passed_time":0.1187522068,"remaining_time":6.866671721},
-{"learn":[0.633039238],"iteration":17,"passed_time":0.1214892028,"remaining_time":6.627910951},
-{"learn":[0.6308642301],"iteration":18,"passed_time":0.1848440987,"remaining_time":9.543792675},
-{"learn":[0.6282537791],"iteration":19,"passed_time":0.2022470756,"remaining_time":9.910106703},
-{"learn":[0.6253335496],"iteration":20,"passed_time":0.2067878331,"remaining_time":9.640251836},
-{"learn":[0.6221539206],"iteration":21,"passed_time":0.2109170705,"remaining_time":9.376222497},
-{"learn":[0.6193748663],"iteration":22,"passed_time":0.2155588388,"remaining_time":9.156564588},
-{"learn":[0.6172426082],"iteration":23,"passed_time":0.2215461309,"remaining_time":9.009542656},
-{"learn":[0.6148022738],"iteration":24,"passed_time":0.2342388515,"remaining_time":9.135315207},
-{"learn":[0.6112351221],"iteration":25,"passed_time":0.2593200731,"remaining_time":9.714528891},
-{"learn":[0.6088067677],"iteration":26,"passed_time":0.2671195086,"remaining_time":9.626195623},
-{"learn":[0.6059251265],"iteration":27,"passed_time":0.2765183847,"remaining_time":9.599138212},
-{"learn":[0.6028642891],"iteration":28,"passed_time":0.279229666,"remaining_time":9.349379505},
-{"learn":[0.6002462088],"iteration":29,"passed_time":0.2853568069,"remaining_time":9.226536755},
-{"learn":[0.5980699397],"iteration":30,"passed_time":0.2877050023,"remaining_time":8.993101522},
-{"learn":[0.5959265212],"iteration":31,"passed_time":0.2901189057,"remaining_time":8.776096896},
-{"learn":[0.5936972878],"iteration":32,"passed_time":0.2936208251,"remaining_time":8.603979935},
-{"learn":[0.5917797246],"iteration":33,"passed_time":0.2947965517,"remaining_time":8.375690263},
-{"learn":[0.5893234379],"iteration":34,"passed_time":0.2959444647,"remaining_time":8.159611669},
-{"learn":[0.5867903528],"iteration":35,"passed_time":0.2990076688,"remaining_time":8.006760908},
-{"learn":[0.5841130659],"iteration":36,"passed_time":0.3023929256,"remaining_time":7.870388848},
-{"learn":[0.5824482185],"iteration":37,"passed_time":0.3048999569,"remaining_time":7.718783118},
-{"learn":[0.5808138256],"iteration":38,"passed_time":0.3075667753,"remaining_time":7.578760796},
-{"learn":[0.5787828304],"iteration":39,"passed_time":0.308970221,"remaining_time":7.415285305},
-{"learn":[0.5767197412],"iteration":40,"passed_time":0.3101251888,"remaining_time":7.253903807},
-{"learn":[0.5750405808],"iteration":41,"passed_time":0.3117239661,"remaining_time":7.110275227},
-{"learn":[0.5732593379],"iteration":42,"passed_time":0.3144445618,"remaining_time":6.998219667},
-{"learn":[0.5718059697],"iteration":43,"passed_time":0.3227513131,"remaining_time":7.012505802},
-{"learn":[0.570201527],"iteration":44,"passed_time":0.3239127534,"remaining_time":6.874148434},
-{"learn":[0.5684510538],"iteration":45,"passed_time":0.3249802326,"remaining_time":6.739807433},
-{"learn":[0.5659315251],"iteration":46,"passed_time":0.326795229,"remaining_time":6.626294749},
-{"learn":[0.5644043851],"iteration":47,"passed_time":0.3327372651,"remaining_time":6.599289091},
-{"learn":[0.5622485452],"iteration":48,"passed_time":0.3343005732,"remaining_time":6.488160105},
-{"learn":[0.5601061986],"iteration":49,"passed_time":0.3402934028,"remaining_time":6.465574652},
-{"learn":[0.5581663147],"iteration":50,"passed_time":0.3501627424,"remaining_time":6.515773382},
-{"learn":[0.5567858988],"iteration":51,"passed_time":0.3554862259,"remaining_time":6.480787348},
-{"learn":[0.5555438838],"iteration":52,"passed_time":0.3581960727,"remaining_time":6.400220393},
-{"learn":[0.5541843383],"iteration":53,"passed_time":0.3601376601,"remaining_time":6.309078267},
-{"learn":[0.5529361441],"iteration":54,"passed_time":0.3767772659,"remaining_time":6.473718478},
-{"learn":[0.5513485995],"iteration":55,"passed_time":0.3778915446,"remaining_time":6.370171753},
-{"learn":[0.5495930821],"iteration":56,"passed_time":0.3843485465,"remaining_time":6.358608409},
-{"learn":[0.5477561635],"iteration":57,"passed_time":0.3854559625,"remaining_time":6.260336494},
-{"learn":[0.5455198682],"iteration":58,"passed_time":0.3865743814,"remaining_time":6.165533779},
-{"learn":[0.5439949981],"iteration":59,"passed_time":0.387682247,"remaining_time":6.073688536},
-{"learn":[0.542190804],"iteration":60,"passed_time":0.3888432312,"remaining_time":5.985635969},
-{"learn":[0.5407132235],"iteration":61,"passed_time":0.39028218,"remaining_time":5.904591691},
-{"learn":[0.5387404891],"iteration":62,"passed_time":0.3915740138,"remaining_time":5.823886523},
-{"learn":[0.5369233691],"iteration":63,"passed_time":0.3935578313,"remaining_time":5.755783283},
-{"learn":[0.535251712],"iteration":64,"passed_time":0.3965240553,"remaining_time":5.703846026},
-{"learn":[0.533401237],"iteration":65,"passed_time":0.3991923804,"remaining_time":5.64917702},
-{"learn":[0.5317643221],"iteration":66,"passed_time":0.4029813768,"remaining_time":5.611666038},
-{"learn":[0.5302803103],"iteration":67,"passed_time":0.4057313253,"remaining_time":5.560905812},
-{"learn":[0.528564863],"iteration":68,"passed_time":0.4074090526,"remaining_time":5.49706997},
-{"learn":[0.5269466432],"iteration":69,"passed_time":0.40882404,"remaining_time":5.431519389},
-{"learn":[0.5253292746],"iteration":70,"passed_time":0.4103678342,"remaining_time":5.369460817},
-{"learn":[0.5238858057],"iteration":71,"passed_time":0.4120023093,"remaining_time":5.310251986},
-{"learn":[0.5221285859],"iteration":72,"passed_time":0.4134166326,"remaining_time":5.24982491},
-{"learn":[0.5208789416],"iteration":73,"passed_time":0.4148079817,"remaining_time":5.190705284},
-{"learn":[0.5190526474],"iteration":74,"passed_time":0.4161698401,"remaining_time":5.132761361},
-{"learn":[0.51774036],"iteration":75,"passed_time":0.4178162787,"remaining_time":5.079766335},
-{"learn":[0.5165782329],"iteration":76,"passed_time":0.420067557,"remaining_time":5.035355261},
-{"learn":[0.5147212005],"iteration":77,"passed_time":0.4221898637,"remaining_time":4.990500697},
-{"learn":[0.5131693438],"iteration":78,"passed_time":0.4246654717,"remaining_time":4.950846828},
-{"learn":[0.5116187482],"iteration":79,"passed_time":0.4261711068,"remaining_time":4.900967728},
-{"learn":[0.5099948536],"iteration":80,"passed_time":0.427928221,"remaining_time":4.855136236},
-{"learn":[0.5085519838],"iteration":81,"passed_time":0.4294489514,"remaining_time":4.807733382},
-{"learn":[0.5073886903],"iteration":82,"passed_time":0.435299516,"remaining_time":4.809272966},
-{"learn":[0.5061615873],"iteration":83,"passed_time":0.4367312758,"remaining_time":4.762450579},
-{"learn":[0.5052370119],"iteration":84,"passed_time":0.4379826879,"remaining_time":4.714754817},
-{"learn":[0.5039939565],"iteration":85,"passed_time":0.439175685,"remaining_time":4.667518327},
-{"learn":[0.5028858027],"iteration":86,"passed_time":0.4410618575,"remaining_time":4.628614666},
-{"learn":[0.5017967855],"iteration":87,"passed_time":0.4432794316,"remaining_time":4.593986836},
-{"learn":[0.5006176657],"iteration":88,"passed_time":0.4445186157,"remaining_time":4.550072572},
-{"learn":[0.4997544722],"iteration":89,"passed_time":0.4460286544,"remaining_time":4.509845283},
-{"learn":[0.4984102801],"iteration":90,"passed_time":0.4476807454,"remaining_time":4.471887886},
-{"learn":[0.4973912515],"iteration":91,"passed_time":0.4488148423,"remaining_time":4.429607357},
-{"learn":[0.4965359396],"iteration":92,"passed_time":0.4505061663,"remaining_time":4.39364616},
-{"learn":[0.4953388813],"iteration":93,"passed_time":0.4523903697,"remaining_time":4.360273138},
-{"learn":[0.494024324],"iteration":94,"passed_time":0.453750974,"remaining_time":4.322575068},
