Upload extra parameters and metrics

bng_echoMonths_xgboost_seed_504/extra_params.json

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+{
+    "Lpls_beta": 0.12171555715711446
+}

bng_echoMonths_xgboost_seed_504/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+still_alive,0.05979392,0.07492182,0.10265108,0.0734844,0.06901518,0.065610446
+age,0.08101054,0.051036116,0.109117314,0.07793864,0.091410995,0.03975252
+pericardial,0.08335276,0.053706136,0.07658672,0.096263126,0.083145596,0.034659505
+fractional,0.10912562,0.062185775,0.117364645,0.08870515,0.1134802,0.041441124
+epss,0.12120016,0.063706085,0.14566852,0.08011347,0.12366587,0.049581096
+lvdd,0.12813088,0.052607562,0.12834738,0.08534258,0.13304843,0.039074402
+wall_score,0.14034308,0.055818625,0.12772354,0.08088432,0.13329741,0.04123373
+wall_index,0.13483709,0.05819638,0.106612645,0.108586356,0.14090331,0.0429586
+alive_at_1,0.13701962,0.5155537,0.07105689,0.29629654,0.10625266,0.62619454
+cpu_training_time,0.00022101997,0.00023446637,0.00085095176,0.000514359,0.00019259787,0.0008811767
+cpu_prediction_time,0.00044174888,0.00061808823,0.0009992329,0.0010330605,0.00032731754,0.0023194903
+memory_usage,0.0006022407,0.00055092765,0.0017337351,0.00145861,0.0005618755,0.0007663503
+max_depth,0.00046124682,0.0005405136,0.0012502902,0.0015037799,0.0005592843,0.0003762977
+learning_rate,0.00079073384,0.0029417675,0.002343897,0.0021725674,0.0008449599,0.0058674808
+n_estimators,0.0004595527,0.0028082805,0.0021046363,0.0011798927,0.00058417296,0.0059824754
+model_CatBoostRegressor,0.00044327456,0.00060997857,0.00076686236,0.0005803443,0.00043095672,0.00046238737
+model_DecisionTreeRegressor,0.0,0.0012559019,0.0013417308,0.0,0.00069851073,0.00070745335
+model_LGBMRegressor,0.0005274331,0.00030993138,0.00065061223,0.00044441764,0.00032087482,0.0005030145
+model_RandomForestRegressor,0.00034366467,0.0008438029,0.0004988884,0.0007619943,0.0003607359,0.00073451665
+model_XGBRegressor,0.0008954101,0.001554109,0.002330434,0.0027364355,0.0008990467,0.0008934354

bng_echoMonths_xgboost_seed_504/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 11.600346975051751,
+            "MAPE": 1.1934629215996964,
+            "R2": 0.009619605576418278,
+            "Pearson": 0.3140002634334602,
+            "Spearman": 0.21743171941586825
+        },
+        "validation": {
+            "RMSE": 11.487011808807837,
+            "MAPE": 1.1564739102859576,
+            "R2": -0.0009237983356849,
+            "Pearson": -0.02980487325319683,
+            "Spearman": -0.024464166388429603
+        },
+        "test": {
+            "RMSE": 11.534130339175247,
+            "MAPE": 1.0885212885003723,
+            "R2": -0.0005208363190856158,
+            "Pearson": 0.046820479293609295,
+            "Spearman": 0.04539840332331726
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 5.926032001493808,
+            "MAPE": 11.185741708591866,
+            "R2": 0.3547835700210653,
+            "Pearson": 0.6844647307075175,
+            "Spearman": 0.6375361913187135
+        },
+        "validation": {
+            "RMSE": 7.098776256209549,
+            "MAPE": 8.181896769579682,
+            "R2": 0.0688604955315959,
+            "Pearson": 0.26378146457534124,
+            "Spearman": 0.31494455664325477
+        },
+        "test": {
+            "RMSE": 7.0422580209021,
+            "MAPE": 6.79141073125626,
+            "R2": 0.061216716169453345,
+            "Pearson": 0.25270183826227666,
+            "Spearman": 0.31354890120871004
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 248.18747026614992,
+            "MAPE": 1881038.4732749632,
+            "R2": 0.03840552923229812,
+            "Pearson": 0.5167004332361825,
+            "Spearman": 0.22988040336546461
+        },
+        "validation": {
+            "RMSE": 249.75758640811105,
+            "MAPE": 34677.67153259134,
+            "R2": -1.0747409285194465e-05,
+            "Pearson": 0.021207333721897863,
+            "Spearman": 0.010045020455588574
+        },
+        "test": {
+            "RMSE": 248.4267699296113,
+            "MAPE": 40114.5983429544,
+            "R2": -0.004403156421606713,
+            "Pearson": -0.02697583093982936,
+            "Spearman": 0.006918690739224024
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 211.39908795059537,
+            "MAPE": 13610386.59149761,
+            "R2": 0.026426814059859693,
+            "Pearson": 0.5209712793693291,
+            "Spearman": 0.36322140849913925
+        },
+        "validation": {
+            "RMSE": 212.30060094392672,
+            "MAPE": 289434.29208723566,
+            "R2": 0.001864569124865767,
+            "Pearson": 0.052575173189098975,
+            "Spearman": 0.24196926845531813
+        },
+        "test": {
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+            "MAPE": 167437.46625507512,
+            "R2": 0.001899647644459268,
+            "Pearson": 0.047236864026745526,
+            "Spearman": 0.19438743053479177
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.4943167923457109,
+            "MAPE": 1.4014920211623207,
+            "R2": 0.0669030957513097,
+            "Pearson": 0.5087386209057138,
+            "Spearman": 0.4863909153267782
+        },
+        "validation": {
+            "RMSE": 0.5048205364431282,
+            "MAPE": 1.3288570622357712,
+            "R2": -0.0005044966389391448,
+            "Pearson": 0.024319099432181333,
+            "Spearman": 0.044191327508970896
+        },
+        "test": {
+            "RMSE": 0.5082884360153591,
+            "MAPE": 1.1688229755962685,
+            "R2": 0.004480723008174037,
+            "Pearson": 0.081652171471156,
+            "Spearman": 0.06277200232216616
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.21187621650912378,
+            "MAPE": 8.582782541471422,
+            "R2": 0.3920042682117124,
+            "Pearson": 0.6936269515914235,
+            "Spearman": 0.7031134932924124
+        },
+        "validation": {
+            "RMSE": 0.25778026272497634,
+            "MAPE": 6.388412103998452,
+            "R2": 0.10678582650314616,
+            "Pearson": 0.3281971197354724,
+            "Spearman": 0.31661042222016356
+        },
+        "test": {
+            "RMSE": 0.2555584864464524,
+            "MAPE": 5.1947474732821135,
+            "R2": 0.11009351970539538,
+            "Pearson": 0.33183415256030113,
+            "Spearman": 0.32501438010034406
+        }
+    }
+}