Upload extra parameters and metrics

bng_echoMonths_xgboost_seed_13/extra_params.json

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+{
+    "Lpls_beta": 0.12171555715711446
+}

bng_echoMonths_xgboost_seed_13/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+still_alive,0.061305735,0.07171483,0.14917377,0.07400114,0.06849201,0.059937727
+age,0.09891389,0.0473786,0.104340434,0.08389416,0.094723694,0.040904094
+pericardial,0.07661468,0.050316963,0.075644344,0.086193465,0.06529087,0.030913698
+fractional,0.107696526,0.058162462,0.10840702,0.086225346,0.11710764,0.043385103
+epss,0.13431947,0.05314805,0.13405366,0.07720803,0.12246981,0.050664734
+lvdd,0.12351167,0.04310861,0.12669872,0.08440385,0.13481154,0.04030514
+wall_score,0.13697216,0.048883572,0.11465106,0.09161351,0.14012046,0.042148147
+wall_index,0.12966435,0.04985514,0.09390721,0.09972515,0.13993989,0.042531587
+alive_at_1,0.12600787,0.56744885,0.081089,0.29614183,0.111938,0.6297279
+cpu_training_time,0.00017398503,0.00019656117,0.00085952005,0.0006972315,0.00015528235,0.00058885163
+cpu_prediction_time,0.0003789515,0.0005856522,0.0008393262,0.001047968,0.0002916198,0.0015126549
+memory_usage,0.0006271985,0.00059928186,0.0017670894,0.0015038823,0.0006378065,0.0007565688
+max_depth,0.0004760244,0.0004835219,0.0011609005,0.0013018529,0.00040462211,0.00039343646
+learning_rate,0.00082818925,0.002277259,0.0023142565,0.002152475,0.0010018144,0.0071389275
+n_estimators,0.0005374958,0.0026956121,0.0014447289,0.00080990384,0.0012773401,0.00609305
+model_CatBoostRegressor,0.0004966864,0.0005033053,0.0010476427,0.00074311165,0.00035520984,0.0004241357
+model_DecisionTreeRegressor,1.4095576e-05,0.0004138605,0.0,0.008024112,0.0,0.00053887116
+model_LGBMRegressor,0.00042718116,0.00028978777,0.0004166525,0.00045222347,0.00020821116,0.0005536654
+model_RandomForestRegressor,0.00039538136,0.00052167545,0.0006471056,0.0017223591,0.000305924,0.0005984163
+model_XGBRegressor,0.0006384892,0.0014163654,0.0015375293,0.002138412,0.00046825522,0.0008832734

bng_echoMonths_xgboost_seed_13/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 11.543237717740883,
+            "MAPE": 1.3016702578051287,
+            "R2": 0.019347015439167725,
+            "Pearson": 0.39592193641653833,
+            "Spearman": 0.31078043734674454
+        },
+        "validation": {
+            "RMSE": 11.484475087965064,
+            "MAPE": 1.1831473266026504,
+            "R2": -0.0004817714712788135,
+            "Pearson": 0.001440335765369353,
+            "Spearman": -0.01793872143538802
+        },
+        "test": {
+            "RMSE": 11.524511304049375,
+            "MAPE": 1.1313581373819086,
+            "R2": 0.001147262053007747,
+            "Pearson": 0.07344234681484232,
+            "Spearman": 0.05492884380214613
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 6.259938060631299,
+            "MAPE": 11.781773508167861,
+            "R2": 0.2800248529602707,
+            "Pearson": 0.6446873903814374,
+            "Spearman": 0.6005634974715014
+        },
+        "validation": {
+            "RMSE": 7.113482015655637,
+            "MAPE": 8.188001893344063,
+            "R2": 0.06499861953138253,
+            "Pearson": 0.2588284737471241,
+            "Spearman": 0.31394206517298817
+        },
+        "test": {
+            "RMSE": 7.017752994209757,
+            "MAPE": 6.795830121108049,
+            "R2": 0.0677387391159896,
+            "Pearson": 0.2611585919854802,
+            "Spearman": 0.31379838048189934
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 250.33006772688034,
+            "MAPE": 1885528.9915721477,
+            "R2": 0.021731011570060632,
+            "Pearson": 0.4733005571777983,
+            "Spearman": 0.19709539116141478
+        },
+        "validation": {
+            "RMSE": 249.82906067918833,
+            "MAPE": 37106.84962779329,
+            "R2": -0.0005831846067938518,
+            "Pearson": 0.003275274106444171,
+            "Spearman": -0.03049506426791434
+        },
+        "test": {
+            "RMSE": 248.1924324285933,
+            "MAPE": 22259.46227133041,
+            "R2": -0.0025091712004570166,
+            "Pearson": -0.011339544052892546,
+            "Spearman": 0.04050003536551853
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 208.33872225467087,
+            "MAPE": 13364990.703005368,
+            "R2": 0.05441107251857136,
+            "Pearson": 0.6169936749019761,
+            "Spearman": 0.4389984587895294
+        },
+        "validation": {
+            "RMSE": 212.28137248773047,
+            "MAPE": 294547.4089533033,
+            "R2": 0.0020453668632658406,
+            "Pearson": 0.05039268469604009,
+            "Spearman": 0.2964615462935102
+        },
+        "test": {
+            "RMSE": 208.92878634160527,
+            "MAPE": 170708.08242156578,
+            "R2": 0.0036546285644121212,
+            "Pearson": 0.06352329315819312,
+            "Spearman": 0.2374027644656336
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.5092246492766725,
+            "MAPE": 1.1563252179424994,
+            "R2": 0.009772790012571364,
+            "Pearson": 0.3170357726407284,
+            "Spearman": 0.25861954131535875
+        },
+        "validation": {
+            "RMSE": 0.5046529035953357,
+            "MAPE": 1.0963528811445427,
+            "R2": 0.00015985656944594862,
+            "Pearson": 0.013453708260903023,
+            "Spearman": 0.024022581480840913
+        },
+        "test": {
+            "RMSE": 0.5097660567771245,
+            "MAPE": 1.0737190442982874,
+            "R2": -0.0013157420872156322,
+            "Pearson": 0.01795223494693961,
+            "Spearman": 0.008434788171920655
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.20970817082960425,
+            "MAPE": 8.33273910051014,
+            "R2": 0.4043833678835551,
+            "Pearson": 0.7000521006449582,
+            "Spearman": 0.7081317030521562
+        },
+        "validation": {
+            "RMSE": 0.2575456319341293,
+            "MAPE": 6.315696654441347,
+            "R2": 0.1084110880200988,
+            "Pearson": 0.33126319361310325,
+            "Spearman": 0.31824338867994306
+        },
+        "test": {
+            "RMSE": 0.2543903541020228,
+            "MAPE": 5.210309828699231,
+            "R2": 0.11821027424517105,
+            "Pearson": 0.3439217416004226,
+            "Spearman": 0.33963500711908207
+        }
+    }
+}