-{"learn":[0.4923177987],"iteration":95,"passed_time":0.4563664979,"remaining_time":4.297451189},
-{"learn":[0.4910875746],"iteration":96,"passed_time":0.4583295289,"remaining_time":4.266717161},
-{"learn":[0.4902536376],"iteration":97,"passed_time":0.4602602143,"remaining_time":4.236272585},
-{"learn":[0.4891782398],"iteration":98,"passed_time":0.4657317022,"remaining_time":4.238628926},
-{"learn":[0.4881987453],"iteration":99,"passed_time":0.4675982339,"remaining_time":4.208384105},
-{"learn":[0.4874104902],"iteration":100,"passed_time":0.4694751258,"remaining_time":4.178793447},
-{"learn":[0.4861657639],"iteration":101,"passed_time":0.4718580754,"remaining_time":4.154201487},
-{"learn":[0.4852110808],"iteration":102,"passed_time":0.4733643447,"remaining_time":4.122405992},
-{"learn":[0.4844996555],"iteration":103,"passed_time":0.4747273901,"remaining_time":4.089959053},
-{"learn":[0.4833296468],"iteration":104,"passed_time":0.476420754,"remaining_time":4.06091976},
-{"learn":[0.4820031095],"iteration":105,"passed_time":0.4783124506,"remaining_time":4.034069159},
-{"learn":[0.4811415239],"iteration":106,"passed_time":0.4797826892,"remaining_time":4.004167677},
-{"learn":[0.4800012762],"iteration":107,"passed_time":0.4815601563,"remaining_time":3.97733018},
-{"learn":[0.4788498051],"iteration":108,"passed_time":0.4831315621,"remaining_time":3.94926809},
-{"learn":[0.4780945581],"iteration":109,"passed_time":0.4858903623,"remaining_time":3.931294749},
-{"learn":[0.4769917323],"iteration":110,"passed_time":0.4883113271,"remaining_time":3.910889818},
-{"learn":[0.4760195835],"iteration":111,"passed_time":0.4908374014,"remaining_time":3.891639397},
-{"learn":[0.4751780802],"iteration":112,"passed_time":0.4931620632,"remaining_time":3.871103983},
-{"learn":[0.4743293888],"iteration":113,"passed_time":0.4950649151,"remaining_time":3.847609779},
-{"learn":[0.4732817973],"iteration":114,"passed_time":0.4962844327,"remaining_time":3.819232373},
-{"learn":[0.4725677238],"iteration":115,"passed_time":0.4974854234,"remaining_time":3.79118202},
-{"learn":[0.4717340391],"iteration":116,"passed_time":0.5004195375,"remaining_time":3.776670527},
-{"learn":[0.4709424736],"iteration":117,"passed_time":0.5038474426,"remaining_time":3.766046139},
-{"learn":[0.4701777056],"iteration":118,"passed_time":0.5077058529,"remaining_time":3.758729886},
-{"learn":[0.4695567297],"iteration":119,"passed_time":0.5111064078,"remaining_time":3.748113657},
-{"learn":[0.4683522311],"iteration":120,"passed_time":0.5151382905,"remaining_time":3.742202953},
-{"learn":[0.4673431964],"iteration":121,"passed_time":0.5179786286,"remaining_time":3.727747835},
-{"learn":[0.4665157854],"iteration":122,"passed_time":0.521064797,"remaining_time":3.715234365},
-{"learn":[0.4655752576],"iteration":123,"passed_time":0.5228129986,"remaining_time":3.693420861},
-{"learn":[0.464396989],"iteration":124,"passed_time":0.5244720605,"remaining_time":3.671304423},
-{"learn":[0.4634627035],"iteration":125,"passed_time":0.5260480416,"remaining_time":3.648936416},
-{"learn":[0.4626727774],"iteration":126,"passed_time":0.5272014341,"remaining_time":3.623990961},
-{"learn":[0.4618803608],"iteration":127,"passed_time":0.5311804146,"remaining_time":3.618666574},
-{"learn":[0.4609854202],"iteration":128,"passed_time":0.5324678585,"remaining_time":3.595189959},
-{"learn":[0.4603227978],"iteration":129,"passed_time":0.5338673248,"remaining_time":3.572804404},
-{"learn":[0.459528994],"iteration":130,"passed_time":0.5357563831,"remaining_time":3.553986999},
-{"learn":[0.4587227687],"iteration":131,"passed_time":0.537047406,"remaining_time":3.531493549},
-{"learn":[0.4578120334],"iteration":132,"passed_time":0.5386839966,"remaining_time":3.511571617},
-{"learn":[0.4569425031],"iteration":133,"passed_time":0.5400888812,"remaining_time":3.490425157},
-{"learn":[0.45618713],"iteration":134,"passed_time":0.5443375272,"remaining_time":3.487792304},
-{"learn":[0.4554520914],"iteration":135,"passed_time":0.5467587734,"remaining_time":3.473526325},
-{"learn":[0.4548119159],"iteration":136,"passed_time":0.5503961945,"remaining_time":3.467094276},
-{"learn":[0.4538944339],"iteration":137,"passed_time":0.5522200599,"remaining_time":3.449374577},
-{"learn":[0.4528851154],"iteration":138,"passed_time":0.5555467023,"remaining_time":3.441192163},
-{"learn":[0.4522414089],"iteration":139,"passed_time":0.557570419,"remaining_time":3.425075431},
-{"learn":[0.4514274912],"iteration":140,"passed_time":0.5594968156,"remaining_time":3.408565706},
-{"learn":[0.4507181467],"iteration":141,"passed_time":0.56144873,"remaining_time":3.392415566},
-{"learn":[0.4498519897],"iteration":142,"passed_time":0.5631721528,"remaining_time":3.37509465},
-{"learn":[0.4490616854],"iteration":143,"passed_time":0.5648716504,"remaining_time":3.357848144},
-{"learn":[0.4483070689],"iteration":144,"passed_time":0.5683978796,"remaining_time":3.351587497},
-{"learn":[0.4473975316],"iteration":145,"passed_time":0.5709278973,"remaining_time":3.339537153},
-{"learn":[0.4464882464],"iteration":146,"passed_time":0.5744608299,"remaining_time":3.333435972},
-{"learn":[0.4458954236],"iteration":147,"passed_time":0.5774865634,"remaining_time":3.324449676},
-{"learn":[0.4451722705],"iteration":148,"passed_time":0.5789788735,"remaining_time":3.306785378},
-{"learn":[0.4445945803],"iteration":149,"passed_time":0.5801501088,"remaining_time":3.287517283},
-{"learn":[0.443996461],"iteration":150,"passed_time":0.5823170321,"remaining_time":3.274087154},
-{"learn":[0.4434037327],"iteration":151,"passed_time":0.5865947997,"remaining_time":3.272581514},
-{"learn":[0.4426015744],"iteration":152,"passed_time":0.5878665374,"remaining_time":3.254398413},
-{"learn":[0.44175468],"iteration":153,"passed_time":0.5892386801,"remaining_time":3.236986515},
-{"learn":[0.4409243686],"iteration":154,"passed_time":0.59108428,"remaining_time":3.222362688},
-{"learn":[0.4403788039],"iteration":155,"passed_time":0.6000059111,"remaining_time":3.246185827},
-{"learn":[0.4399120551],"iteration":156,"passed_time":0.6121564648,"remaining_time":3.286929299},
-{"learn":[0.4391642169],"iteration":157,"passed_time":0.6139269601,"remaining_time":3.271686711},
-{"learn":[0.4383892974],"iteration":158,"passed_time":0.6158301118,"remaining_time":3.257315245},
-{"learn":[0.4378995659],"iteration":159,"passed_time":0.6205834038,"remaining_time":3.25806287},
-{"learn":[0.4371330955],"iteration":160,"passed_time":0.6226759175,"remaining_time":3.244876365},
-{"learn":[0.4364323261],"iteration":161,"passed_time":0.6252161409,"remaining_time":3.234142753},
-{"learn":[0.4360227979],"iteration":162,"passed_time":0.6329288134,"remaining_time":3.250070042},
-{"learn":[0.4351416974],"iteration":163,"passed_time":0.6498049337,"remaining_time":3.312420272},
-{"learn":[0.4344880601],"iteration":164,"passed_time":0.6546673051,"remaining_time":3.313013332},
-{"learn":[0.4337680281],"iteration":165,"passed_time":0.6562211295,"remaining_time":3.296918205},
-{"learn":[0.4332272553],"iteration":166,"passed_time":0.6574836102,"remaining_time":3.279543996},
-{"learn":[0.4326222948],"iteration":167,"passed_time":0.6588755688,"remaining_time":3.263002817},
-{"learn":[0.4321108101],"iteration":168,"passed_time":0.6609264458,"remaining_time":3.249880926},
-{"learn":[0.4317853313],"iteration":169,"passed_time":0.6840048223,"remaining_time":3.339552956},
-{"learn":[0.4310748518],"iteration":170,"passed_time":0.6895327126,"remaining_time":3.342822332},
-{"learn":[0.4304495567],"iteration":171,"passed_time":0.6913048435,"remaining_time":3.327909363},
