Upload extra parameters and metrics

bng_echoMonths_xgboost_seed_478/extra_params.json

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+{
+    "Lpls_beta": 0.12171555715711446
+}

bng_echoMonths_xgboost_seed_478/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+still_alive,0.058055736,0.06838894,0.12551613,0.07867135,0.06410693,0.06766894
+age,0.08690183,0.052435797,0.11309196,0.07649895,0.0984238,0.04429002
+pericardial,0.074730895,0.05896878,0.06812371,0.094796315,0.0960691,0.034185022
+fractional,0.10774822,0.06077319,0.10856946,0.082233496,0.114734896,0.045705825
+epss,0.13101403,0.06810366,0.13558584,0.07790773,0.11925588,0.053654008
+lvdd,0.12548985,0.05720628,0.124176815,0.078618504,0.12675156,0.042844296
+wall_score,0.14153974,0.059599098,0.11604409,0.093418255,0.13316722,0.043920625
+wall_index,0.12264534,0.059810035,0.10517272,0.11022598,0.14120714,0.045896657
+alive_at_1,0.14670555,0.50268465,0.088236645,0.29230815,0.09958754,0.6026406
+cpu_training_time,0.00029424805,0.00020742863,0.0007561929,0.00049834343,0.00018187922,0.0009737101
+cpu_prediction_time,0.00036019116,0.00078978157,0.0011149637,0.0009387528,0.00030723467,0.0018478484
+memory_usage,0.00061108766,0.00065352954,0.0015486721,0.0014253223,0.000557075,0.0012953875
+max_depth,0.00045522326,0.0004896382,0.0011842946,0.0018745301,0.00043902255,0.00047248584
+learning_rate,0.00089214684,0.0025392289,0.0031147115,0.0021352086,0.00087820477,0.0066629853
+n_estimators,0.0007195455,0.0022758474,0.0019459256,0.000909426,0.0011972283,0.004933327
+model_CatBoostRegressor,0.00056205806,0.00065922854,0.0009970206,0.0008779751,0.00064895774,0.0004939642
+model_DecisionTreeRegressor,0.0,0.0019148417,0.0017327731,0.0033271096,0.0009031428,0.00023452994
+model_LGBMRegressor,0.00025574755,0.000470783,0.0005658979,0.00045984366,0.00023018093,0.0006310687
+model_RandomForestRegressor,0.00039878,0.0005047853,0.0008333172,0.00096034224,0.0004236342,0.00070954475
+model_XGBRegressor,0.0006199039,0.0015245181,0.0016888477,0.0019142672,0.0009293914,0.0009391301

bng_echoMonths_xgboost_seed_478/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 11.546175613868213,
+            "MAPE": 1.2678910120934703,
+            "R2": 0.018847775397813016,
+            "Pearson": 0.39012178623606975,
+            "Spearman": 0.3161527571198214
+        },
+        "validation": {
+            "RMSE": 11.481381574520597,
+            "MAPE": 1.1776613659066995,
+            "R2": 5.7145099958355594e-05,
+            "Pearson": 0.013394832437555477,
+            "Spearman": 0.030184095217655606
+        },
+        "test": {
+            "RMSE": 11.52273759902967,
+            "MAPE": 1.1227223291193635,
+            "R2": 0.0014546996062591022,
+            "Pearson": 0.07905914088670792,
+            "Spearman": 0.05846736296767416
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 5.464324827216563,
+            "MAPE": 10.13122887608021,
+            "R2": 0.45140676312805883,
+            "Pearson": 0.7395084107704109,
+            "Spearman": 0.6875159248684424
+        },
+        "validation": {
+            "RMSE": 7.115584957551619,
+            "MAPE": 8.012460406535798,
+            "R2": 0.06444571331445215,
+            "Pearson": 0.26279250121111075,
+            "Spearman": 0.3032575274749397
+        },
+        "test": {
+            "RMSE": 7.0281039517877755,
+            "MAPE": 6.816704541801674,
+            "R2": 0.06498660083488916,
+            "Pearson": 0.2685713679598037,
+            "Spearman": 0.31558741952424696
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 248.31870604442128,
+            "MAPE": 1850096.841022746,
+            "R2": 0.03738832265639647,
+            "Pearson": 0.5079974621275835,
+            "Spearman": 0.2310118490168356
+        },
+        "validation": {
+            "RMSE": 249.71646112564548,
+            "MAPE": 35637.439961261596,
+            "R2": 0.00031855060444085925,
+            "Pearson": 0.026593388459691628,
+            "Spearman": -0.007057955229176509
+        },
+        "test": {
+            "RMSE": 248.33298103456056,
+            "MAPE": 25124.92849154405,
+            "R2": -0.0036449122100459252,
+            "Pearson": -0.016184538988912953,
+            "Spearman": 0.012106266104242315
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 208.51009878011567,
+            "MAPE": 13364298.58925813,
+            "R2": 0.05285477617684187,
+            "Pearson": 0.6153037937857351,
+            "Spearman": 0.43218530995780546
+        },
+        "validation": {
+            "RMSE": 212.18270898760977,
+            "MAPE": 294436.5913838487,
+            "R2": 0.0029728040146942414,
+            "Pearson": 0.061096274723985926,
+            "Spearman": 0.3017940004212468
+        },
+        "test": {
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+            "MAPE": 174956.51326794908,
+            "R2": 0.005620317971665734,
+            "Pearson": 0.08286473910867842,
+            "Spearman": 0.2642135757050479
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.5062113283970558,
+            "MAPE": 1.2012365905367977,
+            "R2": 0.021457392657877827,
+            "Pearson": 0.4232967848929842,
+            "Spearman": 0.38258398432608415
+        },
+        "validation": {
+            "RMSE": 0.5044147595550392,
+            "MAPE": 1.138641420441812,
+            "R2": 0.0011032764487332036,
+            "Pearson": 0.03615796671930175,
+            "Spearman": 0.06521772336534505
+        },
+        "test": {
+            "RMSE": 0.5089230599711828,
+            "MAPE": 1.1017566641471097,
+            "R2": 0.00199325824669494,
+            "Pearson": 0.08479446261625026,
+            "Spearman": 0.08200217399805351
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.20727514725800675,
+            "MAPE": 8.304654441939796,
+            "R2": 0.4181238227401243,
+            "Pearson": 0.709508826920974,
+            "Spearman": 0.7176377212514974
+        },
+        "validation": {
+            "RMSE": 0.25721033078374195,
+            "MAPE": 6.3845881547511665,
+            "R2": 0.11073111326886043,
+            "Pearson": 0.33464353038143374,
+            "Spearman": 0.3173891187568617
+        },
+        "test": {
+            "RMSE": 0.25430749880621806,
+            "MAPE": 5.230441578979157,
+            "R2": 0.11878458100924671,
+            "Pearson": 0.34484933250680977,
+            "Spearman": 0.34299870980405733
+        }
+    }
+}