Upload 3 files
Browse files
bng_echoMonths_lr/extra_params.json
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{
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"Lpls_beta": 0.12207026829697903
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}
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bng_echoMonths_lr/feature_importance.csv
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,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
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still_alive,-0.4035324677742499,-0.3586433624053661,-43.73817899149484,-13.34435195746853,0.020703115474315838,-0.00317449729848215
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age,0.0027113141506329985,0.07038227873609565,-0.25823051109730333,1.5349191186586983,0.00047515168938300385,0.0028432099730293023
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pericardial,1.0975446513062521,0.40888009926075153,21.039194846685007,8.157500984474593,0.04834394281069957,0.01670959969577294
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fractional,-2.009630497250303,-4.1116397536665845,-38.01495246037113,-93.70509639631864,-0.08826102770483693,-0.162375054895134
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epss,0.024388404365638622,-0.09346359622581875,0.44892518414136845,-2.212433791296345,0.0010950762328550776,-0.003638569265675659
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lvdd,-0.13854941866697812,-0.0799659733359269,-4.912960617120002,-1.0667394868206226,-0.004004426994704539,-0.003560430532933789
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wall_score,0.0020746267151549682,0.02734221909775069,0.12023380929188947,0.3538631924721679,5.8460339129456436e-05,0.0013189073160186412
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wall_index,0.9832075871782612,-0.5964059045953624,21.491955735360996,-12.708821951072753,0.0400555121318361,-0.025103640715595253
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alive_at_1,-0.08490109214015379,-3.2767091512577906,5.993636849934553,-54.60794933581024,-0.014240987435477772,-0.15356595903650105
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cpu_training_time,-3.385047085330368e-12,-2.718226068378071e-12,-1.0687669062468375e-10,-1.0544286300106438e-10,-9.853285137295091e-14,-6.240869112114292e-14
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cpu_prediction_time,4.858810955471812e-10,7.438917680388706e-10,1.074295066890841e-08,1.2127971609100949e-08,2.0305225219541675e-11,3.508881974932951e-11
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memory_usage,1.564313412890559e-09,-1.7498751449688725e-10,4.7041447091024395e-08,4.201532914357019e-08,4.5161168782935825e-11,-5.877715802323462e-11
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max_depth,0.012277150728397282,-0.012367570544512457,0.5653944421583024,0.25563457553258145,0.00016148058274710784,-0.0010488251572595459
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learning_rate,0.8225428308339341,-1.461990301781082,62.00011039840667,14.808739425661365,-0.018051311557921466,-0.10914309199956691
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n_estimators,7.831738684246885e-05,-0.00019014348007859828,0.005801637887306802,0.0003555559813638178,-1.7329035144437127e-06,-1.254710296604414e-05
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model_CatBoostRegressor,-0.3824617994186339,0.5606951180568798,-28.570495430686485,-10.876965194905907,0.008197020456758844,0.0472767347198879
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model_DecisionTreeRegressor,0.5637988567058744,-0.7232188715115703,43.83142155090769,22.273292823786093,-0.013802003206981342,-0.06926529374665806
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model_LGBMRegressor,-0.3750822771233061,0.5489277318785848,-27.794448893111916,-10.792054542632654,0.007788110200586606,0.04636680868988958
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model_RandomForestRegressor,0.5251547228222498,-1.000083852235425,38.9846185495042,7.1162706525717585,-0.011275171304156959,-0.07170909223953899
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model_XGBRegressor,-0.33140950298619476,0.6136798738115494,-26.451095776614295,-7.720543738819538,0.009092043853793093,0.047330842576421
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bng_echoMonths_lr/metrics.json
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{
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"L1s": {
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"train": {
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"RMSE": 11.612944957529125,
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"MAPE": 1.7622363562977426,
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"R2": 0.003769406632377681,
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"Pearson": 0.06139549358363278,
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"Spearman": 0.053085687482093816
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},
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"test": {
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"RMSE": 11.553809150160111,
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"MAPE": 1.3306812662906142,
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"R2": -0.003937800748289755,
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"Pearson": 0.011204861147141554,
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"Spearman": 0.007959154754862406
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}
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},
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"L1": {
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"train": {
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"RMSE": 7.168629308049433,
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"MAPE": 12.30441950422544,
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"R2": 0.05524633211405061,
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"Pearson": 0.23504538309452125,
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"Spearman": 0.26865409551852154
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},
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"test": {
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"RMSE": 7.063490116553911,
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"MAPE": 6.798334225698786,
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"R2": 0.055547402726332074,
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"Pearson": 0.23589458250149625,
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"Spearman": 0.2530661094058095
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}
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},
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"L2s": {
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"train": {
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"RMSE": 251.67625890349953,
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"MAPE": 1949867.253345137,
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"R2": 0.007981186514472993,
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"Pearson": 0.08933748661380887,
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"Spearman": 0.0062105299079325904
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},
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"test": {
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"RMSE": 248.50660664479048,
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"MAPE": 23527.71379915716,
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"R2": -0.005048828655433546,
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"Pearson": 0.021727223436436686,
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"Spearman": -0.05657488848707725
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}
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},
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"L2": {
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"train": {
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"RMSE": 211.23434004999615,
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"MAPE": 10178019.829990152,
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"R2": 0.026004616616735143,
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"Pearson": 0.16125946985134074,
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"Spearman": 0.2607551954162555
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},
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"test": {
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"RMSE": 206.34877200595182,
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"MAPE": 215723.36664001702,
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"R2": 0.028109981010212892,
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"Pearson": 0.16831418723480246,
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"Spearman": 0.23993282757425252
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}
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},
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"Lpls": {
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"train": {
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"RMSE": 0.5106253272498904,
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"MAPE": 1.6420640581719248,
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"R2": 0.004257046353862481,
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"Pearson": 0.06524604473730874,
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"Spearman": 0.06163535856385846
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},
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"test": {
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"MAPE": 1.2318854897671019,
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"R2": 4.071012776885041e-07,
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"Pearson": 0.04613730658413685,
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"Spearman": 0.039974783602165956
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}
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},
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"Lpl": {
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"train": {
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"RMSE": 0.2618564882824398,
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"MAPE": 9.679550146657201,
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"R2": 0.07419072797837767,
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"Pearson": 0.2723797495747032,
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"Spearman": 0.2716692779452745
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},
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"test": {
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"Spearman": 0.2583928204028996
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}
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}
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}
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