-{"learn":[0.4298534551],"iteration":172,"passed_time":0.6956070235,"remaining_time":3.325242823},
-{"learn":[0.4292262684],"iteration":173,"passed_time":0.6971959306,"remaining_time":3.309677234},
-{"learn":[0.4287818089],"iteration":174,"passed_time":0.6987789456,"remaining_time":3.294243601},
-{"learn":[0.4280638577],"iteration":175,"passed_time":0.6999973938,"remaining_time":3.277260525},
-{"learn":[0.4274408955],"iteration":176,"passed_time":0.7080296179,"remaining_time":3.292137715},
-{"learn":[0.4268746494],"iteration":177,"passed_time":0.7091876986,"remaining_time":3.275012855},
-{"learn":[0.4263277606],"iteration":178,"passed_time":0.7102921971,"remaining_time":3.257820636},
-{"learn":[0.425413715],"iteration":179,"passed_time":0.7136025366,"remaining_time":3.250856},
-{"learn":[0.4247101713],"iteration":180,"passed_time":0.7155608933,"remaining_time":3.237814208},
-{"learn":[0.4239516771],"iteration":181,"passed_time":0.716983672,"remaining_time":3.222487053},
-{"learn":[0.4231939079],"iteration":182,"passed_time":0.7257755225,"remaining_time":3.240210939},
-{"learn":[0.4225243182],"iteration":183,"passed_time":0.7344793165,"remaining_time":3.257256099},
-{"learn":[0.4219499698],"iteration":184,"passed_time":0.7356810705,"remaining_time":3.240973365},
-{"learn":[0.4213456713],"iteration":185,"passed_time":0.7374757156,"remaining_time":3.227447486},
-{"learn":[0.4208615516],"iteration":186,"passed_time":0.7389144726,"remaining_time":3.212499819},
-{"learn":[0.4202956838],"iteration":187,"passed_time":0.7432096402,"remaining_time":3.210033127},
-{"learn":[0.4197168902],"iteration":188,"passed_time":0.7516173388,"remaining_time":3.225193978},
-{"learn":[0.4192177008],"iteration":189,"passed_time":0.753827146,"remaining_time":3.213684149},
-{"learn":[0.4190654282],"iteration":190,"passed_time":0.7544589641,"remaining_time":3.195587969},
-{"learn":[0.4184448621],"iteration":191,"passed_time":0.7556904626,"remaining_time":3.180197363},
-{"learn":[0.4179698219],"iteration":192,"passed_time":0.7568673013,"remaining_time":3.164724934},
-{"learn":[0.4173058124],"iteration":193,"passed_time":0.7580436161,"remaining_time":3.149397704},
-{"learn":[0.4167814649],"iteration":194,"passed_time":0.7593699475,"remaining_time":3.134834911},
-{"learn":[0.4162366883],"iteration":195,"passed_time":0.7605275404,"remaining_time":3.119715012},
-{"learn":[0.4157503301],"iteration":196,"passed_time":0.7625534293,"remaining_time":3.108276161},
-{"learn":[0.415024119],"iteration":197,"passed_time":0.764367558,"remaining_time":3.096074654},
-{"learn":[0.4144801621],"iteration":198,"passed_time":0.765800132,"remaining_time":3.082441737},
-{"learn":[0.4138651131],"iteration":199,"passed_time":0.7670416927,"remaining_time":3.068166771},
-{"learn":[0.4130474122],"iteration":200,"passed_time":0.7688968055,"remaining_time":3.056460436},
-{"learn":[0.4124988209],"iteration":201,"passed_time":0.7707934489,"remaining_time":3.045015704},
-{"learn":[0.4120052117],"iteration":202,"passed_time":0.7720026615,"remaining_time":3.030966115},
-{"learn":[0.4114966274],"iteration":203,"passed_time":0.7741203258,"remaining_time":3.020587154},
-{"learn":[0.4105490062],"iteration":204,"passed_time":0.7752656753,"remaining_time":3.006518106},
-{"learn":[0.4099512652],"iteration":205,"passed_time":0.7773539856,"remaining_time":2.996209051},
-{"learn":[0.4094617229],"iteration":206,"passed_time":0.779286614,"remaining_time":2.985383019},
-{"learn":[0.4088699089],"iteration":207,"passed_time":0.7816802291,"remaining_time":2.976397795},
-{"learn":[0.4082171858],"iteration":208,"passed_time":0.7828899045,"remaining_time":2.962994806},
-{"learn":[0.4077873861],"iteration":209,"passed_time":0.7840968497,"remaining_time":2.949697673},
-{"learn":[0.4072800944],"iteration":210,"passed_time":0.7861554124,"remaining_time":2.939699623},
-{"learn":[0.4066530338],"iteration":211,"passed_time":0.7909267051,"remaining_time":2.93985964},
-{"learn":[0.406102614],"iteration":212,"passed_time":0.7927214364,"remaining_time":2.928975448},
-{"learn":[0.4056912572],"iteration":213,"passed_time":0.7940159503,"remaining_time":2.916338958},
-{"learn":[0.405072362],"iteration":214,"passed_time":0.795569389,"remaining_time":2.904753351},
-{"learn":[0.4047208423],"iteration":215,"passed_time":0.7971364429,"remaining_time":2.893310052},
-{"learn":[0.403855379],"iteration":216,"passed_time":0.7989617585,"remaining_time":2.882889663},
-{"learn":[0.403439041],"iteration":217,"passed_time":0.8001886182,"remaining_time":2.870401374},
-{"learn":[0.4026796956],"iteration":218,"passed_time":0.8018068932,"remaining_time":2.859411797},
-{"learn":[0.4022246432],"iteration":219,"passed_time":0.8031682154,"remaining_time":2.8475964},
-{"learn":[0.4014573215],"iteration":220,"passed_time":0.8044818624,"remaining_time":2.83570756},
-{"learn":[0.4011233621],"iteration":221,"passed_time":0.8057144055,"remaining_time":2.823629763},
-{"learn":[0.4005109298],"iteration":222,"passed_time":0.8074846157,"remaining_time":2.813522629},
-{"learn":[0.4000600074],"iteration":223,"passed_time":0.8093237935,"remaining_time":2.803728856},
-{"learn":[0.399428407],"iteration":224,"passed_time":0.8111312753,"remaining_time":2.793896615},
-{"learn":[0.3987415093],"iteration":225,"passed_time":0.8145845986,"remaining_time":2.789772032},
-{"learn":[0.3983524102],"iteration":226,"passed_time":0.8162879739,"remaining_time":2.77969429},
-{"learn":[0.3981230239],"iteration":227,"passed_time":0.8174556361,"remaining_time":2.767876101},
-{"learn":[0.3975954292],"iteration":228,"passed_time":0.8186064002,"remaining_time":2.756094037},
-{"learn":[0.3970622859],"iteration":229,"passed_time":0.8197749157,"remaining_time":2.744463848},
-{"learn":[0.3966386653],"iteration":230,"passed_time":0.8212903605,"remaining_time":2.734079165},
-{"learn":[0.3958755052],"iteration":231,"passed_time":0.8231276976,"remaining_time":2.724836516},
-{"learn":[0.3952459856],"iteration":232,"passed_time":0.8277142959,"remaining_time":2.724707575},
-{"learn":[0.3947406485],"iteration":233,"passed_time":0.8344278378,"remaining_time":2.731503093},
-{"learn":[0.3943844945],"iteration":234,"passed_time":0.8361090675,"remaining_time":2.721801858},
-{"learn":[0.393800436],"iteration":235,"passed_time":0.8379572442,"remaining_time":2.712709045},
-{"learn":[0.3933706993],"iteration":236,"passed_time":0.8392523978,"remaining_time":2.70189696},
-{"learn":[0.3929865813],"iteration":237,"passed_time":0.8418224346,"remaining_time":2.695246618},
-{"learn":[0.3921866929],"iteration":238,"passed_time":0.8434034214,"remaining_time":2.685481187},
-{"learn":[0.391569973],"iteration":239,"passed_time":0.8491207787,"remaining_time":2.688882466},
-{"learn":[0.3908822871],"iteration":240,"passed_time":0.8568405835,"remaining_time":2.698514535},
-{"learn":[0.3902593881],"iteration":241,"passed_time":0.8595210794,"remaining_time":2.692218918},
-{"learn":[0.3897339372],"iteration":242,"passed_time":0.8633786228,"remaining_time":2.689619825},
-{"learn":[0.3891290712],"iteration":243,"passed_time":0.8653839402,"remaining_time":2.681271552},
-{"learn":[0.3888533411],"iteration":244,"passed_time":0.8693408897,"remaining_time":2.678989272},
-{"learn":[0.3886668938],"iteration":245,"passed_time":0.8705517867,"remaining_time":2.668276615},
-{"learn":[0.3879438038],"iteration":246,"passed_time":0.871753956,"remaining_time":2.657614287},
-{"learn":[0.3872538795],"iteration":247,"passed_time":0.8737018504,"remaining_time":2.649289482},
-{"learn":[0.3869948584],"iteration":248,"passed_time":0.8757616221,"remaining_time":2.641353326},
-{"learn":[0.3866035524],"iteration":249,"passed_time":0.8770254325,"remaining_time":2.631076298},
-{"learn":[0.3860584606],"iteration":250,"passed_time":0.8781102409,"remaining_time":2.620336934},
-{"learn":[0.3856665871],"iteration":251,"passed_time":0.8792079386,"remaining_time":2.609712453},
-{"learn":[0.3853691984],"iteration":252,"passed_time":0.8819526613,"remaining_time":2.604026237},
-{"learn":[0.3851815216],"iteration":253,"passed_time":0.8837907053,"remaining_time":2.59570026},
-{"learn":[0.3847761548],"iteration":254,"passed_time":0.8850154199,"remaining_time":2.585633286},
-{"learn":[0.3845176697],"iteration":255,"passed_time":0.8868431948,"remaining_time":2.577388035},
-{"learn":[0.3838219761],"iteration":256,"passed_time":0.8888943235,"remaining_time":2.569838453},
-{"learn":[0.3832084404],"iteration":257,"passed_time":0.8910700023,"remaining_time":2.562689697},
-{"learn":[0.382773691],"iteration":258,"passed_time":0.8930177828,"remaining_time":2.554927324},
-{"learn":[0.3823965088],"iteration":259,"passed_time":0.8959648243,"remaining_time":2.550053731},
-{"learn":[0.3819676864],"iteration":260,"passed_time":0.8972399426,"remaining_time":2.540460987},
-{"learn":[0.3816721262],"iteration":261,"passed_time":0.8993667156,"remaining_time":2.533330672}
-]}]},
-{"learn":[0.3018437795],"iteration":453,"passed_time":1.78427661,"remaining_time":2.145848081},
-{"learn":[0.3015931453],"iteration":454,"passed_time":1.793621982,"remaining_time":2.148404352},
-{"learn":[0.3012226277],"iteration":455,"passed_time":1.795629136,"remaining_time":2.142154057},
-{"learn":[0.3009647144],"iteration":456,"passed_time":1.797655449,"remaining_time":2.135945096},
-{"learn":[0.3007520845],"iteration":457,"passed_time":1.798919963,"remaining_time":2.128852882},
-{"learn":[0.3004281133],"iteration":458,"passed_time":1.800236443,"remaining_time":2.121847311},
-{"learn":[0.3002156847],"iteration":459,"passed_time":1.813981645,"remaining_time":2.129456714},
-{"learn":[0.3000372688],"iteration":460,"passed_time":1.815106699,"remaining_time":2.122218028},
-{"learn":[0.2998013072],"iteration":461,"passed_time":1.8161119,"remaining_time":2.114866238},
-{"learn":[0.2995521392],"iteration":462,"passed_time":1.817454643,"remaining_time":2.107933355},
-{"learn":[0.2993382878],"iteration":463,"passed_time":1.818805382,"remaining_time":2.101033804},
-{"learn":[0.299216513],"iteration":464,"passed_time":1.820485381,"remaining_time":2.094536944},
-{"learn":[0.2989836021],"iteration":465,"passed_time":1.823432699,"remaining_time":2.089513007},
-{"learn":[0.2986693872],"iteration":466,"passed_time":1.824686197,"remaining_time":2.082564761},
-{"learn":[0.298439361],"iteration":467,"passed_time":1.825867189,"remaining_time":2.075558428},
-{"learn":[0.2982791288],"iteration":468,"passed_time":1.827040892,"remaining_time":2.068568685},
-{"learn":[0.297979441],"iteration":469,"passed_time":1.828328153,"remaining_time":2.061731747},
-{"learn":[0.2976869412],"iteration":470,"passed_time":1.83009359,"remaining_time":2.055455433},
-{"learn":[0.2974224606],"iteration":471,"passed_time":1.838477071,"remaining_time":2.056601469},
-{"learn":[0.2970925333],"iteration":472,"passed_time":1.840986603,"remaining_time":2.051162663},
-{"learn":[0.2966990637],"iteration":473,"passed_time":1.842991089,"remaining_time":2.045175765},
-{"learn":[0.296569504],"iteration":474,"passed_time":1.848535772,"remaining_time":2.043118485},
-{"learn":[0.2964089722],"iteration":475,"passed_time":1.850605042,"remaining_time":2.037220676},
-{"learn":[0.2961281619],"iteration":476,"passed_time":1.859776489,"remaining_time":2.039126003},
-{"learn":[0.2958821149],"iteration":477,"passed_time":1.861834498,"remaining_time":2.033216753},
-{"learn":[0.2957111082],"iteration":478,"passed_time":1.864876533,"remaining_time":2.02839389},
-{"learn":[0.2954935484],"iteration":479,"passed_time":1.866146764,"remaining_time":2.021658994},
-{"learn":[0.2952511532],"iteration":480,"passed_time":1.86742797,"remaining_time":2.014958662},
-{"learn":[0.2949891753],"iteration":481,"passed_time":1.87438158,"remaining_time":2.014376885},
-{"learn":[0.2947520117],"iteration":482,"passed_time":1.878209349,"remaining_time":2.010422843},
-{"learn":[0.2946337964],"iteration":483,"passed_time":1.885315971,"remaining_time":2.00996496},
-{"learn":[0.2944458314],"iteration":484,"passed_time":1.89225445,"remaining_time":2.009301117},
-{"learn":[0.2942597836],"iteration":485,"passed_time":1.901059551,"remaining_time":2.010585615},
-{"learn":[0.293936758],"iteration":486,"passed_time":1.909134501,"remaining_time":2.011059546},
-{"learn":[0.2936522362],"iteration":487,"passed_time":1.915008267,"remaining_time":2.009189001},
-{"learn":[0.293447095],"iteration":488,"passed_time":1.91910216,"remaining_time":2.005442134},
-{"learn":[0.29332003],"iteration":489,"passed_time":1.92027925,"remaining_time":1.998657995},
-{"learn":[0.2931906088],"iteration":490,"passed_time":1.921713526,"remaining_time":1.992163309},
-{"learn":[0.2928256282],"iteration":491,"passed_time":1.923076543,"remaining_time":1.985615618},
-{"learn":[0.2925670422],"iteration":492,"passed_time":1.925230017,"remaining_time":1.979901863},
-{"learn":[0.2923063766],"iteration":493,"passed_time":1.926592803,"remaining_time":1.973392629},
-{"learn":[0.2920711578],"iteration":494,"passed_time":1.936111249,"remaining_time":1.975224608},
-{"learn":[0.2917870575],"iteration":495,"passed_time":1.944607127,"remaining_time":1.975971758},
-{"learn":[0.2916081418],"iteration":496,"passed_time":1.948851161,"remaining_time":1.97237854},
-{"learn":[0.2912597779],"iteration":497,"passed_time":1.953601858,"remaining_time":1.969293439},
-{"learn":[0.2911339213],"iteration":498,"passed_time":1.967061644,"remaining_time":1.974945659},
-{"learn":[0.2909108385],"iteration":499,"passed_time":1.974626061,"remaining_time":1.974626061},
-{"learn":[0.2907363695],"iteration":500,"passed_time":1.982805636,"remaining_time":1.974890244},
-{"learn":[0.290275321],"iteration":501,"passed_time":1.990160728,"remaining_time":1.974302874},
-{"learn":[0.2901779316],"iteration":502,"passed_time":1.9934341,"remaining_time":1.969655562},
-{"learn":[0.2898142362],"iteration":503,"passed_time":2.000588883,"remaining_time":1.968833504},
-{"learn":[0.2896313067],"iteration":504,"passed_time":2.004277069,"remaining_time":1.964588414},
-{"learn":[0.289109399],"iteration":505,"passed_time":2.007585255,"remaining_time":1.959974537},
-{"learn":[0.2888670069],"iteration":506,"passed_time":2.009078127,"remaining_time":1.953600625},
-{"learn":[0.2886480707],"iteration":507,"passed_time":2.010991757,"remaining_time":1.947653433},
-{"learn":[0.2883112389],"iteration":508,"passed_time":2.01631466,"remaining_time":1.945010801},
-{"learn":[0.2881163524],"iteration":509,"passed_time":2.018480676,"remaining_time":1.939324571},
-{"learn":[0.2878282803],"iteration":510,"passed_time":2.025045057,"remaining_time":1.937861121},
-{"learn":[0.287723418],"iteration":511,"passed_time":2.026242873,"remaining_time":1.931262739},
-{"learn":[0.2875943416],"iteration":512,"passed_time":2.027761058,"remaining_time":1.924989542},
-{"learn":[0.2872687036],"iteration":513,"passed_time":2.03074275,"remaining_time":1.920118631},
-{"learn":[0.2872129826],"iteration":514,"passed_time":2.058321325,"remaining_time":1.938419112},
-{"learn":[0.2869381776],"iteration":515,"passed_time":2.060827955,"remaining_time":1.933024671},
-{"learn":[0.2867102817],"iteration":516,"passed_time":2.064178994,"remaining_time":1.928430279},
-{"learn":[0.2864547118],"iteration":517,"passed_time":2.071824889,"remaining_time":1.927837059},
-{"learn":[0.286200879],"iteration":518,"passed_time":2.075897153,"remaining_time":1.923904684},
-{"learn":[0.2860627426],"iteration":519,"passed_time":2.101706984,"remaining_time":1.940037216},
-{"learn":[0.2857125713],"iteration":520,"passed_time":2.104905449,"remaining_time":1.935220173},
-{"learn":[0.2855670332],"iteration":521,"passed_time":2.119322632,"remaining_time":1.94068241},
-{"learn":[0.285306672],"iteration":522,"passed_time":2.125117838,"remaining_time":1.938204988},
-{"learn":[0.2849438229],"iteration":523,"passed_time":2.126344726,"remaining_time":1.931565057},
-{"learn":[0.2848181904],"iteration":524,"passed_time":2.127433132,"remaining_time":1.924820453},
-{"learn":[0.2846039732],"iteration":525,"passed_time":2.137110961,"remaining_time":1.925837634},
-{"learn":[0.2844183052],"iteration":526,"passed_time":2.141218175,"remaining_time":1.921814415},
-{"learn":[0.284269364],"iteration":527,"passed_time":2.143297727,"remaining_time":1.915978271},
-{"learn":[0.2838985546],"iteration":528,"passed_time":2.1527163,"remaining_time":1.916690694},
-{"learn":[0.2837274261],"iteration":529,"passed_time":2.155964365,"remaining_time":1.911892928},
-{"learn":[0.2834965805],"iteration":530,"passed_time":2.159322445,"remaining_time":1.907198167},
-{"learn":[0.2833158389],"iteration":531,"passed_time":2.161247059,"remaining_time":1.901247413},
-{"learn":[0.2829946076],"iteration":532,"passed_time":2.169280337,"remaining_time":1.90066401},
-{"learn":[0.2826918484],"iteration":533,"passed_time":2.171941489,"remaining_time":1.89536467},
-{"learn":[0.2825571262],"iteration":534,"passed_time":2.178079117,"remaining_time":1.893096803},
-{"learn":[0.282224925],"iteration":535,"passed_time":2.183363521,"remaining_time":1.890075883},
-{"learn":[0.2818190679],"iteration":536,"passed_time":2.191652763,"remaining_time":1.889637298},
-{"learn":[0.2814764241],"iteration":537,"passed_time":2.195258195,"remaining_time":1.885147372},
-{"learn":[0.2812769395],"iteration":538,"passed_time":2.199056222,"remaining_time":1.880825452},
-{"learn":[0.2808682052],"iteration":539,"passed_time":2.20231235,"remaining_time":1.876043854},
-{"learn":[0.2806823276],"iteration":540,"passed_time":2.2114767,"remaining_time":1.876280601},
-{"learn":[0.2805671068],"iteration":541,"passed_time":2.216691555,"remaining_time":1.873145263},
-{"learn":[0.2803823274],"iteration":542,"passed_time":2.223609961,"remaining_time":1.871436007},
-{"learn":[0.2800842772],"iteration":543,"passed_time":2.229949003,"remaining_time":1.869221958},
-{"learn":[0.2800085787],"iteration":544,"passed_time":2.240859793,"remaining_time":1.870809552},
-{"learn":[0.2797958178],"iteration":545,"passed_time":2.243544766,"remaining_time":1.865511582},
-{"learn":[0.2796771258],"iteration":546,"passed_time":2.245608091,"remaining_time":1.859708346},
-{"learn":[0.2794028137],"iteration":547,"passed_time":2.247238269,"remaining_time":1.853561492},
-{"learn":[0.279205203],"iteration":548,"passed_time":2.248720269,"remaining_time":1.847309365},
-{"learn":[0.2790561528],"iteration":549,"passed_time":2.25303649,"remaining_time":1.843393491},
-{"learn":[0.2788524692],"iteration":550,"passed_time":2.261138474,"remaining_time":1.842561116},
-{"learn":[0.2787081025],"iteration":551,"passed_time":2.26289612,"remaining_time":1.836553373},
-{"learn":[0.2785087416],"iteration":552,"passed_time":2.265003675,"remaining_time":1.830843838},
-{"learn":[0.2783621417],"iteration":553,"passed_time":2.269555866,"remaining_time":1.827115372},
-{"learn":[0.2781836139],"iteration":554,"passed_time":2.272933099,"remaining_time":1.822441854},
-{"learn":[0.277978308],"iteration":555,"passed_time":2.274056344,"remaining_time":1.815973052},
-{"learn":[0.277813662],"iteration":556,"passed_time":2.287396215,"remaining_time":1.819239719},
-{"learn":[0.2774166567],"iteration":557,"passed_time":2.296095788,"remaining_time":1.818771215},
-{"learn":[0.2771401511],"iteration":558,"passed_time":2.298493886,"remaining_time":1.813301974},
-{"learn":[0.2770002612],"iteration":559,"passed_time":2.300127606,"remaining_time":1.807243119},
-{"learn":[0.2767342859],"iteration":560,"passed_time":2.30198536,"remaining_time":1.801375353},
-{"learn":[0.2763272126],"iteration":561,"passed_time":2.303508892,"remaining_time":1.795261378},
-{"learn":[0.2761864467],"iteration":562,"passed_time":2.304675819,"remaining_time":1.788886915},
-{"learn":[0.2760605662],"iteration":563,"passed_time":2.307074137,"remaining_time":1.783482843},
-{"learn":[0.2758759683],"iteration":564,"passed_time":2.308816415,"remaining_time":1.777584319},
-{"learn":[0.2755697654],"iteration":565,"passed_time":2.311597937,"remaining_time":1.772497358},
-{"learn":[0.2752277086],"iteration":566,"passed_time":2.315539027,"remaining_time":1.768304054},
-{"learn":[0.2749984927],"iteration":567,"passed_time":2.325792815,"remaining_time":1.768912845},
-{"learn":[0.2746560196],"iteration":568,"passed_time":2.329831618,"remaining_time":1.764775795},
-{"learn":[0.2742653054],"iteration":569,"passed_time":2.344114271,"remaining_time":1.768366906},
-{"learn":[0.2740922268],"iteration":570,"passed_time":2.35228487,"remaining_time":1.767303344},
-{"learn":[0.2739373727],"iteration":571,"passed_time":2.357492353,"remaining_time":1.763997774},
-{"learn":[0.2738375589],"iteration":572,"passed_time":2.364184126,"remaining_time":1.761791661},
-{"learn":[0.2736547453],"iteration":573,"passed_time":2.369430598,"remaining_time":1.758497273},
-{"learn":[0.2733519196],"iteration":574,"passed_time":2.373870641,"remaining_time":1.754600039},
-{"learn":[0.2731796388],"iteration":575,"passed_time":2.377786333,"remaining_time":1.75031494},
-{"learn":[0.2729279639],"iteration":576,"passed_time":2.379120584,"remaining_time":1.74413866},
-{"learn":[0.2727638919],"iteration":577,"passed_time":2.390773191,"remaining_time":1.745512607},
-{"learn":[0.2725644436],"iteration":578,"passed_time":2.397300881,"remaining_time":1.743115149},
-{"learn":[0.2722363592],"iteration":579,"passed_time":2.399050949,"remaining_time":1.737243791},
-{"learn":[0.2720263891],"iteration":580,"passed_time":2.412226416,"remaining_time":1.739626279},
-{"learn":[0.2717028091],"iteration":581,"passed_time":2.413645826,"remaining_time":1.733511951},
-{"learn":[0.2714402112],"iteration":582,"passed_time":2.415645286,"remaining_time":1.727828618},
-{"learn":[0.271229334],"iteration":583,"passed_time":2.427745931,"remaining_time":1.729353266},
-{"learn":[0.2710550142],"iteration":584,"passed_time":2.429731691,"remaining_time":1.723655815},
-{"learn":[0.2708430374],"iteration":585,"passed_time":2.451466895,"remaining_time":1.731923711},
-{"learn":[0.2705143522],"iteration":586,"passed_time":2.453379358,"remaining_time":1.726142547},
-{"learn":[0.2702472164],"iteration":587,"passed_time":2.455690783,"remaining_time":1.720654086},
-{"learn":[0.2700977986],"iteration":588,"passed_time":2.458011991,"remaining_time":1.71518324},
-{"learn":[0.2700224668],"iteration":589,"passed_time":2.460541568,"remaining_time":1.709867869},
-{"learn":[0.2698115102],"iteration":590,"passed_time":2.466888445,"remaining_time":1.707203679},
-{"learn":[0.2697155606],"iteration":591,"passed_time":2.475406264,"remaining_time":1.706023236},
-{"learn":[0.2694185906],"iteration":592,"passed_time":2.4772051,"remaining_time":1.700206536},
-{"learn":[0.2691982513],"iteration":593,"passed_time":2.478433634,"remaining_time":1.694013561},
-{"learn":[0.2690608248],"iteration":594,"passed_time":2.479604568,"remaining_time":1.687798067},
-{"learn":[0.2688528957],"iteration":595,"passed_time":2.484318235,"remaining_time":1.684000952},
-{"learn":[0.2686578128],"iteration":596,"passed_time":2.490221783,"remaining_time":1.681003984},
-{"learn":[0.2683387593],"iteration":597,"passed_time":2.491726216,"remaining_time":1.675040031},
-{"learn":[0.2681977272],"iteration":598,"passed_time":2.496364796,"remaining_time":1.671189121},
-{"learn":[0.2680326943],"iteration":599,"passed_time":2.497559919,"remaining_time":1.665039946},
-{"learn":[0.2676823459],"iteration":600,"passed_time":2.499245749,"remaining_time":1.659233035},
-{"learn":[0.2674384546],"iteration":601,"passed_time":2.506419218,"remaining_time":1.657067855},
-{"learn":[0.2673361082],"iteration":602,"passed_time":2.514734449,"remaining_time":1.655637771},
-{"learn":[0.267136071],"iteration":603,"passed_time":2.516031613,"remaining_time":1.64958364},
-{"learn":[0.2669584249],"iteration":604,"passed_time":2.517691379,"remaining_time":1.643781974},
-{"learn":[0.2668305504],"iteration":605,"passed_time":2.520010873,"remaining_time":1.638422911},
-{"learn":[0.2666059004],"iteration":606,"passed_time":2.52152267,"remaining_time":1.632550922},
-{"learn":[0.2663243657],"iteration":607,"passed_time":2.523008119,"remaining_time":1.626676287},
-{"learn":[0.2661955712],"iteration":608,"passed_time":2.525076856,"remaining_time":1.621190559},
-{"learn":[0.2659690525],"iteration":609,"passed_time":2.526382351,"remaining_time":1.615228061},
-{"learn":[0.2657016032],"iteration":610,"passed_time":2.527850582,"remaining_time":1.609384413},
-{"learn":[0.2654162702],"iteration":611,"passed_time":2.529762356,"remaining_time":1.603836265},
-{"learn":[0.2652554757],"iteration":612,"passed_time":2.531531945,"remaining_time":1.598210217},
-{"learn":[0.2650217002],"iteration":613,"passed_time":2.533620355,"remaining_time":1.592797161},
-{"learn":[0.2648575318],"iteration":614,"passed_time":2.589524669,"remaining_time":1.621084549},
-{"learn":[0.264630417],"iteration":615,"passed_time":2.615072777,"remaining_time":1.630175238},
-{"learn":[0.2644472472],"iteration":616,"passed_time":2.619033444,"remaining_time":1.625753337},
-{"learn":[0.2641231718],"iteration":617,"passed_time":2.621008245,"remaining_time":1.62010542},
-{"learn":[0.264011787],"iteration":618,"passed_time":2.673668078,"remaining_time":1.645666458},
-{"learn":[0.2639310888],"iteration":619,"passed_time":2.680759961,"remaining_time":1.643046428},
-{"learn":[0.2638069461],"iteration":620,"passed_time":2.683720398,"remaining_time":1.637890549},
-{"learn":[0.2635721525],"iteration":621,"passed_time":2.718575698,"remaining_time":1.652124781},
-{"learn":[0.2633791057],"iteration":622,"passed_time":2.727400088,"remaining_time":1.65044917},
-{"learn":[0.2632650196],"iteration":623,"passed_time":2.7558216,"remaining_time":1.660559169}
-]},
-{"learn":[0.2453203349],"iteration":727,"passed_time":3.465316065,"remaining_time":1.294733475},
-{"learn":[0.2451388065],"iteration":728,"passed_time":3.466698032,"remaining_time":1.28871765},
-{"learn":[0.244985287],"iteration":729,"passed_time":3.47133731,"remaining_time":1.283919279},
-{"learn":[0.244676082],"iteration":730,"passed_time":3.476788457,"remaining_time":1.279420102},
-{"learn":[0.2445987953],"iteration":731,"passed_time":3.486712673,"remaining_time":1.276556006},
-{"learn":[0.244333937],"iteration":732,"passed_time":3.487940737,"remaining_time":1.270505016},
-{"learn":[0.2441661223],"iteration":733,"passed_time":3.491345548,"remaining_time":1.265256016},
-{"learn":[0.2439742561],"iteration":734,"passed_time":3.492473639,"remaining_time":1.259191176},
-{"learn":[0.2438264368],"iteration":735,"passed_time":3.493605288,"remaining_time":1.253141027},
-{"learn":[0.2436125343],"iteration":736,"passed_time":3.495049787,"remaining_time":1.247215867},
-{"learn":[0.2433788126],"iteration":737,"passed_time":3.496257717,"remaining_time":1.241218864},
-{"learn":[0.2432208856],"iteration":738,"passed_time":3.497473392,"remaining_time":1.235237558},
-{"learn":[0.2430905723],"iteration":739,"passed_time":3.500603538,"remaining_time":1.229941784},
-{"learn":[0.2428656102],"iteration":740,"passed_time":3.501735148,"remaining_time":1.223953311},
-{"learn":[0.2427495278],"iteration":741,"passed_time":3.503602325,"remaining_time":1.218233693},
-{"learn":[0.2425865026],"iteration":742,"passed_time":3.50475005,"remaining_time":1.212275589},
-{"learn":[0.2424829663],"iteration":743,"passed_time":3.505894094,"remaining_time":1.206329151},
-{"learn":[0.242235783],"iteration":744,"passed_time":3.507319011,"remaining_time":1.200491742},
-{"learn":[0.2420497006],"iteration":745,"passed_time":3.508574692,"remaining_time":1.194608541},
-{"learn":[0.2418480802],"iteration":746,"passed_time":3.509782457,"remaining_time":1.188721501},
-{"learn":[0.2417313976],"iteration":747,"passed_time":3.510916079,"remaining_time":1.182821995},
-{"learn":[0.2415499288],"iteration":748,"passed_time":3.548366301,"remaining_time":1.189105396},
-{"learn":[0.2412113401],"iteration":749,"passed_time":3.549476187,"remaining_time":1.183158729},
-{"learn":[0.2410489925],"iteration":750,"passed_time":3.550553419,"remaining_time":1.177214116},
-{"learn":[0.2409260611],"iteration":751,"passed_time":3.551685438,"remaining_time":1.171300517},
-{"learn":[0.2407264442],"iteration":752,"passed_time":3.569222672,"remaining_time":1.170780877},
-{"learn":[0.2404325374],"iteration":753,"passed_time":3.57050808,"remaining_time":1.164913777},
-{"learn":[0.2401168179],"iteration":754,"passed_time":3.587872623,"remaining_time":1.164276546},
-{"learn":[0.2399266101],"iteration":755,"passed_time":3.588985289,"remaining_time":1.158349749},
-{"learn":[0.2397613282],"iteration":756,"passed_time":3.590068521,"remaining_time":1.152426223},
-{"learn":[0.2395184609],"iteration":757,"passed_time":3.594869039,"remaining_time":1.147702253},
-{"learn":[0.2391341171],"iteration":758,"passed_time":3.596123674,"remaining_time":1.141852181},
-{"learn":[0.2390162668],"iteration":759,"passed_time":3.597279616,"remaining_time":1.135983037},
-{"learn":[0.2387286332],"iteration":760,"passed_time":3.60900262,"remaining_time":1.133444975},
-{"learn":[0.2385584203],"iteration":761,"passed_time":3.614472264,"remaining_time":1.128929657},
-{"learn":[0.2384278077],"iteration":762,"passed_time":3.619208292,"remaining_time":1.124183965},
-{"learn":[0.2383075359],"iteration":763,"passed_time":3.620917619,"remaining_time":1.118503348},
-{"learn":[0.2380532886],"iteration":764,"passed_time":3.625945602,"remaining_time":1.11385257},
-{"learn":[0.2379099171],"iteration":765,"passed_time":3.655803435,"remaining_time":1.116785906},
-{"learn":[0.2378183326],"iteration":766,"passed_time":3.669666173,"remaining_time":1.114774731},
-{"learn":[0.2376671553],"iteration":767,"passed_time":3.67252873,"remaining_time":1.10940972},
-{"learn":[0.2373752882],"iteration":768,"passed_time":3.689063472,"remaining_time":1.108158208},
-{"learn":[0.2372045555],"iteration":769,"passed_time":3.696018174,"remaining_time":1.104005429},
-{"learn":[0.2371086086],"iteration":770,"passed_time":3.702676724,"remaining_time":1.099757419},
-{"learn":[0.2370152098],"iteration":771,"passed_time":3.725221463,"remaining_time":1.10019494},
-{"learn":[0.2368005377],"iteration":772,"passed_time":3.741457938,"remaining_time":1.098720507},
-{"learn":[0.2367318301],"iteration":773,"passed_time":3.744368046,"remaining_time":1.093316768},
-{"learn":[0.2364080072],"iteration":774,"passed_time":3.745501185,"remaining_time":1.08740357},
-{"learn":[0.2362409601],"iteration":775,"passed_time":3.746528065,"remaining_time":1.081472019},
-{"learn":[0.2359993728],"iteration":776,"passed_time":3.747770959,"remaining_time":1.075615089},
-{"learn":[0.2358642134],"iteration":777,"passed_time":3.752736396,"remaining_time":1.070832236},
-{"learn":[0.2354349013],"iteration":778,"passed_time":3.754626796,"remaining_time":1.065176537},
-{"learn":[0.2352636885],"iteration":779,"passed_time":3.756561857,"remaining_time":1.059543088},
-{"learn":[0.2351534526],"iteration":780,"passed_time":3.759077975,"remaining_time":1.054082044},
-{"learn":[0.2350729806],"iteration":781,"passed_time":3.761744635,"remaining_time":1.048670499},
-{"learn":[0.2346300974],"iteration":782,"passed_time":3.763237632,"remaining_time":1.042940697},
-{"learn":[0.2345165274],"iteration":783,"passed_time":3.775983509,"remaining_time":1.040321987},
-{"learn":[0.234338178],"iteration":784,"passed_time":3.780311588,"remaining_time":1.035371964},
-{"learn":[0.2342572889],"iteration":785,"passed_time":3.784732903,"remaining_time":1.030448907},
-{"learn":[0.234145769],"iteration":786,"passed_time":3.78771091,"remaining_time":1.025136498},
-{"learn":[0.2340145346],"iteration":787,"passed_time":3.78940724,"remaining_time":1.019485196},
-{"learn":[0.2337906307],"iteration":788,"passed_time":3.791041762,"remaining_time":1.013827391},
-{"learn":[0.2336091596],"iteration":789,"passed_time":3.812952111,"remaining_time":1.013569548},
-{"learn":[0.2333540992],"iteration":790,"passed_time":3.816014419,"remaining_time":1.008276882},
-{"learn":[0.2332082855],"iteration":791,"passed_time":3.846512938,"remaining_time":1.010195317},
-{"learn":[0.2330329642],"iteration":792,"passed_time":3.883793462,"remaining_time":1.013802329},
-{"learn":[0.232952842],"iteration":793,"passed_time":3.894440867,"remaining_time":1.010396497},
-{"learn":[0.2327506384],"iteration":794,"passed_time":3.934073776,"remaining_time":1.014446697},
-{"learn":[0.2326327691],"iteration":795,"passed_time":3.935243852,"remaining_time":1.008529831},
-{"learn":[0.2324018362],"iteration":796,"passed_time":3.950145371,"remaining_time":1.006122347},
-{"learn":[0.2322374183],"iteration":797,"passed_time":3.954272432,"remaining_time":1.000956179},
-{"learn":[0.2321194446],"iteration":798,"passed_time":3.955743808,"remaining_time":0.9951245374},
-{"learn":[0.2319722095],"iteration":799,"passed_time":3.995571137,"remaining_time":0.9988927843},
-{"learn":[0.2317553528],"iteration":800,"passed_time":4.009262539,"remaining_time":0.9960589829},
-{"learn":[0.2315473744],"iteration":801,"passed_time":4.088474942,"remaining_time":1.009374113},
-{"learn":[0.231479169],"iteration":802,"passed_time":4.090549248,"remaining_time":1.003534498},
-{"learn":[0.2312028837],"iteration":803,"passed_time":4.129148281,"remaining_time":1.006608287},
-{"learn":[0.2308814827],"iteration":804,"passed_time":4.150053654,"remaining_time":1.0052925},
-{"learn":[0.2307149802],"iteration":805,"passed_time":4.151824398,"remaining_time":0.9993224977},
-{"learn":[0.2306162088],"iteration":806,"passed_time":4.154202958,"remaining_time":0.9935082662},
-{"learn":[0.2304839781],"iteration":807,"passed_time":4.15701567,"remaining_time":0.9878057038},
-{"learn":[0.230241361],"iteration":808,"passed_time":4.158677788,"remaining_time":0.9818386372},
-{"learn":[0.2299914487],"iteration":809,"passed_time":4.160371133,"remaining_time":0.9758895251},
-{"learn":[0.2298726071],"iteration":810,"passed_time":4.161824183,"remaining_time":0.9698949082},
-{"learn":[0.2297130271],"iteration":811,"passed_time":4.163203067,"remaining_time":0.9638943062},
-{"learn":[0.2295905598],"iteration":812,"passed_time":4.164832029,"remaining_time":0.9579625945},
-{"learn":[0.2295482937],"iteration":813,"passed_time":4.166659449,"remaining_time":0.9520868029},
-{"learn":[0.2292970157],"iteration":814,"passed_time":4.169031733,"remaining_time":0.9463446264},
-{"learn":[0.229023485],"iteration":815,"passed_time":4.17192013,"remaining_time":0.9407270882},
-{"learn":[0.2288633032],"iteration":816,"passed_time":4.173818701,"remaining_time":0.9348945194},
-{"learn":[0.2286411741],"iteration":817,"passed_time":4.175305699,"remaining_time":0.9289799966},
-{"learn":[0.2285211161],"iteration":818,"passed_time":4.176522397,"remaining_time":0.9230165492},
-{"learn":[0.2284237428],"iteration":819,"passed_time":4.177802598,"remaining_time":0.9170786191},
-{"learn":[0.2281237943],"iteration":820,"passed_time":4.17922628,"remaining_time":0.9111833181},
-{"learn":[0.2280054748],"iteration":821,"passed_time":4.180889038,"remaining_time":0.9053506676},
-{"learn":[0.227738104],"iteration":822,"passed_time":4.182856759,"remaining_time":0.899593738},
-{"learn":[0.2275008643],"iteration":823,"passed_time":4.188889607,"remaining_time":0.8947142849},
-{"learn":[0.2273880231],"iteration":824,"passed_time":4.194038776,"remaining_time":0.8896445889},
-{"learn":[0.2270970244],"iteration":825,"passed_time":4.195280831,"remaining_time":0.883751652},
-{"learn":[0.2269418385],"iteration":826,"passed_time":4.227515474,"remaining_time":0.8843532976},
-{"learn":[0.2267287472],"iteration":827,"passed_time":4.236561297,"remaining_time":0.8800586268},
-{"learn":[0.2264975969],"iteration":828,"passed_time":4.237827223,"remaining_time":0.8741477143},
-{"learn":[0.2263381539],"iteration":829,"passed_time":4.239685103,"remaining_time":0.8683692379},
-{"learn":[0.2261869587],"iteration":830,"passed_time":4.264149167,"remaining_time":0.8671976043},
-{"learn":[0.2259545359],"iteration":831,"passed_time":4.266169161,"remaining_time":0.8614380036},
-{"learn":[0.2257006096],"iteration":832,"passed_time":4.268097755,"remaining_time":0.8556690577},
-{"learn":[0.2254811088],"iteration":833,"passed_time":4.305369853,"remaining_time":0.8569441194},
-{"learn":[0.2252060767],"iteration":834,"passed_time":4.331338626,"remaining_time":0.8558932615},
-{"learn":[0.2249169751],"iteration":835,"passed_time":4.347471934,"remaining_time":0.852853346},
-{"learn":[0.2247657006],"iteration":836,"passed_time":4.355394437,"remaining_time":0.8481831459},
-{"learn":[0.2244911641],"iteration":837,"passed_time":4.358303046,"remaining_time":0.842535911},
-{"learn":[0.2243504152],"iteration":838,"passed_time":4.359689135,"remaining_time":0.8366030402},
-{"learn":[0.2241882264],"iteration":839,"passed_time":4.363842335,"remaining_time":0.8312080637},
-{"learn":[0.2238444789],"iteration":840,"passed_time":4.365839384,"remaining_time":0.8254083973},
-{"learn":[0.2237958905],"iteration":841,"passed_time":4.382928871,"remaining_time":0.8224498357},
-{"learn":[0.2236000912],"iteration":842,"passed_time":4.390941089,"remaining_time":0.8177672017},
-{"learn":[0.2232593377],"iteration":843,"passed_time":4.408252143,"remaining_time":0.8147954198},
-{"learn":[0.2231494169],"iteration":844,"passed_time":4.416901758,"remaining_time":0.8102009142},
-{"learn":[0.2230136068],"iteration":845,"passed_time":4.433365117,"remaining_time":0.807019182},
-{"learn":[0.2228229902],"iteration":846,"passed_time":4.452565184,"remaining_time":0.8043004405},
-{"learn":[0.2227356493],"iteration":847,"passed_time":4.461046115,"remaining_time":0.7996214734},
-{"learn":[0.2226031569],"iteration":848,"passed_time":4.487657549,"remaining_time":0.7981581741},
-{"learn":[0.2223231157],"iteration":849,"passed_time":4.508551694,"remaining_time":0.7956267695},
-{"learn":[0.2221886697],"iteration":850,"passed_time":4.512394452,"remaining_time":0.7900667137},
-{"learn":[0.2220203339],"iteration":851,"passed_time":4.515048185,"remaining_time":0.7843041447},
-{"learn":[0.2219392031],"iteration":852,"passed_time":4.516830268,"remaining_time":0.7783986511},
-{"learn":[0.2217833756],"iteration":853,"passed_time":4.528740037,"remaining_time":0.7742342452},
-{"learn":[0.2216699522],"iteration":854,"passed_time":4.559555058,"remaining_time":0.7732578754},
-{"learn":[0.2215227568],"iteration":855,"passed_time":4.560696866,"remaining_time":0.7672200336}
-]}

catboost_info/learn/events.out.tfevents DELETED Viewed

Binary file (47 kB)

catboost_info/learn_error.tsv DELETED Viewed

Binary file (14.4 kB)

catboost_info/time_left.tsv DELETED Viewed

Binary file (11.5 kB)

catboost_info/tmp/cat_feature_index.60933e02-46872860-63536f45-82a250a3.tmp DELETED Viewed

Binary file (4 Bytes)

images/Feature Selection.png ADDED Viewed

images/Residuals.png CHANGED Viewed

logs.log DELETED Viewed

The diff for this file is too large to render. See raw diff

pages/.ipynb_checkpoints/regression-checkpoint.py ADDED Viewed

	@@ -0,0 +1,27 @@

+import streamlit as st
+from pycaret.regression import *
+from pathlib import Path
+path_root = Path(Path.cwd())
+from pycaret.datasets import get_data
+data = get_data('insurance')
+s = setup(data, target = 'charges')
+best = compare_models()
+evaluate_model(best)
+with st.sidebar:
+    st.sidebar.markdown("# Regression Feature ❄️")
+    evaluation_option = st.selectbox("evaluation", ["residuals", "error", "cooks", "rfe", "learning", "vc", "manifold", "feature", "feature_all", "residuals_interactive", "parameter", "tree"])
+st.markdown("# Regression❄️")
+st.markdown("## Evaluation")
+image_options = {"error": "Prediction Error.png",
+                 "residuals": "Residuals.png"}
+try:
+    st.markdown(f"## {evaluation_option}")
+    plot_model(best, plot = evaluation_option, save = 'images')
+    st.image(str(path_root.joinpath(f"images/{image_options[evaluation_option]}")))
+except e:
+    st.text(e)
+print(evaluation_option)

pages/regression.py CHANGED Viewed

@@ -12,15 +12,24 @@ evaluate_model(best)
 with st.sidebar:
     st.sidebar.markdown("# Regression Feature ❄️")
-    evaluation_option = st.selectbox("evaluation", ["residuals", "error", "cooks"])
 st.markdown("# Regression❄️")
 st.markdown("## Evaluation")
-image_options = {"error": "Prediction Error.png", "residuals": "Residuals.png"}
 try:
     st.markdown(f"## {evaluation_option}")
     plot_model(best, plot = evaluation_option, save = 'images')
     st.image(str(path_root.joinpath(f"images/{image_options[evaluation_option]}")))
 except e:
     st.text(e)
-print(evaluation_option)

 with st.sidebar:
     st.sidebar.markdown("# Regression Feature ❄️")
+    evaluation_option = st.selectbox("evaluation", ["residuals", "error", "cooks", "rfe", "learning", "vc", "manifold", "feature", "feature_all", "residuals_interactive", "parameter", "tree"])
 st.markdown("# Regression❄️")
 st.markdown("## Evaluation")
+image_options = {"error": "Prediction Error.png",
+                 "residuals": "Residuals.png",
+                 "cooks": "unknow",
+                 "rfe": "unknow",
+                 "learning": "Learning Curve.png",
+                 "vc": "Validation Curve.png",
+                 "manifold": "Manifold Curve.png",
+                 "feature": "Feature Importance.png",
+                 "feature_all": "Feature Importance (All).png",
+                 "residuals_interactive": "unknow"
+                 }
 try:
     st.markdown(f"## {evaluation_option}")
     plot_model(best, plot = evaluation_option, save = 'images')
     st.image(str(path_root.joinpath(f"images/{image_options[evaluation_option]}")))
 except e:
     st.text(e)